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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ACP</journal-id><journal-title-group>
    <journal-title>Atmospheric Chemistry and Physics</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Atmos. Chem. Phys.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1680-7324</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/acp-25-2459-2025</article-id><title-group><article-title>Vertical changes in volatile organic compounds (VOCs) and impacts on photochemical ozone formation</article-title><alt-title>Vertical changes in volatile organic compounds (VOCs)</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Li</surname><given-names>Xiao-Bing</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Yuan</surname><given-names>Bin</given-names></name>
          <email>byuan@jnu.edu.cn</email>
        <ext-link>https://orcid.org/0000-0003-3041-0329</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Huangfu</surname><given-names>Yibo</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Yang</surname><given-names>Suxia</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Song</surname><given-names>Xin</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5040-4295</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Qi</surname><given-names>Jipeng</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>He</surname><given-names>Xianjun</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Wang</surname><given-names>Sihang</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-9393-3763</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Chen</surname><given-names>Yubin</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Yang</surname><given-names>Qing</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Song</surname><given-names>Yongxin</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Peng</surname><given-names>Yuwen</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3 aff4">
          <name><surname>Tang</surname><given-names>Guiqian</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff5">
          <name><surname>Gao</surname><given-names>Jian</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff6">
          <name><surname>Gu</surname><given-names>Dasa</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-5663-1675</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Shao</surname><given-names>Min</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>College of Environment and Climate, Institute for Environmental and Climate Research, Guangdong–Hong Kong–Macau Joint Laboratory of Collaborative Innovation for Environmental Quality,  Jinan University, Guangzhou 511443, China</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>Guangzhou Research Institute of Environment Protection Co., Ltd., Guangzhou 510620, China</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>State Key Laboratory of Atmospheric Environment and Extreme Meteorology, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing 100029, China</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>University of Chinese Academy of Sciences, Beijing 100049, China</institution>
        </aff>
        <aff id="aff5"><label>5</label><institution>State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy  of Environmental Sciences, Beijing 100012, China</institution>
        </aff>
        <aff id="aff6"><label>6</label><institution>Guangdong-Hong Kong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality and Division of Environment and Sustainability, Hong Kong University of Science  and Technology, Hong Kong SAR 999077, China</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Bin Yuan (byuan@jnu.edu.cn)</corresp></author-notes><pub-date><day>26</day><month>February</month><year>2025</year></pub-date>
      
      <volume>25</volume>
      <issue>4</issue>
      <fpage>2459</fpage><lpage>2472</lpage>
      <history>
        <date date-type="received"><day>2</day><month>September</month><year>2024</year></date>
           <date date-type="rev-request"><day>23</day><month>October</month><year>2024</year></date>
           <date date-type="rev-recd"><day>9</day><month>January</month><year>2025</year></date>
           <date date-type="accepted"><day>13</day><month>January</month><year>2025</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2025 Xiao-Bing Li et al.</copyright-statement>
        <copyright-year>2025</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://acp.copernicus.org/articles/acp-25-2459-2025.html">This article is available from https://acp.copernicus.org/articles/acp-25-2459-2025.html</self-uri><self-uri xlink:href="https://acp.copernicus.org/articles/acp-25-2459-2025.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/acp-25-2459-2025.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e259">Volatile organic compounds (VOCs) play crucial roles in regulating the formation of tropospheric ozone. However, limited knowledge on the interactions between vertical VOC variations and photochemical ozone formation in the planetary boundary layer (PBL) has hindered effective ozone control strategies, especially in large cities. In this study, we investigated the vertical changes in concentrations, compositions, and key driving factors of a large suite of VOCs using online gradient measurements taken from a 325 m tall tower in urban Beijing. The impacts of these vertical VOC variations on photochemical ozone formation were also analyzed using box model simulations. Our results indicate that VOCs exhibited distinct vertical variation patterns due to their differences in sources and chemical reactivities, along with the diurnal evolution of the PBL. During daytime, reactive VOCs (e.g., hydrocarbons) are rapidly oxidized as they mix upward, accompanied by the formation and accumulation of oxygenated VOCs (OVOCs) in the middle and upper layers. In addition, the photochemical formation of ozone responds positively to changes in both NO<sub><italic>x</italic></sub> and VOCs. As a result, the production rate of ozone declines with height due to the simultaneous decreases in concentrations of reactive VOCs and NO<sub><italic>x</italic></sub> but remains high in the middle and upper layers. The strong production of ozone aloft is primarily driven by the presence of high OVOC concentrations. Therefore, careful consideration should be given to the vertical variations in both photochemical ozone production rates and formation regimes in the whole PBL when developing regional ozone control strategies.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>National Key Research and Development Program of China</funding-source>
<award-id>2023YFC3706103</award-id>
<award-id>2023YFC3706201</award-id>
<award-id>2023YFC3710900</award-id>
<award-id>2022YFC3700604</award-id>
</award-group>
<award-group id="gs2">
<funding-source>National Natural Science Foundation of China</funding-source>
<award-id>42305095</award-id>
<award-id>42475107</award-id>
<award-id>42121004</award-id>
<award-id>42275103</award-id>
<award-id>42205094</award-id>
<award-id>42230701</award-id>
</award-group>
<award-group id="gs3">
<funding-source>Basic and Applied Basic Research Foundation of Guangdong Province</funding-source>
<award-id>2024A1515011570</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d2e289">Volatile organic compounds (VOCs) are crucial constituents of atmospheric chemicals (Li et al., 2022b) and play important roles in regulating the atmospheric oxidation capacity and contributing to the photochemical formation of tropospheric ozone  (Zhao et al., 2022; X. Yang et al., 2024). Ozone is a major air pollutant in urban environments, with increasing trends reported globally over recent decades  (Fleming et al., 2018; Cooper et al., 2020), despite stringent measures to control its precursor emissions (Y.-H. Wang et al., 2020; Yeo and Kim, 2021; Li et al., 2022a; Perdigones et al., 2022). As highlighted in previous studies, reducing emissions of reactive VOCs is key to controlling ozone pollution at present and in the foreseeable future  (Zhao et al., 2022; Wang et al., 2024).</p>
      <p id="d2e292">The primary prerequisite for effective regional ozone pollution control is the determination of the photochemical ozone formation regime (Souri et al., 2020; Zhao et al., 2022), which facilitates the development of reduction schemes for key precursor emissions  (Ou et al., 2016; Wang et al., 2019). The main challenges in controlling ozone pollution stem from the complex compositions of its precursors (e.g., VOCs and NO<sub><italic>x</italic></sub>) in ambient air (Guo et al., 2017; Wu et al., 2020; Li et al., 2022b), as well as the complicated responses of photochemical ozone formation to changes in these precursors (Shao et al., 2021; Perdigones et al., 2022). Furthermore, the interactions between vertical variations in ozone precursors and ozone formation remain unclear  (Tang et al., 2017; Sun et al., 2018; Li et al., 2024), adding to the complexity of ozone pollution control.</p>
      <p id="d2e304">In most cases, the identification of key ozone precursors has been conducted using ground-level observations  (Qi et al., 2021; Lu et al., 2022) or compiled source emission inventories  (Ou et al., 2015; An et al., 2021; N. Wang et al., 2022). While these methods are undoubtedly helpful in determining key ozone precursors and corresponding reduction strategies, they often encounter unexpected uncertainties in urban regions (Mo et al., 2018, 2020). Consequently, ground-level measurements of ozone precursors have been favored to constrain model calculations  (Lu et al., 2012; H. Wang et al., 2022; Yang et al., 2022) or provide empirical evidence for hypothesized theories (Hofzumahaus et al., 2009; W. Wang et al., 2022). However, these ground-level measurements cannot fully characterize atmospheric chemical processes in the entire planetary boundary layer (PBL) due to strong vertical variations in precursor concentrations (Velasco et al., 2008; Li et al., 2018; Sun et al., 2018).</p>
      <p id="d2e307">Ambient VOCs, as crucial ozone precursors, are composed of myriad species (Wu et al., 2020; Gkatzelis et al., 2021; Ye et al., 2021; He et al., 2022) and serve diverse functions in photochemical ozone formation  (Vo et al., 2018; C. Li et al., 2022; Zhang et al., 2022). Owing to the impact of variations in emission sources, chemical removal, advection and convection transport, and secondary formation, the concentration and composition of VOCs typically display notable vertical variability within the PBL, especially in urban areas (Li et al., 2022b). The ozone formation regime likely undergoes significant transitions from the ground to the upper boundary layer  (Li et al., 2024; Liu et al., 2024a). Ozone generated throughout the PBL can influence surface ozone levels due to enhanced atmospheric vertical mixing during the day. Consequently, it is imperative to comprehend the vertical variations in and principal determinants of VOCs, as well as their effects on photochemical ozone formation within the PBL.</p>
      <p id="d2e311">With the rapid development of cities in the past 2 decades in China, a large number of pollution-emitting industries and factories have been relocated from city centers to alleviate air pollution. Concurrently, there has been a swift increase in the ownership of electric vehicles (Guo et al., 2021). These shifts in energy consumption have driven the change in concentrations and compositions of VOCs in major cities like Beijing (Liu et al., 2024b), subsequently affecting photochemical ozone formation (Wang et al., 2024). However, the vertical variations in and key drivers of VOCs and their impacts on photochemical ozone formation in the urban PBL remain elusive. A primary hurdle in studying these vertical changes in photochemical ozone formation is the scarcity of reliable vertical VOC data (Dieu Hien et al., 2019; Li et al., 2022b). Engaging in vertical profiling of VOCs, ensuring all necessary species are represented, and obtaining a sufficient sample size are especially challenging in the lower PBL where atmospheric chemical reactions are the most intense  (Benish et al., 2020; Kim et al., 2021).</p>
      <p id="d2e314">Previous studies on vertical distributions of photochemical ozone formation in the PBL have been conducted using measurements of a limited number of VOC species and samples  (Zhang et al., 2018; Benish et al., 2020; Geng et al., 2020). In this study, online gradient measurements of ozone, NO<sub><italic>x</italic></sub>, and a large suite of VOCs were made on a 325 m tall tower in urban Beijing during the summer of 2021. Additionally, box model simulations constrained by the gradient measurements were performed to analyze the vertical variations in and key drivers of VOCs as well as their impacts on photochemical ozone formation.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Methods and materials</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Description of the site, instrument, and field campaign</title>
      <p id="d2e341">The data utilized in this study were derived from an intensive field campaign conducted at the Beijing meteorological tower (BMT; 39°58<sup>′</sup> N, 116°23<sup>′</sup> E) between 6 July and 4 August 2021. The BMT has a height of 325 m and is located in the northern part of downtown Beijing, positioned between the third and fourth ring roads (Fig. S1 in the Supplement). A vertical observation system, established using long perfluoroalkoxy alkane (PFA) Teflon tubes (o.d.: 1/2 in.), was used to make online gradient measurements of ozone, NO<sub><italic>x</italic></sub>, and a set of VOCs on the BMT. Five specific heights, namely 15, 47, 102, 200, and 320 m above ground level, were selected to mount the tube inlets, as depicted in Fig. S3 in the Supplement. An additional inlet, situated approximately 5 m above ground level, was mounted on the rooftop of the observation room that was adjacent to the tower. Consequently, the vertical observation system  included a total of six sampling inlets. The sampling inlet at the 15 m height was not utilized during this field campaign.</p>
      <p id="d2e371">Filters were installed downstream of the tubing inlets on the tower to remove fine particles. A rotary vane vacuum pump was used to simultaneously and continuously draw sample air from the five tubes, ensuring that all tubes were flushed by ambient air to reduce tubing delays of sticky organic compounds (Pagonis et al., 2017; Liu et al., 2019). Five critical orifices were employed to control the flow rate of the airstream in each tubing, resulting in flow rates ranging between 15 and 20 slpm (standard liters per minute). Instruments drew sample air from the five tubes sequentially through a Teflon solenoid valve group at designated time intervals. The switching time intervals of the Teflon solenoid valve group were set to 4 min during this field campaign. The measurements of trace gases in the first and last minute of a 4 min period were discarded to eliminate cross interferences between different inlet heights. Detailed information on the vertical observation system and the assessment of trace gas measurements through hundreds of meters long PFA tubes has been provided in our previous works  (Li et al., 2023; Song et al., 2024; Q. Yang et al., 2024).</p>
      <p id="d2e374">Ozone was measured using the ultraviolet photometry method (49i, Thermo Fisher Scientific Inc., USA). NO, NO<sub>2</sub>, and NO<sub><italic>x</italic></sub> were measured using the chemiluminescence method (42i, Thermo Fisher Scientific Inc., USA). Gradient measurements of ozone and NO<sub><italic>x</italic></sub> were conducted at a time resolution of 10 s. The photolysis frequencies of NO<sub>2</sub>, represented by <inline-formula><mml:math id="M12" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>(NO<sub>2</sub>), were measured by a spectrometer (PFS-100, Focused Photonics Inc., China) situated on the rooftop of the observation room and have a time resolution of 8 s. In situ measurements of meteorological parameters including wind speed, air temperature, and relative humidity were made at 15 heights between 8 and 320 m on the BMT with a time resolution of 20 s. Planetary boundary layer height (PBLH) was obtained from the Air Resources Laboratory (<uri>https://ready.arl.noaa.gov/READYamet.php</uri>, last access: 10 June 2024) and was linearly interpolated to hourly values based on the initial time resolutions of 3 h  (Li and Fan, 2022).</p>
      <p id="d2e433">A high-resolution proton-transfer-reaction quadrupole-interface time-of-flight mass spectrometer (PTR-ToF-MS; Ionicon Analytik, Austria) was employed to measure VOCs at a time resolution of 10 s. The PTR-ToF-MS used both the hydronium ion (H<sub>3</sub>O<sup>+</sup>)  (Yuan et al., 2017; Wu et al., 2020; Li et al., 2022b) and the nitric oxide ion (NO<sup>+</sup>) (C. Wang et al., 2020) as reagent ions. These two reagent ions were automatically switched every 60 min for H<sub>3</sub>O<sup>+</sup> and every 22 min for NO<sup>+</sup> throughout the campaign. The PTR-ToF-MS operated at an <inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi>N</mml:mi></mml:mrow></mml:math></inline-formula> value of approximately 120 Td in H<sub>3</sub>O<sup>+</sup> mode and an <inline-formula><mml:math id="M23" display="inline"><mml:mrow><mml:mi>E</mml:mi><mml:mo>/</mml:mo><mml:mi>N</mml:mi></mml:mrow></mml:math></inline-formula> value of around 60 Td in NO<sup>+</sup> mode. Instrument backgrounds were automatically measured during the last 2 min of each operation mode by passing ambient air through a platinum catalyst heated to 365°. A gas standard containing 39 VOC species was used to calibrate the PTR-ToF-MS daily. Sensitivities for the remaining species were determined based on reaction kinetics of the PTR-ToF-MS (Wu et al., 2020). Impacts of ambient humidity on the PTR-ToF-MS measurements were corrected by using humidity-dependence curves of VOCs obtained in our laboratory (C. Wang et al., 2020; Wu et al., 2020). Carbon dioxide (CO<sub>2</sub> in dry air) and humidity were measured using a CO<sub>2</sub> and H<sub>2</sub>O gas analyzer (Li-840A, LI-COR Inc., USA) at a time resolution of 10 s.</p>
      <p id="d2e571">Gradient measurements of the total OH reactivity (OHR) of atmospheric trace gases were made using the improved comparative reactivity method (ICRM) developed by our team (W. Wang et al., 2021) from 28 to 31 July. In addition, gradient measurements of carbon monoxide (CO), methane (CH<sub>4</sub>), CO<sub>2</sub>, and H<sub>2</sub>O were simultaneously measured using the cavity ring-down spectroscopy (CRDS) method (G2401, Picarro Inc., USA) at a time resolution of 10 s from 15 May to 25 June. Sulfur dioxide (SO<sub>2</sub>) was measured using the ultraviolet fluorescence method (43i, Thermo Fisher Scientific Inc., USA) at a time resolution of 10 s from 25 June to 3 August. The total OHR of VOCs, denoted by OHR<sub>VOCs</sub>, can be estimated by excluding the OHRs of the inorganic species (namely ozone, NO<sub><italic>x</italic></sub>, CO, SO<sub>2</sub>, and CH<sub>4</sub>). It should be noted that gradient measurements of CH<sub>4</sub> and CO were not made during 28–31 July, and their average concentrations in daytime (11:00–16:00 LT) between 15 May and 25 June at 5 m were used for all altitudes to calculate OHR<sub>VOCs</sub>. This method will bring minor uncertainties due to the minor vertical differences in the concentrations of CH<sub>4</sub> and CO in daytime (Fig. S4). The OHR of VOCs can also be calculated by summing the products of their measured concentrations and their reaction rate coefficients with OH radicals, as formulated in Eq. (1):
            <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M39" display="block"><mml:mrow><mml:mi mathvariant="normal">OHR</mml:mi><mml:mo>=</mml:mo><mml:mo movablelimits="false">∑</mml:mo><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">R</mml:mi></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:mfenced close="]" open="["><mml:mrow><mml:msub><mml:mi mathvariant="normal">VOC</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">R</mml:mi></mml:mrow><mml:mi>i</mml:mi></mml:msubsup></mml:mrow></mml:math></inline-formula> is the reaction rate coefficient of the <inline-formula><mml:math id="M41" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> VOC species with OH radicals, and <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:mfenced open="[" close="]"><mml:mrow><mml:msub><mml:mi mathvariant="normal">VOC</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:math></inline-formula> is the concentration of the <inline-formula><mml:math id="M43" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula> VOC species.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>Estimation of NMHC concentrations at the BMT site</title>
      <p id="d2e761">The PTR-ToF-MS is limited in its ability to measure VOC species with proton affinities higher than H<sub>2</sub>O (691 kJ mol<sup>−1</sup>) when operating in the H<sub>3</sub>O<sup>+</sup> mode (Yuan et al., 2017). This limitation results in the absence of certain nonmethane hydrocarbons (NMHCs), such as alkanes and many alkene species, which play important roles in photochemical ozone formation. To obtain a comprehensive understanding of vertical variations in the concentrations, compositions, and environmental impacts of VOCs, this study estimated the vertical profiles of unmeasured NMHC species based on the concentrations of measured VOCs using the PTR-ToF-MS. Detailed information on the estimation of NMHC concentrations is provided in the Supplement.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Box model setup</title>
      <p id="d2e811">A zero-dimension box model (F0AM) coupled with the Master Chemical Mechanism (v3.3.1)  (Wolfe et al., 2016; Yang et al., 2022) was used to compute the production rate of ozone, denoted by <inline-formula><mml:math id="M48" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) as formulated in Eq. (2):
            <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M50" display="block"><mml:mtable class="split" rowspacing="0.2ex" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi>P</mml:mi><mml:mfenced open="(" close=")"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mo>=</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">HO</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mrow></mml:msub><mml:mfenced close="]" open="["><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">HO</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mfenced open="[" close="]"><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mfenced><mml:mo>+</mml:mo><mml:mo movablelimits="false">∑</mml:mo><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">RO</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mrow><mml:mi>i</mml:mi></mml:msubsup><mml:mfenced close="]" open="["><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mi>i</mml:mi></mml:msup><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">O</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mfenced close="]" open="["><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mfenced><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">RO</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mrow></mml:msub><mml:mfenced close="]" open="["><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">RO</mml:mi></mml:mrow><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfenced><mml:mfenced close="]" open="["><mml:mrow class="chem"><mml:mi mathvariant="normal">NO</mml:mi></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
          where [HO<sub>2</sub>] and [NO] are the concentrations of HO<sub>2</sub> and NO, and [<inline-formula><mml:math id="M53" display="inline"><mml:mrow><mml:msup><mml:mi>R</mml:mi><mml:mi>i</mml:mi></mml:msup></mml:mrow></mml:math></inline-formula>O<sub>2</sub>] is the concentration of the <inline-formula><mml:math id="M55" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>th organic peroxyl radical. The relative incremental reactivity (RIR) of photochemical ozone production to changes in different precursors was determined using Eq. (3):
            <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M56" display="block"><mml:mrow><mml:mi mathvariant="normal">RIR</mml:mi><mml:mfenced open="(" close=")"><mml:mi>X</mml:mi></mml:mfenced><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced close="]" open="["><mml:mrow><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>X</mml:mi></mml:mfenced><mml:mo>-</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">O</mml:mi></mml:mrow><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mrow><mml:mi>X</mml:mi><mml:mo>-</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>X</mml:mi></mml:mrow></mml:mfenced></mml:mrow></mml:mfenced><mml:mo>/</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mrow class="chem"><mml:mi mathvariant="normal">O</mml:mi></mml:mrow><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>X</mml:mi></mml:mfenced></mml:mrow><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>S</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mi>S</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M57" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> represents ozone precursors, <inline-formula><mml:math id="M58" display="inline"><mml:mrow><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:msub><mml:mi mathvariant="normal">O</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mi>S</mml:mi></mml:msubsup><mml:mfenced close=")" open="("><mml:mi>X</mml:mi></mml:mfenced></mml:mrow></mml:math></inline-formula> is the contribution of <inline-formula><mml:math id="M59" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> to the production rate of O<sub><italic>x</italic></sub>, <inline-formula><mml:math id="M61" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>X</mml:mi></mml:mrow></mml:math></inline-formula> is the amount of change in ozone precursors, and <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:mi>S</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the initial concentration of <inline-formula><mml:math id="M63" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula>. RIR values were used to discern sensitivities of photochemical ozone formation to changes in precursor gases. A positive RIR(<inline-formula><mml:math id="M64" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula>) value suggests that an increase in <inline-formula><mml:math id="M65" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> enhances ozone formation, while a negative RIR value indicates that an increase in <inline-formula><mml:math id="M66" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> inhibits ozone formation.</p>
      <p id="d2e1188">Model calculations were constrained by measurements of ozone, NO<sub><italic>x</italic></sub>, CO, a suite of VOCs, air temperature, and relative humidity. In addition to the measured or estimated concentrations of NMHCs, nine oxygenated VOC (OVOC) species (Table S1) measured by PTR-ToF-MS were used to constrain the model calculation. The model was run in a time-dependent mode with a time resolution of 5 min and a spin-up period of 2 d (Lu et al., 2012; W. Wang et al., 2022). The dry deposition velocity of ozone was set as 0.27 cm s<sup>−1</sup> when calculating <inline-formula><mml:math id="M69" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) at 5 m and was zeroed out when calculating <inline-formula><mml:math id="M71" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) at other heights.</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Results and discussions</title>
<sec id="Ch1.S3.SS1">
  <label>3.1</label><title>Temporal and vertical variations in concentrations of trace gases</title>
      <p id="d2e1261">As shown in Fig. 1, the meteorology in Beijing was characterized by high air temperature (<inline-formula><mml:math id="M73" display="inline"><mml:mrow><mml:mn mathvariant="normal">27.3</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">2.9</mml:mn></mml:mrow></mml:math></inline-formula>°), high humidity (83.9 % <inline-formula><mml:math id="M74" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 16.2 %), and gentle winds (<inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.4</mml:mn></mml:mrow></mml:math></inline-formula> m s<sup>−1</sup>) throughout the campaign. The intense solar radiation, elevated air temperature, and mild winds favored the photochemical formation and accumulation of ozone, leading to frequent occurrences of ozone pollution episodes. Figure 1 also presents time series of mixing ratios of ozone and its selected precursors (namely isoprene, toluene, monoterpenes, and NO<sub><italic>x</italic></sub>) along with <inline-formula><mml:math id="M78" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>(NO<sub>2</sub>) measured at 5 m. The campaign mean ozone mixing ratio was <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:mn mathvariant="normal">45.6</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">25.3</mml:mn></mml:mrow></mml:math></inline-formula> ppb, but the maximum hourly mean ozone mixing ratio reached 129.3 ppb, indicating strong photochemical reactions in urban Beijing during the campaign. Surface ozone concentrations exhibited a typical diurnal variation pattern with the maximum occurring at 16:00 LT (Fig. S6), implying its predominant source from local photochemical production.</p>

      <fig id="Ch1.F1"><label>Figure 1</label><caption><p id="d2e1347">Time series of hourly mean air temperature (<inline-formula><mml:math id="M81" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>), relative humidity (RH), wind speed (WS), and mixing ratios of surface ozone, NO<sub><italic>x</italic></sub>, and VOC species along with <inline-formula><mml:math id="M83" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>(NO<sub>2</sub>) at the BMT site during the campaign. Meteorological parameters were measured 8 m above ground level, and mixing ratios of ozone and its selected precursors were measured 5 m above ground level.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f01.png"/>

        </fig>

      <p id="d2e1388">Isoprene is a typical tracer of biogenic emissions and is also a highly reactive VOC species  (Atkinson and Arey, 2003). Isoprene had a campaign mean mixing ratio of <inline-formula><mml:math id="M85" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.6</mml:mn></mml:mrow></mml:math></inline-formula> ppb. The average diurnal profile of isoprene at 5 m had a unimodal pattern with the maximum occurring at 14:00 LT (Fig. S6), exhibiting strong dependence on solar radiation. Monoterpenes were also generally recognized as typical tracers of biogenic emissions (Gómez et al., 2020) and had a campaign mean mixing ratio of <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.3</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.3</mml:mn></mml:mrow></mml:math></inline-formula> ppb. The average diurnal profile of monoterpenes was characterized by low mixing ratios in daytime with two peaks occurring at 05:00 and 20:00 LT.</p>
      <p id="d2e1416">Toluene and NO<sub><italic>x</italic></sub> are recognized as typical tracers of anthropogenic emissions in urban regions (Niu et al., 2017; Li et al., 2022b), with campaign mean mixing ratios of <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.7</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mn mathvariant="normal">8.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">4.8</mml:mn></mml:mrow></mml:math></inline-formula> ppb, respectively. The average diurnal profiles of toluene and NO<sub><italic>x</italic></sub> at 5 m exhibited similar variations, with larger values at night than during the day. Based on the measured concentrations of and diurnal variations in ozone and its key precursors at ground level, it can be inferred that urban Beijing is experiencing severe ozone pollution, which is predominantly contributed by local photochemical production. As key ozone precursors, ambient concentrations of VOCs are contributed by the mixture of anthropogenic and biogenic sources.</p>
      <p id="d2e1461">Figure 2 shows the average diurnal and vertical variations in mixing ratios of ozone, NO<sub><italic>x</italic></sub>, O<sub><italic>x</italic></sub> (O<inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>+</mml:mo></mml:mrow></mml:math></inline-formula> NO<sub>2</sub>), and six selected VOC species (three hydrocarbons and three OVOCs) within the measurement height range of 5–320 m. High mixing ratios of ozone were observed in the afternoon following the enhancement of solar radiation, which was consistent with the diurnal change pattern of ozone concentrations at the ground level. The vertical gradients of ozone mixing ratios were positive throughout the day but substantially enhanced at night (Fig. 3). The lower ozone mixing ratios near the surface than aloft were mainly caused by the enhancement of dry deposition and NO titration (Brown et al., 2007; Ma et al., 2013; Li et al., 2022a).</p>

      <fig id="Ch1.F2"><label>Figure 2</label><caption><p id="d2e1505">Average diurnal and vertical variations in mixing ratios of ozone, NO<sub><italic>x</italic></sub>, O<sub><italic>x</italic></sub> (O<sub>3</sub> <inline-formula><mml:math id="M98" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> NO<sub>2</sub>), and six selected VOC species along with the average diurnal profiles of PBLH and <inline-formula><mml:math id="M100" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>(NO<sub>2</sub>) during the campaign. The figures were obtained by linearly interpolating the data at the five inlet heights on both altitude and temporal scales.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f02.png"/>

        </fig>

      <p id="d2e1574">NO<sub><italic>x</italic></sub> is a primary pollutant and mainly contributed by vehicular exhaust in urban regions. In contrast to ozone, NO<sub><italic>x</italic></sub> mixing ratios were low in daytime and exhibited negative vertical gradients throughout the day, as shown in Figs. 2b and 3a–b. In nighttime, large amounts of local NO<sub><italic>x</italic></sub> emissions were trapped and accumulated in a shallow boundary layer (<inline-formula><mml:math id="M105" display="inline"><mml:mo lspace="0mm">&lt;</mml:mo></mml:math></inline-formula> 100 m). NO<sub><italic>x</italic></sub> concentrations rapidly decreased with height, even in the overlying residual layer, due to the suppression of turbulence vertical mixing. With the onset of sunlight, the PBL rapidly expanded due to the surface heating effect. The accumulated high concentrations of NO<sub><italic>x</italic></sub> in the shallow nocturnal boundary layer were thereupon diluted and removed by photochemical reactions.</p>

      <fig id="Ch1.F3"><label>Figure 3</label><caption><p id="d2e1632">Average vertical profiles of <bold>(a–b)</bold> NMHCs and NO<sub><italic>x</italic></sub> and <bold>(c–d)</bold> OVOCs and O<sub>3</sub> during the daytime (11:00–16:00 LT) and nighttime (23:00–04:00 LT) of the campaign. The mixing ratios of the chemical species measured above 5 m are normalized to those at 5 m.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f03.png"/>

        </fig>

      <p id="d2e1666">O<sub><italic>x</italic></sub> is frequently used as a conserved metric to investigate the temporal and spatial variability of ozone by eliminating the NO titration effect. As shown in Fig. 2c, the mixing ratios of O<sub><italic>x</italic></sub> had similar diurnal and vertical variation patterns to those of ozone, but the vertical gradients of O<sub><italic>x</italic></sub> were weaker than those of ozone. This result suggests that the vertical distribution of NO concentrations played an important role in regulating the vertical change in ozone concentrations. The enhanced positive gradients of ozone mixing ratios at night were predominantly due to the strict suppression of turbulence vertical mixing (Geyer and Stutz, 2004). The higher concentrations of ozone aloft are considered to be the residual of the ozone produced in the daytime PBL and have been recognized as an important reservoir for the enhancement of surface ozone in morning periods (Kaser et al., 2017; Li and Fan, 2022; He et al., 2023).</p>
      <p id="d2e1696">Benzene and toluene demonstrated similar diurnal and vertical variations to NO<sub><italic>x</italic></sub>, with low concentrations in daytime and high concentrations at night, as shown in Figs. 2d–f and 3a–b. The concentrations of both benzene and toluene decreased with height throughout the day, confirming their primary emissions from ground-level sources. However, unlike benzene, the diurnal and vertical variations in toluene were more pronounced. Isoprene emissions are highly dependent on solar radiation, resulting in their higher concentrations in the early afternoon compared to other times of the day. Isoprene mixing ratios also exhibited strong negative vertical gradients below 320 m throughout the day. In contrast to toluene, isoprene concentrations decreased more rapidly with height in the daytime. For instance, the mixing ratios of isoprene decreased by approximately 70 % from 5 to 320 m in the daytime, while they decreased by only 30 % for toluene.</p>
      <p id="d2e1708">Figure 3a–b show the average vertical profiles of the NMHCs, normalized to their respective ground-level concentrations measured by the PTR-ToF-MS in daytime and nighttime. The normalized mixing ratios of the NMHCs exhibited significantly differentiated gradients in daytime. In contrast, apart from monoterpenes, the differences in the vertical gradients of the normalized vertical profiles for other NMHCs were relatively small at night. The differentiated vertical gradients of the NMHCs in daytime were primarily caused by their intrinsic chemical reactivities, such as reactions with OH radicals. As shown in Fig. 4, the concentration ratios of the NMHC species between 320 and 5 m with <inline-formula><mml:math id="M114" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">OH</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values lower than <inline-formula><mml:math id="M115" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> cm<sup>−3</sup> molec.<sup>−1</sup> s<sup>−1</sup> exhibited slight variability and rapidly declined with the further increases in <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">OH</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The lower NMHC concentrations at higher altitudes were predominantly caused by the combined effects of atmospheric diffusion and chemical removal (Sangiorgi et al., 2011).</p>

      <fig id="Ch1.F4"><label>Figure 4</label><caption><p id="d2e1790">The change in ratios of NMHC concentrations (including acetonitrile) between 320 and 5 m as a function of <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">OH</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. The vertically resolved measurements of VOCs made on the BMT in daytime during the campaign were used for analysis. The hollow markers represent median values, and the error bars indicate the range between the 25th and 75th percentiles.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f04.png"/>

        </fig>

      <p id="d2e1810">Considering the effects of atmospheric diffusion and chemical removal by reactions with OH radicals, concentration ratios of NMHC species between 320 and 5 m in daytime can be estimated using Eq. (4):
            <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M121" display="block"><mml:mrow><mml:mi>y</mml:mi><mml:mo>=</mml:mo><mml:mi>A</mml:mi><mml:mo>×</mml:mo><mml:mi mathvariant="normal">exp</mml:mi><mml:mfenced open="(" close=")"><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">OH</mml:mi></mml:msub><mml:mo>[</mml:mo><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>]</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M122" display="inline"><mml:mi>y</mml:mi></mml:math></inline-formula> represents concentration ratios of the NMHC species between two altitudes, <inline-formula><mml:math id="M123" display="inline"><mml:mi>A</mml:mi></mml:math></inline-formula> represents the effect of atmospheric dilution, <inline-formula><mml:math id="M124" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">OH</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the reaction rate coefficient of NMHCs with OH radicals, [OH] is the concentration of OH radicals, and <inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> is the turbulence mixing timescale between the two altitudes. The term <inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>]</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> thus refers to the exposure of NMHCs to OH radicals between the two altitudes. As shown in Fig. 4, the average concentration ratios of NMHCs between 320 and 5 m in daytime during the campaign can be reproduced well using Eq. (4) with the coefficients <inline-formula><mml:math id="M127" display="inline"><mml:mi>A</mml:mi></mml:math></inline-formula> of 0.88 and <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mo>[</mml:mo><mml:mi mathvariant="normal">OH</mml:mi><mml:mo>]</mml:mo><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>t</mml:mi></mml:mrow></mml:math></inline-formula> of <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:mn mathvariant="normal">1.0</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">10</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> molec. cm<sup>−3</sup> s. Atmospheric diffusion processes have the same impact on the vertical distributions of all trace gases. The differences in the vertical gradients of NMHCs were mainly determined by the differences in their chemical removal rates without considering influences from advection transport.</p>
      <p id="d2e1953">Methanol, as one of the most abundant OVOC species in the atmosphere, had its lowest concentrations during daytime and displayed negative vertical gradients throughout the day, as shown in Fig. 2g. The vertical and diurnal variations in methanol suggest that its ambient concentrations in urban Beijing were mainly contributed by local primary emissions. Conversely, formaldehyde and MVK <inline-formula><mml:math id="M131" display="inline"><mml:mo>+</mml:mo></mml:math></inline-formula> MACR (the first-generation oxidation products of isoprene), as the photochemical oxidation products of NMHCs, had higher concentrations during daytime than at night and exhibited relatively weak vertical concentration gradients (Fig. 2h–i). This is mainly because these OVOCs are produced from the oxidation of NMHCs during turbulence vertical mixing and will accumulate in high altitudes. These phenomena were also observed for other OVOC species, as shown in Fig. 3.</p>
      <p id="d2e1963">The vertical and diurnal variations in concentrations of ozone, NO<sub><italic>x</italic></sub>, and VOCs are intricately governed by their sources, their chemical reactivities, and the evolution of the PBL (namely the vertical dilution conditions). A significant accumulation of VOCs in the shallow nocturnal PBL is subsequently vertically diluted and chemically removed during daytime, thereby impacting the photochemical formation of ozone within the daytime PBL. In addition, the observed vertical changes in concentrations of VOCs imply that they will play distinct roles in contributing to photochemical ozone formation.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <label>3.2</label><title>Vertical variations in contributions of VOCs to OHR</title>
      <p id="d2e1983">During the daytime, VOCs are primarily oxidized by OH radicals and contribute to the photochemical formation of ozone. To provide an overview of the vertical variations in the contributions of different VOCs to OHR, an additional 1204 ions measured by the PTR-ToF-MS, which can be quantified, were used for analysis. All the VOCs were classified into three large categories, namely C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> (including alkanes, alkenes, aromatics, and other hydrocarbons; 121 species), OVOCs (C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>1</sub>, 121 species; C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>2</sub>, 120 species; C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>≥3</sub>, 256 species), and <inline-formula><mml:math id="M144" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi><mml:mo>-</mml:mo><mml:mo>/</mml:mo><mml:mi mathvariant="normal">S</mml:mi></mml:mrow></mml:math></inline-formula>-containing species (653 species), as shown in Fig. 5. Acetylene is included in alkenes.</p>

      <fig id="Ch1.F5"><label>Figure 5</label><caption><p id="d2e2106"><bold>(a)</bold> Mean mixing ratios and <bold>(b)</bold> OHRs of different VOC categories at the five inlet heights in daytime during the campaign.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f05.png"/>

        </fig>

      <p id="d2e2120">Figure 5a illustrates that the total mixing ratios of VOCs in daytime exhibited a slight downward trend from 5 to 320 m, primarily due to the rapid decrease in the mixing ratios of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category. The total mixing ratios of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category decreased from 16.8 to 10.6 ppb from 5 to 320 m, with alkanes making the largest contribution, followed by alkenes, aromatics, and other C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>. Alkanes constituted 58 % of the total mixing ratios of C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> at 5 m, but this proportion increased to 65 % at 320 m. The fractional contributions of alkenes and aromatics in the total mixing ratios of C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>  declined slightly between these two altitudes from 28 % to 22 % and from 12 % to 10 %, respectively. As for OVOCs, the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>1</sub> category was the most abundant among the measurements, contributing 52 %–58 % of the total mixing ratios at the five heights, followed by the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>2</sub> (8 %–10 %) and C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>≥3</sub> (2 %) categories. The mixing ratios of the <inline-formula><mml:math id="M164" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi><mml:mo>-</mml:mo><mml:mo>/</mml:mo><mml:mi mathvariant="normal">S</mml:mi></mml:mrow></mml:math></inline-formula>-containing category varied  slightly around 2.8 ppb between 5–320 m, contributing to approximately 6 % of the total VOC concentrations.</p>
      <p id="d2e2315">Similar to the vertical variations in concentrations, the OHRs of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category, denoted by OHR<sub>CH</sub>, also rapidly decreased from 6.9 to 2.5 s<sup>−1</sup> between 5 and 320 m, accounting for 52 %–31 % of the total OHRs of VOCs (Fig. 5b). Fractional contributions of alkenes (40 %–18 %), alkanes (5 %), and aromatics (5 %–4 %) to the total OHRs of VOCs all exhibited decreasing tendencies from 5 to 320 m. The total OHRs of alkenes decreased more quickly from 5 to 320 m than those of alkanes and aromatics. The OHRs of the other C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category stabilized at approximately 0.3 s<sup>−1</sup> below 320 m, exhibiting an increasing contribution (2 %–4 %) to the total OHRs of VOCs with the increase in height. The OHRs of other VOC categories varied only slightly without exhibiting a clear variation trend from 5 to 320 m during the day. As a result, the fractional contributions of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>1</sub> (27 %–42 %), C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>2</sub> (12 %–18 %), C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>O<sub>≥3</sub> (5 %–7 %), and <inline-formula><mml:math id="M181" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi><mml:mo>-</mml:mo><mml:mo>/</mml:mo><mml:mi mathvariant="normal">S</mml:mi></mml:mrow></mml:math></inline-formula>-containing (2 %–4 %) categories in the total OHRs of VOCs all increased with height. The increased contributions of OVOCs and <inline-formula><mml:math id="M182" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi><mml:mo>-</mml:mo><mml:mo>/</mml:mo><mml:mi mathvariant="normal">S</mml:mi></mml:mrow></mml:math></inline-formula>-containing species to the total concentrations and OHRs of VOCs implied that air masses became more aged with the increase in height.</p>
      <p id="d2e2503">As depicted in Fig. 6a–b, high OHR<sub>CH</sub> values were mainly constrained in the PBL and were mainly contributed by biogenic hydrocarbons, specifically isoprene, during daytime due to their high OH reactivities and enhanced emissions. The fractional contributions of isoprene in OHR<sub>CH</sub> decreased rapidly with increasing height (Fig. 7a). For instance, isoprene accounted for a campaign median fraction of 58 % in OHR<sub>CH</sub> at 5 m in daytime, making it a frequent contributor to photochemical ozone formation in urban regions. However, this fraction decreased to 38 % at 320 m. Therefore, it can be speculated that the total contributions of hydrocarbons to the total OHRs of VOCs will also rapidly decline from 320 m to the top of the PBL, which typically ranges from several hundreds of meters to approximately 2–3 km in daytime (Fig. S7).</p>

      <fig id="Ch1.F6"><label>Figure 6</label><caption><p id="d2e2538"><bold>(a–b)</bold> Average diurnal and vertical variations in the OHRs of C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> and the OHR ratios of isoprene to C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> (OHR<sub>ISOP</sub> <inline-formula><mml:math id="M191" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>CH</sub>) during the campaign. <bold>(c–d)</bold> Average diurnal and vertical variations in the mixing ratios and OHRs of OVOC. ISOP refers to isoprene. The figures were obtained by linearly interpolating the data at the five measurement heights on both altitude and temporal scales.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f06.png"/>

        </fig>

      <p id="d2e2615">The total concentrations and OHRs of OVOCs decreased only slightly with the increase in height below 320 m in daytime, as shown in Fig. 6c–d. This is consistent with the results of Y. Wang et al. (2021), who observed high concentrations of OVOCs in the upper PBL. Consequently, the ratio of OHR<sub>OVOC</sub> to OHR<sub>CH</sub>, denoted by OHR<sub>OVOC</sub> <inline-formula><mml:math id="M196" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>CH</sub>, rapidly increased from 0.87 at 5 m to 2.6 at 320 m (Fig. 7a). This suggests that OVOCs may play more important roles in regulating  photochemical ozone formation in the middle and upper layers. To assess their potential roles in contributing to photochemical ozone formation throughout the PBL, we calculated the mean OHRs (MOHRs) of different VOC categories in daytime using Eq. (5):
            <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M198" display="block"><mml:mtable rowspacing="0.2ex" class="split" displaystyle="true" columnalign="right left"><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mi mathvariant="normal">MOHR</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mo movablelimits="false">∑</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mfenced open="[" close="]"><mml:mi>X</mml:mi></mml:mfenced><mml:mi>i</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mfenced close="]" open="["><mml:mi>X</mml:mi></mml:mfenced><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mrow><mml:mi>i</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mfenced><mml:mo>/</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>)</mml:mo><mml:mo>/</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd/><mml:mtd><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">320</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
          where <inline-formula><mml:math id="M199" display="inline"><mml:mrow><mml:mi mathvariant="normal">MOHR</mml:mi><mml:mo>(</mml:mo><mml:mi>X</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the MOHR of the VOC category <inline-formula><mml:math id="M200" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula>, and <inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:msub><mml:mfenced close="]" open="["><mml:mi>X</mml:mi></mml:mfenced><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the concentration of <inline-formula><mml:math id="M202" display="inline"><mml:mi>X</mml:mi></mml:math></inline-formula> at the <inline-formula><mml:math id="M203" display="inline"><mml:mi>i</mml:mi></mml:math></inline-formula>th altitude (namely 5, 47, 102, 200, and 320 m for <inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) above ground level.</p>

      <fig id="Ch1.F7"><label>Figure 7</label><caption><p id="d2e2814"><bold>(a)</bold> Average vertical profiles of OHR ratios of isoprene to C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> (OHR<sub>ISOP</sub> <inline-formula><mml:math id="M208" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>CH</sub>) and OVOC to NMHC (OHR<sub>OVOC</sub> <inline-formula><mml:math id="M211" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>CH</sub>). <bold>(b)</bold> Median values of the OHR at 5 m and the mean OHR (MOHR) between 5 and 320 m for isoprene, OVOC, and C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub>. <bold>(c)</bold> Mean contributions of different VOC categories to the MOHR below 320 m and the OHR at 5 m. <bold>(d)</bold> Vertical profiles of the measured OHR<sub>VOCs</sub> and the calculated OHR<sub>CH</sub> (bottom axis) and the OHR<sub>CH</sub> <inline-formula><mml:math id="M218" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>VOCs</sub> ratios (top axis) during 28–31 July 2021. The data used for analysis in panels <bold>(a)</bold>–<bold>(d)</bold> were within the time window from 11:00 to 16:00 LT during the campaign. The markers in panels <bold>(a)</bold> and <bold>(d)</bold> represent median values. The shaded areas and error bars in panels <bold>(a)</bold>, <bold>(b)</bold>, and <bold>(d)</bold> indicate the range between the 25th and 75th percentiles.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f07.png"/>

        </fig>

      <p id="d2e2993">As shown in Fig. 7b, the campaign median MOHR for isoprene was 1.7 s<sup>−1</sup> and accounted for 48 % of the campaign median MOHR of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category. This fraction was significantly lower than that of isoprene (57 %) in OHR<sub>CH</sub> at 5 m. In addition, the campaign median MOHR of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category (3.5 s<sup>−1</sup>) was also significantly lower than OHR<sub>CH</sub> (6.0 s<sup>−1</sup>) at 5 m. By contrast, the campaign median MOHR of OVOCs (4.8 s<sup>−1</sup>) was comparable to that of OHR<sub>OVOC</sub> (4.9 s<sup>−1</sup>) at 5 m. As unsaturated hydrocarbons, most alkene species are more reactive than alkanes and aromatics (Atkinson and Arey, 2003). As a result, alkenes had dominant contributions to the MOHR of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category and OHR<sub>CH</sub> at 5 m in daytime. As shown in Fig. 7c, the campaign mean OHRs of alkanes, alkenes, and aromatics at 5 m in daytime were 0.7, 5.2, and 0.7 s<sup>−1</sup>, respectively, accounting for 10 %, 75 %, and 10 % of OHR<sub>CH</sub>. However, the campaign mean MOHRs of alkanes, alkenes, and aromatics were 0.5, 2.7, and 0.5 s<sup>−1</sup>, respectively, accounting for 12 %, 68 %, and 12 % of the MOHRs of NMHC. We can also expect that the total contributions of alkenes to the MOHR of the C<sub><italic>x</italic></sub>H<sub><italic>y</italic></sub> category in daytime will significantly decrease if their vertical distributions in the whole PBL are considered.</p>
      <p id="d2e3204">This study investigated and compared the vertical profiles of measured OHR<sub>VOCs</sub> and calculated OHR<sub>CH</sub> during daytime over the period of 28–31 July, as shown in Fig. 7d. The campaign median of the measured OHR<sub>VOCs</sub> exhibited a slow decrease from 38.4 s<sup>−1</sup> at 5 m to 25.4 s<sup>−1</sup> at 320 m. As anticipated, the OHR<sub>CH</sub> <inline-formula><mml:math id="M246" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>VOCs</sub> ratio declined rapidly from 16 % to 7 % from 5 to 320 m. It is important to note that the small OHR<sub>CH</sub> <inline-formula><mml:math id="M249" display="inline"><mml:mo>/</mml:mo></mml:math></inline-formula> OHR<sub>VOCs</sub> ratio and its declining trend with the increasing height do not imply an insignificant role of hydrocarbons in regulating the secondary pollutant formation in higher altitudes. The measured concentrations of hydrocarbons are merely the remnants of chemical reactions. The oxidation products of NMHCs, such as OVOCs and organic nitrates, formed during vertical mixing in daytime, will continue to participate in atmospheric chemical reactions.</p>
</sec>
<sec id="Ch1.S3.SS3">
  <label>3.3</label><title>Vertical variations in photochemical ozone formation</title>
      <p id="d2e3320">The surface ozone budget is intimately linked to the vertical variations in photochemical ozone formation throughout the PBL. Previous studies have consistently reported that the photochemical formation of ozone, encompassing both <inline-formula><mml:math id="M251" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) and ozone formation regimes (namely the NO<sub><italic>x</italic></sub>-limited, VOC-limited, and transition regimes), is highly dependent on the change in its precursors (Shao et al., 2021; Yang et al., 2022). Consequently, any changes in the concentrations and compositions of VOCs and NO<sub><italic>x</italic></sub> within the PBL will inevitably lead to alternations in the vertical distribution of <inline-formula><mml:math id="M255" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) and ozone formation regimes (Tang et al., 2017; Li et al., 2024).</p>
      <p id="d2e3374">Figure 8a illustrates the average dependence of <inline-formula><mml:math id="M257" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) on NO<sub><italic>x</italic></sub> concentrations along with the normalized probability density (NPD) distribution of NO<sub><italic>x</italic></sub> concentrations at 5, 200, and 320 m in daytime during the field campaign. At different heights, <inline-formula><mml:math id="M261" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) all rapidly increased with the rise in NO<sub><italic>x</italic></sub> until a critical NO<sub><italic>x</italic></sub> mixing ratio was reached, after which <inline-formula><mml:math id="M265" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) decreased slowly. The critical NO<sub><italic>x</italic></sub> mixing ratios decreased from approximately 9.5 ppb at 5 m to 5.0 ppb at 320 m, primarily caused by the decreases in both NO<sub><italic>x</italic></sub> concentrations and the OHRs of VOCs. As also shown in Fig. 8a, the majority of the measured NO<sub><italic>x</italic></sub> mixing ratios falls into the transition zone of the <inline-formula><mml:math id="M270" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>)–NO<sub><italic>x</italic></sub> curves, suggesting that the photochemical ozone formation in Beijing belonged to the transition regime below 320 m.</p>

      <fig id="Ch1.F8"><label>Figure 8</label><caption><p id="d2e3517"><bold>(a)</bold> Left axis – average dependence of <inline-formula><mml:math id="M273" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) on NO<sub><italic>x</italic></sub> concentrations in daytime during the campaign; right axis – normalized probability density (NPD) of NO<sub><italic>x</italic></sub> mixing ratios in daytime at the three inlet heights. <bold>(b)</bold> Median RIR values of photochemical ozone formation with respect to changes in NO<sub><italic>x</italic></sub>, AVOCs (NMHCs excluding BVOC), BVOCs (isoprene), and OVOCs (nine OVOC species in Table S1) at the five inlet heights. The error bars indicate the range between the 25th and 75th percentiles. <bold>(c)</bold> Average diurnal and vertical variations in <inline-formula><mml:math id="M278" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) during the campaign. The figure was obtained by linearly interpolating the data at the five measurement heights on both altitude and temporal scales. <bold>(d)</bold> The vertical profile of the integral of <inline-formula><mml:math id="M280" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) in daytime during the campaign, with markers indicating the median values and shaded areas indicating the range between the 25th and 75th percentiles.</p></caption>
          <graphic xlink:href="https://acp.copernicus.org/articles/25/2459/2025/acp-25-2459-2025-f08.png"/>

        </fig>

      <p id="d2e3615">RIR values were also calculated using the box model results to further elucidate the sensitivities of photochemical ozone formation to changes in multiple precursors at different altitudes. As shown in Fig. 8b, positive RIR values were observed for both NO<sub><italic>x</italic></sub> and various VOC groups at the five heights, further confirming that the photochemical ozone formation belonged to the transition regime in the lower layer. RIR values for NO<sub><italic>x</italic></sub> declined rapidly from 5 to 320 m, implying that the photochemical ozone formation in higher altitudes was more prone to be controlled by the abundance of VOCs. This is also manifested by the increasing RIR values for both AVOCs and OVOCs from 5  to 320 m. RIR values for BVOCs decreased significantly with height due to their rapid removal by reactions with OH radicals when being vertically mixed. These results are consistent with the results in Sect. 3.3 suggesting that the less reactive AVOCs and OVOCs are the dominant species in regulating  photochemical formation of ozone in urban regions aloft.</p>
      <p id="d2e3636">According to the vertical distribution patterns of the photochemical ozone formation regime, <inline-formula><mml:math id="M284" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) decreases with increasing height alongside simultaneous declines in concentrations of both NO<sub><italic>x</italic></sub> and VOCs. Figure 8c presents the average diurnal and vertical variations in <inline-formula><mml:math id="M287" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) calculated by the box model during the campaign. The <inline-formula><mml:math id="M289" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) values were higher in daytime and correlated well with <inline-formula><mml:math id="M291" display="inline"><mml:mi>j</mml:mi></mml:math></inline-formula>(NO<sub>2</sub>). <inline-formula><mml:math id="M293" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) decreased from the ground to 320 m, where it still maintained a relatively high value of approximately 10 ppb h<sup>−1</sup> at noon. These results highlight that the photochemical formation of ozone aloft also remained strong compared to that at ground level. Consequently, the downward transport of ozone from high altitudes, driven by turbulence mixing, can become a significant source of surface ozone during the day  (Karl et al., 2023).</p>
      <p id="d2e3742">Due to the measurement height limitation, the vertical distributions of <inline-formula><mml:math id="M296" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) in the middle and upper parts of the PBL were not determined in this study. As reported by the work in Benish et al. (2020), <inline-formula><mml:math id="M298" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) typically exhibited weak and nearly linear decline tendencies from 300 m to the top of the PBL during daytime. <inline-formula><mml:math id="M300" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) at the PBL top was approximately half of that at 300 m. Consequently, we can assume that <inline-formula><mml:math id="M302" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) decreased linearly from 320 m to the top of the PBL. The integral of <inline-formula><mml:math id="M304" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) at different heights within the PBL can then be estimated using a similar method to that described in Eq. (5).</p>
      <p id="d2e3826">As shown in Fig. 8d, the total amount of ozone photochemically produced below 47 m constituted a mere 6 % of the entire PBL. This fractional contribution increased to approximately 35 % at 320 m, further corroborating the finding that the majority of the boundary layer ozone was produced in the middle and upper layers. Given the enhancement of turbulence vertical mixing in daytime, ozone produced at high altitudes becomes a significant source of surface ozone. This is substantiated by the widespread reports of strong downward ozone fluxes in the bottom part of the PBL (tens of meters above ground level) (Fares et al., 2010; Liu et al., 2021; Karl et al., 2023). Consequently, when devising ozone control strategies, particularly in urban regions with intricate precursor emissions, careful considerations should be given to the vertical variations in the formation regimes of ozone in the PBL.</p>
</sec>
</sec>
<sec id="Ch1.S4" sec-type="conclusions">
  <label>4</label><title>Conclusions</title>
      <p id="d2e3838">Inadequate vertical distribution data of volatile organic compounds (VOCs) pose a significant barrier to fully comprehending the mechanisms underlying photochemical ozone formation and devising effective mitigation strategies. To address this concern, we made vertical gradient measurements of VOCs, NO<sub><italic>x</italic></sub>, and ozone based on a 325 m tall tower in urban Beijing during the summer of 2021. This study offered more exhaustive and nuanced insights into the vertical variability of VOCs compared to previous studies. Our findings underscored that the vertical variations in VOCs were strictly regulated by the diurnal evolution of the PBL and chemical processes. In daytime, reactive NMHCs were rapidly oxidized when they were mixed upward along with the formation of OVOCs. As a result, concentrations of NMHCs decreased with height, and many OVOC species increased with height. OVOC species played more significant roles in regulating photochemical ozone formation in urban regions aloft.</p>
      <p id="d2e3850">Model simulations unveiled that the photochemical formation of ozone belongs to the transition regime in the lower PBL and that it becomes more sensitive to changes in the concentrations of AVOCs and OVOCs with height. With the further increase in height, the photochemical formation of ozone may change to the NO<sub><italic>x</italic></sub> control regime due to the total OHR of VOCs decreasing much slower than NO<sub><italic>x</italic></sub> concentrations. <inline-formula><mml:math id="M309" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) exhibited decreasing tendencies with height due to coupled declines in concentrations of NO<sub><italic>x</italic></sub> and VOCs. <inline-formula><mml:math id="M312" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) still remained large in high altitudes, likely driven by high OVOC concentrations. This implies that the bulk of ozone formation occurs within the middle and upper strata of the PBL rather than proximate to the ground surface. Therefore, regional ozone control strategies necessitate meticulous consideration of vertical gradients in <inline-formula><mml:math id="M314" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>(O<sub>3</sub>) and the varying regimes of photochemical ozone formation throughout the entire PBL.</p>
      <p id="d2e3929">The vertical variations in the concentrations and compositions of VOCs significantly influence ozone formation. In addition, the vertical changes in chemical reaction environments (e.g., temperature, humidity, and solar radiation) and concentrations of other chemicals (e.g., particulate matters, NO<sub><italic>x</italic></sub>, and ozone) can also impact the degradation pathways of VOCs. These factors also affect the formation pathways and production yields of other secondary air pollutants, such as formic acid, isocyanic acid, and secondary organic aerosol. This is particularly crucial for the highly reactive NMHCs in urban areas with complex anthropogenic and biogenic emissions.</p>
      <p id="d2e3941">Limitations of our study include the confinement of measurements below 320 m due to the tower's height, leaving the middle and upper daytime PBL's VOC distributions and chemistries unexplored. Additionally, the absence of measurements for some key chemical species like HONO, organic aerosol components, and reactive halogen species might have implications for the accuracy of our box model results. Future endeavors could integrate multiple observational techniques to capture a broader vertical scope and a more comprehensive suite of species, thereby enhancing our understanding of how vertical variations in VOC chemistry impact secondary pollution formation.</p>
</sec>

      
      </body>
    <back><notes notes-type="dataavailability"><title>Data availability</title>

      <p id="d2e3949">The observational data used in this study are available from the corresponding author upon request.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><p id="d2e3952">The supplement related to this article is available online at <inline-supplementary-material xlink:href="https://doi.org/10.5194/acp-25-2459-2025-supplement" xlink:title="pdf">https://doi.org/10.5194/acp-25-2459-2025-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e3961">BY, XBL, and YH designed the research. XBL, BY, YH, XS, JQ, XH, SW, YC, QY, YS, YP, GT, JG, and MS contributed to data collection and data analysis. XBL, SY, and BY designed and performed the box model simulations. XBL and BY wrote the paper with contributions from all coauthors. All the coauthors discussed the results and reviewed the paper.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e3967">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d2e3973">Publisher’s note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e3979">The authors would like to thank the personnel who participated in data collection, instrument maintenance, and logistic support during the field campaign.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e3984">This work was financially supported by the National Key R&amp;D Program of China (grant nos. 2023YFC3706103, 2023YFC3706201, 2023YFC3710900, and 2022YFC3700604) and the National Natural Science Foundation of China (grant nos. 42305095, 42475107, 42121004, 42275103, 42205094, and 42230701). This work was also supported by the Guangdong Basic and Applied Basic Research Foundation (grant no. 2024A1515011570) and Guangzhou Basic and Applied Basic Research Foundation (grant no. 2024A04J3958).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e3990">This paper was edited by Arthur Chan and reviewed by two anonymous referees.</p>
  </notes><ref-list>
    <title>References</title>

      <ref id="bib1.bib1"><label>1</label><mixed-citation>An, J., Huang, Y., Huang, C., Wang, X., Yan, R., Wang, Q., Wang, H., Jing, S., Zhang, Y., Liu, Y., Chen, Y., Xu, C., Qiao, L., Zhou, M., Zhu, S., Hu, Q., Lu, J., and Chen, C.: Emission inventory of air pollutants and chemical speciation for specific anthropogenic sources based on local measurements in the Yangtze River Delta region, China, Atmos. Chem. Phys., 21, 2003–2025, <ext-link xlink:href="https://doi.org/10.5194/acp-21-2003-2021" ext-link-type="DOI">10.5194/acp-21-2003-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib2"><label>2</label><mixed-citation>Atkinson, R. and Arey, J.: Atmospheric Degradation of Volatile Organic Compounds, Chem. Rev., 103, 4605–4638, <ext-link xlink:href="https://doi.org/10.1021/cr0206420" ext-link-type="DOI">10.1021/cr0206420</ext-link>, 2003.</mixed-citation></ref>
      <ref id="bib1.bib3"><label>3</label><mixed-citation>Benish, S. E., He, H., Ren, X., Roberts, S. J., Salawitch, R. J., Li, Z., Wang, F., Wang, Y., Zhang, F., Shao, M., Lu, S., and Dickerson, R. R.: Measurement report: Aircraft observations of ozone, nitrogen oxides, and volatile organic compounds over Hebei Province, China, Atmos. Chem. Phys., 20, 14523–14545, <ext-link xlink:href="https://doi.org/10.5194/acp-20-14523-2020" ext-link-type="DOI">10.5194/acp-20-14523-2020</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib4"><label>4</label><mixed-citation>Brown, S. S., Dubé, W. P., Osthoff, H. D., Wolfe, D. E., Angevine, W. M., and Ravishankara, A. R.: High resolution vertical distributions of NO<sub>3</sub> and N<sub>2</sub>O<sub>5</sub> through the nocturnal boundary layer, Atmos. Chem. Phys., 7, 139–149, <ext-link xlink:href="https://doi.org/10.5194/acp-7-139-2007" ext-link-type="DOI">10.5194/acp-7-139-2007</ext-link>, 2007.</mixed-citation></ref>
      <ref id="bib1.bib5"><label>5</label><mixed-citation>Cooper, O. R., Schultz, M. G., Schroeder, S., Chang, K.-L., Gaudel, A., Benitez, G. C., Cuevas, E., Froehlich, M., Galbally, I. E., Molloy, S., Kubistin, D., Lu, X., McClure-Begley, A., Nedelec, P., O'Brien, J., Oltmans, S. J., Petropavlovskikh, I., Ries, L., Senik, I., Sjoeberg, K., Solberg, S., Spain, G. T., Spangl, W., Steinbacher, M., Tarasick, D., Thouret, V., and Xu, X.: Multi-decadal surface ozone trends at globally distributed remote locations, Elementa-Sci. Anthropo., 8, 23, <ext-link xlink:href="https://doi.org/10.1525/elementa.420" ext-link-type="DOI">10.1525/elementa.420</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib6"><label>6</label><mixed-citation>Dieu Hien, V. T., Lin, C., Thanh, V. C., Kim Oanh, N. T., Thanh, B. X., Weng, C.-E., Yuan, C.-S., and Rene, E. R.: An overview of the development of vertical sampling technologies for ambient volatile organic compounds (VOCs), J. Environ. Manage., 247, 401–412, <ext-link xlink:href="https://doi.org/10.1016/j.jenvman.2019.06.090" ext-link-type="DOI">10.1016/j.jenvman.2019.06.090</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib7"><label>7</label><mixed-citation>Fares, S., McKay, M., Holzinger, R., and Goldstein, A. H.: Ozone fluxes in a Pinus ponderosa ecosystem are dominated by non-stomatal processes: Evidence from long-term continuous measurements, Agr. Forest Meteorol., 150, 420–431, <ext-link xlink:href="https://doi.org/10.1016/j.agrformet.2010.01.007" ext-link-type="DOI">10.1016/j.agrformet.2010.01.007</ext-link>, 2010.</mixed-citation></ref>
      <ref id="bib1.bib8"><label>8</label><mixed-citation>Fleming, Z. L., Doherty, R. M., von Schneidemesser, E., Malley, C. S., Cooper, O. R., Pinto, J. P., Colette, A., Xu, X., Simpson, D., Schultz, M. G., Lefohn, A. S., Hamad, S., Moolla, R., Solberg, S., and Feng, Z.: Tropospheric Ozone Assessment Report: Present-day ozone distribution and trends relevant to human health, Elementa-Sci. Anthropo., 6, 12, <ext-link xlink:href="https://doi.org/10.1525/elementa.273" ext-link-type="DOI">10.1525/elementa.273</ext-link> 2018.</mixed-citation></ref>
      <ref id="bib1.bib9"><label>9</label><mixed-citation>Geng, C., Wang, J., Yin, B., Zhao, R., Li, P., Yang, W., Xiao, Z., Li, S., Li, K., and Bai, Z.: Vertical distribution of volatile organic compounds conducted by tethered balloon in the Beijing-Tianjin-Hebei region of China, J. Environ. Sci., 95, 121–129, <ext-link xlink:href="https://doi.org/10.1016/j.jes.2020.03.026" ext-link-type="DOI">10.1016/j.jes.2020.03.026</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib10"><label>10</label><mixed-citation>Geyer, A. and Stutz, J.: Vertical profiles of NO<sub>3</sub>, N<sub>2</sub>O<sub>5</sub>, O<sub>3</sub>, and NO<sub><italic>x</italic></sub> in the nocturnal boundary layer: 2. Model studies on the altitude dependence of composition and chemistry, J. Geophys. Res.-Atmos., 109, D12307, <ext-link xlink:href="https://doi.org/10.1029/2003jd004211" ext-link-type="DOI">10.1029/2003jd004211</ext-link>, 2004.</mixed-citation></ref>
      <ref id="bib1.bib11"><label>11</label><mixed-citation>Gkatzelis, G. I., Coggon, M. M., McDonald, B. C., Peischl, J., Gilman, J. B., Aikin, K. C., Robinson, M. A., Canonaco, F., Prevot, A. S. H., Trainer, M., and Warneke, C.: Observations Confirm that Volatile Chemical Products Are a Major Source of Petrochemical Emissions in U.S. Cities, Environ. Sci. Technol., 55, 4332–4343, <ext-link xlink:href="https://doi.org/10.1021/acs.est.0c05471" ext-link-type="DOI">10.1021/acs.est.0c05471</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib12"><label>12</label><mixed-citation>Gómez, M. C., Durana, N., García, J. A., de Blas, M., Sáez de Cámara, E., García-Ruiz, E., Gangoiti, G., Torre-Pascual, E., and Iza, J.: Long-term measurement of biogenic volatile organic compounds in a rural background area: Contribution to ozone formation, Atmos. Environ., 224, 117315, <ext-link xlink:href="https://doi.org/10.1016/j.atmosenv.2020.117315" ext-link-type="DOI">10.1016/j.atmosenv.2020.117315</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib13"><label>13</label><mixed-citation>Guo, H., Ling, Z. H., Cheng, H. R., Simpson, I. J., Lyu, X. P., Wang, X. M., Shao, M., Lu, H. X., Ayoko, G., Zhang, Y. L., Saunders, S. M., Lam, S. H. M., Wang, J. L., and Blake, D. R.: Tropospheric volatile organic compounds in China, Sci. Total. Environ., 574, 1021–1043, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2016.09.116" ext-link-type="DOI">10.1016/j.scitotenv.2016.09.116</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib14"><label>14</label><mixed-citation>Guo, J.-X., Zeng, Y., Zhu, K., and Tan, X.: Vehicle mix evaluation in Beijing's passenger-car sector: From air pollution control perspective, Sci. Total Environ., 785, 147264, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2021.147264" ext-link-type="DOI">10.1016/j.scitotenv.2021.147264</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib15"><label>15</label><mixed-citation>He, G., He, C., Wang, H., Lu, X., Pei, C., Qiu, X., Liu, C., Wang, Y., Liu, N., Zhang, J., Lei, L., Liu, Y., Wang, H., Deng, T., Fan, Q., and Fan, S.: Nighttime ozone in the lower boundary layer: insights from 3-year tower-based measurements in South China and regional air quality modeling, Atmos. Chem. Phys., 23, 13107–13124, <ext-link xlink:href="https://doi.org/10.5194/acp-23-13107-2023" ext-link-type="DOI">10.5194/acp-23-13107-2023</ext-link>, 2023.</mixed-citation></ref>
      <ref id="bib1.bib16"><label>16</label><mixed-citation>He, X., Yuan, B., Wu, C., Wang, S., Wang, C., Huangfu, Y., Qi, J., Ma, N., Xu, W., Wang, M., Chen, W., Su, H., Cheng, Y., and Shao, M.: Volatile organic compounds in wintertime North China Plain: Insights from measurements of proton transfer reaction time-of-flight mass spectrometer (PTR-ToF-MS), J. Environ. Sci. (China), 114, 98–114, <ext-link xlink:href="https://doi.org/10.1016/j.jes.2021.08.010" ext-link-type="DOI">10.1016/j.jes.2021.08.010</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib17"><label>17</label><mixed-citation>Hofzumahaus, A., Rohrer, F., Lu, K., Bohn, B., Brauers, T., Chang, C.-C., Fuchs, H., Holland, F., Kita, K., Kondo, Y., Li, X., Lou, S., Shao, M., Zeng, L., Wahner, A., and Zhang, Y.: Amplified Trace Gas Removal in the Troposphere, Science, 324, 1702–1704, <ext-link xlink:href="https://doi.org/10.1126/science.1164566" ext-link-type="DOI">10.1126/science.1164566</ext-link>, 2009.</mixed-citation></ref>
      <ref id="bib1.bib18"><label>18</label><mixed-citation>Karl, T., Lamprecht, C., Graus, M., Cede, A., Tiefengraber, M., Vila-Guerau de Arellano, J., Gurarie, D., and Lenschow, D.: High urban NO<sub><italic>x</italic></sub> triggers a substantial chemical downward flux of ozone, Sci. Adv., 9, eadd2365, <ext-link xlink:href="https://doi.org/10.1126/sciadv.add2365" ext-link-type="DOI">10.1126/sciadv.add2365</ext-link>, 2023.</mixed-citation></ref>
      <ref id="bib1.bib19"><label>19</label><mixed-citation>Kaser, L., Patton, E. G., Pfister, G. G., Weinheimer, A. J., Montzka, D. D., Flocke, F., Thompson, A. M., Stauffer, R. M., and Halliday, H. S.: The effect of entrainment through atmospheric boundary layer growth on observed and modeled surface ozone in the Colorado Front Range, J. Geophys. Res.-Atmos., 122, 6075–6093, <ext-link xlink:href="https://doi.org/10.1002/2016jd026245" ext-link-type="DOI">10.1002/2016jd026245</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib20"><label>20</label><mixed-citation>Kim, S., Seco, R., Gu, D., Sanchez, D., Jeong, D., Guenther, A. B., Lee, Y., Mak, J. E., Su, L., Kim, D. B., Lee, Y., Ahn, J.-Y., McGee, T., Sullivan, J., Long, R., Brune, W. H., Thames, A., Wisthaler, A., Mueller, M., Mikoviny, T., Weinheimer, A., Yang, M., Woo, J.-H., Kim, S., and Park, H.: The role of a suburban forest in controlling vertical trace gas and OH reactivity distributions – a case study for the Seoul metropolitan area, Faraday Discuss, 226, 537–550, <ext-link xlink:href="https://doi.org/10.1039/d0fd00081g" ext-link-type="DOI">10.1039/d0fd00081g</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib21"><label>21</label><mixed-citation>Li, C., Liu, Y., Cheng, B., Zhang, Y., Liu, X., Qu, Y., An, J., Kong, L., Zhang, Y., Zhang, C., Tan, Q., and Feng, M.: A comprehensive investigation on volatile organic compounds (VOCs) in 2018 in Beijing, China: Characteristics, sources and behaviours in response to O3 formation, Sci. Total Environ., 806, 150247, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2021.150247" ext-link-type="DOI">10.1016/j.scitotenv.2021.150247</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib22"><label>22</label><mixed-citation>Li, X.-B.  and Fan, G.: Interannual variations, sources, and health impacts of the springtime ozone in Shanghai, Environ. Pollut., 306, 119458, <ext-link xlink:href="https://doi.org/10.1016/j.envpol.2022.119458" ext-link-type="DOI">10.1016/j.envpol.2022.119458</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib23"><label>23</label><mixed-citation>Li, X.-B., Wang, D., Lu, Q.-C., Peng, Z.-R., Fu, Q., Hu, X.-M., Huo, J., Xiu, G., Li, B., Li, C., Wang, D.-S., and Wang, H.: Three-dimensional analysis of ozone and PM<sub>2.5</sub> distributions obtained by observations of tethered balloon and unmanned aerial vehicle in Shanghai, China, Stoch. Env. Res. Risk A, 32, 1189–1203, <ext-link xlink:href="https://doi.org/10.1007/s00477-018-1524-2" ext-link-type="DOI">10.1007/s00477-018-1524-2</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib24"><label>24</label><mixed-citation>Li, X.-B., Yuan, B., Parrish, D. D., Chen, D., Song, Y., Yang, S., Liu, Z., and Shao, M.: Long-term trend of ozone in southern China reveals future mitigation strategy for air pollution, Atmos. Environ., 269, 118869, <ext-link xlink:href="https://doi.org/10.1016/j.atmosenv.2021.118869" ext-link-type="DOI">10.1016/j.atmosenv.2021.118869</ext-link>, 2022a.</mixed-citation></ref>
      <ref id="bib1.bib25"><label>25</label><mixed-citation>Li, X.-B., Yuan, B., Wang, S., Wang, C., Lan, J., Liu, Z., Song, Y., He, X., Huangfu, Y., Pei, C., Cheng, P., Yang, S., Qi, J., Wu, C., Huang, S., You, Y., Chang, M., Zheng, H., Yang, W., Wang, X., and Shao, M.: Variations and sources of volatile organic compounds (VOCs) in urban region: insights from measurements on a tall tower, Atmos. Chem. Phys., 22, 10567–10587, <ext-link xlink:href="https://doi.org/10.5194/acp-22-10567-2022" ext-link-type="DOI">10.5194/acp-22-10567-2022</ext-link>, 2022b.</mixed-citation></ref>
      <ref id="bib1.bib26"><label>26</label><mixed-citation>Li, X.-B., Zhang, C., Liu, A., Yuan, B., Yang, H., Liu, C., Wang, S., Huangfu, Y., Qi, J., Liu, Z., He, X., Song, X., Chen, Y., Peng, Y., Zhang, X., Zheng, E., Yang, L., Yang, Q., Qin, G., Zhou, J., and Shao, M.: Assessment of long tubing in measuring atmospheric trace gases: applications on tall towers, Environ. Sci.-Atmos., 3, 506–520, <ext-link xlink:href="https://doi.org/10.1039/d2ea00110a" ext-link-type="DOI">10.1039/d2ea00110a</ext-link>, 2023.</mixed-citation></ref>
      <ref id="bib1.bib27"><label>27</label><mixed-citation>Li, X., Wang, W., Yang, S., Cheng, Y., Zeng, L., Yu, X., Lu, S., Liu, Y., Hu, M., Xie, S., Huang, X., Zhou, J., Shi, L., Xu, H., Lin, S., Liu, H., Feng, M., Song, D., Tan, Q., and Zhang, Y.: Ozone sensitivity regimes vary at different heights in the planetary boundary layer, Sci. Total Environ., 944, 173712, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2024.173712" ext-link-type="DOI">10.1016/j.scitotenv.2024.173712</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bib28"><label>28</label><mixed-citation>Liu, X., Deming, B., Pagonis, D., Day, D. A., Palm, B. B., Talukdar, R., Roberts, J. M., Veres, P. R., Krechmer, J. E., Thornton, J. A., de Gouw, J. A., Ziemann, P. J., and Jimenez, J. L.: Effects of gas–wall interactions on measurements of semivolatile compounds and small polar molecules, Atmos. Meas. Tech., 12, 3137–3149, <ext-link xlink:href="https://doi.org/10.5194/amt-12-3137-2019" ext-link-type="DOI">10.5194/amt-12-3137-2019</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib29"><label>29</label><mixed-citation>Liu, Y., Tang, G., Wang, Y., Cheng, M., Gao, J., and Wang, Y.: Spatiotemporal differences in tropospheric ozone sensitivity and the impact of “dual carbon” goal, Sci. Bull., 69, 422–425, <ext-link xlink:href="https://doi.org/10.1016/j.scib.2023.12.026" ext-link-type="DOI">10.1016/j.scib.2023.12.026</ext-link>, 2024a.</mixed-citation></ref>
      <ref id="bib1.bib30"><label>30</label><mixed-citation>Liu, Y., Yin, S., Zhang, S., Ma, W., Zhang, X., Qiu, P., Li, C., Wang, G., Hou, D., Zhang, X., An, J., Sun, Y., Li, J., Zhang, Z., Chen, J., Tian, H., Liu, X., and Liu, L.: Drivers and impacts of decreasing concentrations of atmospheric volatile organic compounds (VOCs) in Beijing during 2016–2020, Sci. Total Environ., 906, 167847, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2023.167847" ext-link-type="DOI">10.1016/j.scitotenv.2023.167847</ext-link>, 2024b.</mixed-citation></ref>
      <ref id="bib1.bib31"><label>31</label><mixed-citation>Liu, Z., Pan, Y., Song, T., Hu, B., Wang, L., and Wang, Y.: Eddy covariance measurements of ozone flux above and below a southern subtropical forest canopy, Sci. Total Environ., 791, 148338, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2021.148338" ext-link-type="DOI">10.1016/j.scitotenv.2021.148338</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib32"><label>32</label><mixed-citation>Lu, K. D., Rohrer, F., Holland, F., Fuchs, H., Bohn, B., Brauers, T., Chang, C. C., Häseler, R., Hu, M., Kita, K., Kondo, Y., Li, X., Lou, S. R., Nehr, S., Shao, M., Zeng, L. M., Wahner, A., Zhang, Y. H., and Hofzumahaus, A.: Observation and modelling of OH and HO<sub>2</sub> concentrations in the Pearl River Delta 2006: a missing OH source in a VOC rich atmosphere, Atmos. Chem. Phys., 12, 1541–1569, <ext-link xlink:href="https://doi.org/10.5194/acp-12-1541-2012" ext-link-type="DOI">10.5194/acp-12-1541-2012</ext-link>, 2012.</mixed-citation></ref>
      <ref id="bib1.bib33"><label>33</label><mixed-citation>Lu, Y., Pang, X., Lyu, Y., Li, J., Xing, B., Chen, J., Mao, Y., Shang, Q., and Wu, H.: Characteristics and sources analysis of ambient volatile organic compounds in a typical industrial park: Implications for ozone formation in 2022 Asian Games, Sci. Total Environ., 848, 157746, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2022.157746" ext-link-type="DOI">10.1016/j.scitotenv.2022.157746</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib34"><label>34</label><mixed-citation>Ma, Z., Xu, H., Meng, W., Zhang, X., Xu, J., Liu, Q., and Wang, Y.: Vertical ozone characteristics in urban boundary layer in Beijing, Environ. Monit. Assess., 185, 5449–5460, <ext-link xlink:href="https://doi.org/10.1007/s10661-012-2958-5" ext-link-type="DOI">10.1007/s10661-012-2958-5</ext-link>, 2013.</mixed-citation></ref>
      <ref id="bib1.bib35"><label>35</label><mixed-citation>Mo, Z., Shao, M., Wang, W., Liu, Y., Wang, M., and Lu, S.: Evaluation of biogenic isoprene emissions and their contribution to ozone formation by ground-based measurements in Beijing, China, Sci. Total Environ., 627, 1485–1494, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2018.01.336" ext-link-type="DOI">10.1016/j.scitotenv.2018.01.336</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib36"><label>36</label><mixed-citation>Mo, Z., Huang, S., Yuan, B., Pei, C., Song, Q., Qi, J., Wang, M., Wang, B., Wang, C., Li, M., Zhang, Q., and Shao, M.: Deriving emission fluxes of volatile organic compounds from tower observation in the Pearl River Delta, China, Sci. Total Environ., 741, 139763, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2020.139763" ext-link-type="DOI">10.1016/j.scitotenv.2020.139763</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib37"><label>37</label><mixed-citation>Niu, H., Li, K., Chu, B., Su, W., and Li, J.: Heterogeneous Reactions between Toluene and NO<sub>2</sub> on Mineral Particles under Simulated Atmospheric Conditions, Environ. Sci. Technol., 51, 9596–9604, <ext-link xlink:href="https://doi.org/10.1021/acs.est.7b00194" ext-link-type="DOI">10.1021/acs.est.7b00194</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib38"><label>38</label><mixed-citation>Ou, J., Zheng, J., Li, R., Huang, X., Zhong, Z., Zhong, L., and Lin, H.: Speciated OVOC and VOC emission inventories and their implications for reactivity-based ozone control strategy in the Pearl River Delta region, China, Sci. Total Environ., 530–531, 393–402, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2015.05.062" ext-link-type="DOI">10.1016/j.scitotenv.2015.05.062</ext-link>, 2015.</mixed-citation></ref>
      <ref id="bib1.bib39"><label>39</label><mixed-citation>Ou, J., Yuan, Z., Zheng, J., Huang, Z., Shao, M., Li, Z., Huang, X., Guo, H., and Louie, P. K. K.: Ambient Ozone Control in a Photochemically Active Region: Short-Term Despiking or Long-Term Attainment?, Environ. Sci. Technol., 50, 5720–5728, <ext-link xlink:href="https://doi.org/10.1021/acs.est.6b00345" ext-link-type="DOI">10.1021/acs.est.6b00345</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib40"><label>40</label><mixed-citation>Pagonis, D., Krechmer, J. E., de Gouw, J., Jimenez, J. L., and Ziemann, P. J.: Effects of gas–wall partitioning in Teflon tubing and instrumentation on time-resolved measurements of gas-phase organic compounds, Atmos. Meas. Tech., 10, 4687–4696, <ext-link xlink:href="https://doi.org/10.5194/amt-10-4687-2017" ext-link-type="DOI">10.5194/amt-10-4687-2017</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib41"><label>41</label><mixed-citation>Perdigones, B. C., Lee, S., Cohen, R. C., Park, J.-H., and Min, K.-E.: Two Decades of Changes in Summertime Ozone Production in California's South Coast Air Basin, Environ. Sci. Technol., 56, 10586–10595, <ext-link xlink:href="https://doi.org/10.1021/acs.est.2c01026" ext-link-type="DOI">10.1021/acs.est.2c01026</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib42"><label>42</label><mixed-citation>Qi, J., Mo, Z., Yuan, B., Huang, S., Huangfu, Y., Wang, Z., Li, X., Yang, S., Wang, W., Zhao, Y., Wang, X., Wang, W., Liu, K., and Shao, M.: An observation approach in evaluation of ozone production to precursor changes during the COVID-19 lockdown, Atmos. Environ., 262, 118618, <ext-link xlink:href="https://doi.org/10.1016/j.atmosenv.2021.118618" ext-link-type="DOI">10.1016/j.atmosenv.2021.118618</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib43"><label>43</label><mixed-citation>Sangiorgi, G., Ferrero, L., Perrone, M. G., Bolzacchini, E., Duane, M., and Larsen, B. R.: Vertical distribution of hydrocarbons in the low troposphere below and above the mixing height: Tethered balloon measurements in Milan, Italy, Environ Pollut, 159, 3545–3552, <ext-link xlink:href="https://doi.org/10.1016/j.envpol.2011.08.012" ext-link-type="DOI">10.1016/j.envpol.2011.08.012</ext-link>, 2011.</mixed-citation></ref>
      <ref id="bib1.bib44"><label>44</label><mixed-citation>Shao, M., Wang, W., Yuan, B., Parrish, D. D., Li, X., Lu, K., Wu, L., Wang, X., Mo, Z., Yang, S., Peng, Y., Kuang, Y., Chen, W., Hu, M., Zeng, L., Su, H., Cheng, Y., Zheng, J., and Zhang, Y.: Quantifying the role of PM<sub>2.5</sub> dropping in variations of ground-level ozone: Inter-comparison between Beijing and Los Angeles, Sci. Total Environ., 788, 147712,  <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2021.147712" ext-link-type="DOI">10.1016/j.scitotenv.2021.147712</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib45"><label>45</label><mixed-citation> Song, X., Li, X.-B., Yuan, B., He, X., Chen, Y., Wang, S., Huangfu, Y., Peng, Y., Zhang, C., Liu, A., Yang, H., Liu, C., Li, J., and Shao, M.: Elucidating key factors in regulating budgets of ozone and its precursors in atmospheric boundary layer, Clim. Atmos. Sci., 7, 262, doi;10.1038/s41612-024-00818-8, 2024.</mixed-citation></ref>
      <ref id="bib1.bib46"><label>46</label><mixed-citation>Souri, A. H., Nowlan, C. R., Wolfe, G. M., Lamsal, L. N., Chan Miller, C. E., Abad, G. G., Janz, S. J., Fried, A., Blake, D. R., Weinheimer, A. J., Diskin, G. S., Liu, X., and Chance, K.: Revisiting the effectiveness of HCHO/NO2 ratios for inferring ozone sensitivity to its precursors using high resolution airborne remote sensing observations in a high ozone episode during the KORUS-AQ campaign, Atmos. Environ., 224, 117341, <ext-link xlink:href="https://doi.org/10.1016/j.atmosenv.2020.117341" ext-link-type="DOI">10.1016/j.atmosenv.2020.117341</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib47"><label>47</label><mixed-citation>Sun, J., Wang, Y., Wu, F., Tang, G., Wang, L., Wang, Y., and Yang, Y.: Vertical characteristics of VOCs in the lower troposphere over the North China Plain during pollution periods, Environ. Pollut., 236, 907–915, <ext-link xlink:href="https://doi.org/10.1016/j.envpol.2017.10.051" ext-link-type="DOI">10.1016/j.envpol.2017.10.051</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib48"><label>48</label><mixed-citation>Tang, G., Zhu, X., Xin, J., Hu, B., Song, T., Sun, Y., Zhang, J., Wang, L., Cheng, M., Chao, N., Kong, L., Li, X., and Wang, Y.: Modelling study of boundary-layer ozone over northern China – Part I: Ozone budget in summer, Atmos. Res., 187, 128–137, <ext-link xlink:href="https://doi.org/10.1016/j.atmosres.2016.10.017" ext-link-type="DOI">10.1016/j.atmosres.2016.10.017</ext-link>, 2017.</mixed-citation></ref>
      <ref id="bib1.bib49"><label>49</label><mixed-citation>Velasco, E., Márquez, C., Bueno, E., Bernabé, R. M., Sánchez, A., Fentanes, O., Wöhrnschimmel, H., Cárdenas, B., Kamilla, A., Wakamatsu, S., and Molina, L. T.: Vertical distribution of ozone and VOCs in the low boundary layer of Mexico City, Atmos. Chem. Phys., 8, 3061–3079, <ext-link xlink:href="https://doi.org/10.5194/acp-8-3061-2008" ext-link-type="DOI">10.5194/acp-8-3061-2008</ext-link>, 2008.</mixed-citation></ref>
      <ref id="bib1.bib50"><label>50</label><mixed-citation>Vo, T.-D.-H., Lin, C., Weng, C.-E., Yuan, C.-S., Lee, C.-W., Hung, C.-H., Bui, X.-T., Lo, K.-C., and Lin, J.-X.: Vertical stratification of volatile organic compounds and their photochemical product formation potential in an industrial urban area, J. Environ. Manage., 217, 327–336, <ext-link xlink:href="https://doi.org/10.1016/j.jenvman.2018.03.101" ext-link-type="DOI">10.1016/j.jenvman.2018.03.101</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib51"><label>51</label><mixed-citation>Wang, C., Yuan, B., Wu, C., Wang, S., Qi, J., Wang, B., Wang, Z., Hu, W., Chen, W., Ye, C., Wang, W., Sun, Y., Wang, C., Huang, S., Song, W., Wang, X., Yang, S., Zhang, S., Xu, W., Ma, N., Zhang, Z., Jiang, B., Su, H., Cheng, Y., Wang, X., and Shao, M.: Measurements of higher alkanes using NO+ chemical ionization in PTR-ToF-MS: important contributions of higher alkanes to secondary organic aerosols in China, Atmos. Chem. Phys., 20, 14123–14138, <ext-link xlink:href="https://doi.org/10.5194/acp-20-14123-2020" ext-link-type="DOI">10.5194/acp-20-14123-2020</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib52"><label>52</label><mixed-citation>Wang, H., Ma, X., Tan, Z., Wang, H., Chen, X., Chen, S., Gao, Y., Liu, Y., Liu, Y., Yang, X., Yuan, B., Zeng, L., Huang, C., Lu, K., and Zhang, Y.: Anthropogenic monoterpenes aggravating ozone pollution, Natl. Sci. Rev., 9, nwac103, <ext-link xlink:href="https://doi.org/10.1093/nsr/nwac103" ext-link-type="DOI">10.1093/nsr/nwac103</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib53"><label>53</label><mixed-citation>Wang, N., Lyu, X., Deng, X., Huang, X., Jiang, F., and Ding, A.: Aggravating O<sub>3</sub> pollution due to NO<sub><italic>x</italic></sub> emission control in eastern China, Sci. Total Environ., 677, 732–744, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2019.04.388" ext-link-type="DOI">10.1016/j.scitotenv.2019.04.388</ext-link>, 2019.</mixed-citation></ref>
      <ref id="bib1.bib54"><label>54</label><mixed-citation>Wang, N., Huang, X., Xu, J., Wang, T., Tan, Z.-M., and Ding, A.: Typhoon-boosted biogenic emission aggravates cross-regional ozone pollution in China, Sci. Adv., 8, eabl6166, <ext-link xlink:href="https://doi.org/10.1126/sciadv.abl6166" ext-link-type="DOI">10.1126/sciadv.abl6166</ext-link> 2022.</mixed-citation></ref>
      <ref id="bib1.bib55"><label>55</label><mixed-citation>Wang, W., Qi, J., Zhou, J., Yuan, B., Peng, Y., Wang, S., Yang, S., Williams, J., Sinha, V., and Shao, M.: The improved comparative reactivity method (ICRM): measurements of OH reactivity under high-NO<sub><italic>x</italic></sub> conditions in ambient air, Atmos. Meas. Tech., 14, 2285–2298, <ext-link xlink:href="https://doi.org/10.5194/amt-14-2285-2021" ext-link-type="DOI">10.5194/amt-14-2285-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib56"><label>56</label><mixed-citation>Wang, W., Yuan, B., Peng, Y., Su, H., Cheng, Y., Yang, S., Wu, C., Qi, J., Bao, F., Huangfu, Y., Wang, C., Ye, C., Wang, Z., Wang, B., Wang, X., Song, W., Hu, W., Cheng, P., Zhu, M., Zheng, J., and Shao, M.: Direct observations indicate photodegradable oxygenated volatile organic compounds (OVOCs) as larger contributors to radicals and ozone production in the atmosphere, Atmos. Chem. Phys., 22, 4117–4128, <ext-link xlink:href="https://doi.org/10.5194/acp-22-4117-2022" ext-link-type="DOI">10.5194/acp-22-4117-2022</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib57"><label>57</label><mixed-citation>Wang, W., Li, X., Cheng, Y., Parrish, D. D., Ni, R., Tan, Z., Liu, Y., Lu, S., Wu, Y., Chen, S., Lu, K., Hu, M., Zeng, L., Shao, M., Huang, C., Tian, X., Leung, K. M., Chen, L., Fan, M., Zhang, Q., Rohrer, F., Wahner, A., Pöschl, U., Su, H., and Zhang, Y.: Ozone pollution mitigation strategy informed by long-term trends of atmospheric oxidation capacity, Nat. Geosci., 17, 20–25, <ext-link xlink:href="https://doi.org/10.1038/s41561-023-01334-9" ext-link-type="DOI">10.1038/s41561-023-01334-9</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bib58"><label>58</label><mixed-citation>Wang, Y., Wang, Y., Tang, G., Yang, Y., Li, X., Yao, D., Wu, S., Kang, Y., Wang, M., and Wang, Y.: High gaseous carbonyl concentrations in the upper boundary layer in Shijiazhuang, China, Sci. Total Environ., 799, 149438, <ext-link xlink:href="https://doi.org/10.1016/j.scitotenv.2021.149438" ext-link-type="DOI">10.1016/j.scitotenv.2021.149438</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib59"><label>59</label><mixed-citation>Wang, Y. H., Gao, W. K., Wang, S., Song, T., Gong, Z. Y., Ji, D. S., Wang, L. L., Liu, Z. R., Tang, G. Q., Huo, Y. F., Tian, S. L., Li, J. Y., Li, M. G., Yang, Y., Chu, B. W., Petaja, T., Kerminen, V. M., He, H., Hao, J. M., Kulmala, M., Wang, Y. S., and Zhang, Y. H.: Contrasting trends of PM<sub>2.5</sub> and surface-ozone concentrations in China from 2013 to 2017, Nat. Sci. Rev., 7, 1331–1339, <ext-link xlink:href="https://doi.org/10.1093/nsr/nwaa032" ext-link-type="DOI">10.1093/nsr/nwaa032</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib60"><label>60</label><mixed-citation>Wolfe, G. M., Marvin, M. R., Roberts, S. J., Travis, K. R., and Liao, J.: The Framework for 0-D Atmospheric Modeling (F0AM) v3.1, Geosci. Model Dev., 9, 3309–3319, <ext-link xlink:href="https://doi.org/10.5194/gmd-9-3309-2016" ext-link-type="DOI">10.5194/gmd-9-3309-2016</ext-link>, 2016.</mixed-citation></ref>
      <ref id="bib1.bib61"><label>61</label><mixed-citation>Wu, C., Wang, C., Wang, S., Wang, W., Yuan, B., Qi, J., Wang, B., Wang, H., Wang, C., Song, W., Wang, X., Hu, W., Lou, S., Ye, C., Peng, Y., Wang, Z., Huangfu, Y., Xie, Y., Zhu, M., Zheng, J., Wang, X., Jiang, B., Zhang, Z., and Shao, M.: Measurement report: Important contributions of oxygenated compounds to emissions and chemistry of volatile organic compounds in urban air, Atmos. Chem. Phys., 20, 14769–14785, <ext-link xlink:href="https://doi.org/10.5194/acp-20-14769-2020" ext-link-type="DOI">10.5194/acp-20-14769-2020</ext-link>, 2020.</mixed-citation></ref>
      <ref id="bib1.bib62"><label>62</label><mixed-citation>Yang, Q., Li, X.-B., Yuan, B., Zhang, X., Huangfu, Y., Yang, L., He, X., Qi, J., and Shao, M.: Measurement report: Enhanced photochemical formation of formic and isocyanic acids in urban regions aloft – insights from tower-based online gradient measurements, Atmos. Chem. Phys., 24, 6865–6882, <ext-link xlink:href="https://doi.org/10.5194/acp-24-6865-2024" ext-link-type="DOI">10.5194/acp-24-6865-2024</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bib63"><label>63</label><mixed-citation>Yang, S., Yuan, B., Peng, Y., Huang, S., Chen, W., Hu, W., Pei, C., Zhou, J., Parrish, D. D., Wang, W., He, X., Cheng, C., Li, X.-B., Yang, X., Song, Y., Wang, H., Qi, J., Wang, B., Wang, C., Wang, C., Wang, Z., Li, T., Zheng, E., Wang, S., Wu, C., Cai, M., Ye, C., Song, W., Cheng, P., Chen, D., Wang, X., Zhang, Z., Wang, X., Zheng, J., and Shao, M.: The formation and mitigation of nitrate pollution: comparison between urban and suburban environments, Atmos. Chem. Phys., 22, 4539–4556, <ext-link xlink:href="https://doi.org/10.5194/acp-22-4539-2022" ext-link-type="DOI">10.5194/acp-22-4539-2022</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib64"><label>64</label><mixed-citation>Yang, X., Wang, H., Lu, K., Ma, X., Tan, Z., Long, B., Chen, X., Li, C., Zhai, T., Li, Y., Qu, K., Xia, Y., Zhang, Y., Li, X., Chen, S., Dong, H., Zeng, L., and Zhang, Y.: Reactive aldehyde chemistry explains the missing source of hydroxyl radicals, Nat. Commun., 15, 1648, <ext-link xlink:href="https://doi.org/10.1038/s41467-024-45885-w" ext-link-type="DOI">10.1038/s41467-024-45885-w</ext-link>, 2024.</mixed-citation></ref>
      <ref id="bib1.bib65"><label>65</label><mixed-citation>Ye, C., Yuan, B., Lin, Y., Wang, Z., Hu, W., Li, T., Chen, W., Wu, C., Wang, C., Huang, S., Qi, J., Wang, B., Wang, C., Song, W., Wang, X., Zheng, E., Krechmer, J. E., Ye, P., Zhang, Z., Wang, X., Worsnop, D. R., and Shao, M.: Chemical characterization of oxygenated organic compounds in the gas phase and particle phase using iodide CIMS with FIGAERO in urban air, Atmos. Chem. Phys., 21, 8455–8478, <ext-link xlink:href="https://doi.org/10.5194/acp-21-8455-2021" ext-link-type="DOI">10.5194/acp-21-8455-2021</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib66"><label>66</label><mixed-citation>Yeo, M. J.  and Kim, Y. P.: Long-term trends of surface ozone in Korea, J. Clean. Prod., 294, 125352, <ext-link xlink:href="https://doi.org/10.1016/j.jclepro.2020.125352" ext-link-type="DOI">10.1016/j.jclepro.2020.125352</ext-link>, 2021.</mixed-citation></ref>
      <ref id="bib1.bib67"><label>67</label><mixed-citation>Yuan, B., Koss, A. R., Warneke, C., Coggon, M., Sekimoto, K., and de Gouw, J. A.: Proton-Transfer-Reaction Mass Spectrometry: Applications in Atmospheric Sciences, Chem. Rev., 117, 13187–13229, <ext-link xlink:href="https://doi.org/10.1021/acs.chemrev.7b00325" ext-link-type="DOI">10.1021/acs.chemrev.7b00325</ext-link>, 2017. </mixed-citation></ref>
      <ref id="bib1.bib68"><label>68</label><mixed-citation>Zhang, K., Xiu, G., Zhou, L., Bian, Q., Duan, Y., Fei, D., Wang, D., and Fu, Q.: Vertical distribution of volatile organic compounds within the lower troposphere in late spring of Shanghai, Atmos. Environ., 186, 150–157, <ext-link xlink:href="https://doi.org/10.1016/j.atmosenv.2018.03.044" ext-link-type="DOI">10.1016/j.atmosenv.2018.03.044</ext-link>, 2018.</mixed-citation></ref>
      <ref id="bib1.bib69"><label>69</label><mixed-citation>Zhang, Y., Xue, L., Mu, J., Chen, T., Li, H., Gao, J., and Wang, W.: Developing the Maximum Incremental Reactivity for Volatile Organic Compounds in Major Cities of Central-Eastern China, J. Geophys. Res.-Atmospheres, 127, e2022JD037296, <ext-link xlink:href="https://doi.org/10.1029/2022JD037296" ext-link-type="DOI">10.1029/2022JD037296</ext-link>, 2022.</mixed-citation></ref>
      <ref id="bib1.bib70"><label>70</label><mixed-citation>Zhao, M., Zhang, Y., Pei, C., Chen, T., Mu, J., Liu, Y., Wang, Y., Wang, W., and Xue, L.: Worsening ozone air pollution with reduced NO<sub><italic>x</italic></sub> and VOCs in the Pearl River Delta region in autumn 2019: Implications for national control policy in China, J. Environ. Manage., 324, 116327, <ext-link xlink:href="https://doi.org/10.1016/j.jenvman.2022.116327" ext-link-type="DOI">10.1016/j.jenvman.2022.116327</ext-link>, 2022.</mixed-citation></ref>

  </ref-list></back>
    <!--<article-title-html>Vertical changes in volatile organic compounds (VOCs) and impacts on photochemical ozone formation</article-title-html>
<abstract-html/>
<ref-html id="bib1.bib1"><label>1</label><mixed-citation>
      
An, J., Huang, Y., Huang, C., Wang, X., Yan, R., Wang, Q., Wang, H., Jing, S., Zhang, Y., Liu, Y., Chen, Y., Xu, C., Qiao, L., Zhou, M., Zhu, S., Hu, Q., Lu, J., and Chen, C.: Emission inventory of air pollutants and chemical speciation for specific anthropogenic sources based on local measurements in the Yangtze River Delta region, China, Atmos. Chem. Phys., 21, 2003–2025, <a href="https://doi.org/10.5194/acp-21-2003-2021" target="_blank">https://doi.org/10.5194/acp-21-2003-2021</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib2"><label>2</label><mixed-citation>
      
Atkinson, R. and Arey, J.: Atmospheric Degradation of Volatile Organic
Compounds, Chem. Rev., 103, 4605–4638, <a href="https://doi.org/10.1021/cr0206420" target="_blank">https://doi.org/10.1021/cr0206420</a>, 2003.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib3"><label>3</label><mixed-citation>
      
Benish, S. E., He, H., Ren, X., Roberts, S. J., Salawitch, R. J., Li, Z., Wang, F., Wang, Y., Zhang, F., Shao, M., Lu, S., and Dickerson, R. R.: Measurement report: Aircraft observations of ozone, nitrogen oxides, and volatile organic compounds over Hebei Province, China, Atmos. Chem. Phys., 20, 14523–14545, <a href="https://doi.org/10.5194/acp-20-14523-2020" target="_blank">https://doi.org/10.5194/acp-20-14523-2020</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib4"><label>4</label><mixed-citation>
      
Brown, S. S., Dubé, W. P., Osthoff, H. D., Wolfe, D. E., Angevine, W. M., and Ravishankara, A. R.: High resolution vertical distributions of NO<sub>3</sub> and N<sub>2</sub>O<sub>5</sub> through the nocturnal boundary layer, Atmos. Chem. Phys., 7, 139–149, <a href="https://doi.org/10.5194/acp-7-139-2007" target="_blank">https://doi.org/10.5194/acp-7-139-2007</a>, 2007.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib5"><label>5</label><mixed-citation>
      
Cooper, O. R., Schultz, M. G., Schroeder, S., Chang, K.-L., Gaudel, A.,
Benitez, G. C., Cuevas, E., Froehlich, M., Galbally, I. E., Molloy, S.,
Kubistin, D., Lu, X., McClure-Begley, A., Nedelec, P., O'Brien, J., Oltmans,
S. J., Petropavlovskikh, I., Ries, L., Senik, I., Sjoeberg, K., Solberg, S.,
Spain, G. T., Spangl, W., Steinbacher, M., Tarasick, D., Thouret, V., and
Xu, X.: Multi-decadal surface ozone trends at globally distributed remote
locations, Elementa-Sci. Anthropo., 8, 23, <a href="https://doi.org/10.1525/elementa.420" target="_blank">https://doi.org/10.1525/elementa.420</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib6"><label>6</label><mixed-citation>
      
Dieu Hien, V. T., Lin, C., Thanh, V. C., Kim Oanh, N. T., Thanh, B. X.,
Weng, C.-E., Yuan, C.-S., and Rene, E. R.: An overview of the development of
vertical sampling technologies for ambient volatile organic compounds
(VOCs), J. Environ. Manage., 247, 401–412, <a href="https://doi.org/10.1016/j.jenvman.2019.06.090" target="_blank">https://doi.org/10.1016/j.jenvman.2019.06.090</a>, 2019.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib7"><label>7</label><mixed-citation>
      
Fares, S., McKay, M., Holzinger, R., and Goldstein, A. H.: Ozone fluxes in a
Pinus ponderosa ecosystem are dominated by non-stomatal processes: Evidence
from long-term continuous measurements, Agr. Forest Meteorol., 150,
420–431, <a href="https://doi.org/10.1016/j.agrformet.2010.01.007" target="_blank">https://doi.org/10.1016/j.agrformet.2010.01.007</a>, 2010.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib8"><label>8</label><mixed-citation>
      
Fleming, Z. L., Doherty, R. M., von Schneidemesser, E., Malley, C. S.,
Cooper, O. R., Pinto, J. P., Colette, A., Xu, X., Simpson, D., Schultz, M.
G., Lefohn, A. S., Hamad, S., Moolla, R., Solberg, S., and Feng, Z.:
Tropospheric Ozone Assessment Report: Present-day ozone distribution and
trends relevant to human health, Elementa-Sci. Anthropo.,
6, 12, <a href="https://doi.org/10.1525/elementa.273" target="_blank">https://doi.org/10.1525/elementa.273</a> 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib9"><label>9</label><mixed-citation>
      
Geng, C., Wang, J., Yin, B., Zhao, R., Li, P., Yang, W., Xiao, Z., Li, S.,
Li, K., and Bai, Z.: Vertical distribution of volatile organic compounds
conducted by tethered balloon in the Beijing-Tianjin-Hebei region of China,
J. Environ. Sci., 95, 121–129, <a href="https://doi.org/10.1016/j.jes.2020.03.026" target="_blank">https://doi.org/10.1016/j.jes.2020.03.026</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib10"><label>10</label><mixed-citation>
      
Geyer, A. and Stutz, J.: Vertical profiles of NO<sub>3</sub>, N<sub>2</sub>O<sub>5</sub>,
O<sub>3</sub>, and NO<sub><i>x</i></sub> in the nocturnal boundary layer: 2. Model studies on the
altitude dependence of composition and chemistry, J. Geophys.
Res.-Atmos., 109, D12307, <a href="https://doi.org/10.1029/2003jd004211" target="_blank">https://doi.org/10.1029/2003jd004211</a>,
2004.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib11"><label>11</label><mixed-citation>
      
Gkatzelis, G. I., Coggon, M. M., McDonald, B. C., Peischl, J., Gilman, J.
B., Aikin, K. C., Robinson, M. A., Canonaco, F., Prevot, A. S. H., Trainer,
M., and Warneke, C.: Observations Confirm that Volatile Chemical Products
Are a Major Source of Petrochemical Emissions in U.S. Cities, Environ. Sci.
Technol., 55, 4332–4343, <a href="https://doi.org/10.1021/acs.est.0c05471" target="_blank">https://doi.org/10.1021/acs.est.0c05471</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib12"><label>12</label><mixed-citation>
      
Gómez, M. C., Durana, N., García, J. A., de Blas, M., Sáez de
Cámara, E., García-Ruiz, E., Gangoiti, G., Torre-Pascual, E., and
Iza, J.: Long-term measurement of biogenic volatile organic compounds in a
rural background area: Contribution to ozone formation, Atmos. Environ., 224,
117315, <a href="https://doi.org/10.1016/j.atmosenv.2020.117315" target="_blank">https://doi.org/10.1016/j.atmosenv.2020.117315</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib13"><label>13</label><mixed-citation>
      
Guo, H., Ling, Z. H., Cheng, H. R., Simpson, I. J., Lyu, X. P., Wang, X. M.,
Shao, M., Lu, H. X., Ayoko, G., Zhang, Y. L., Saunders, S. M., Lam, S. H.
M., Wang, J. L., and Blake, D. R.: Tropospheric volatile organic compounds
in China, Sci. Total. Environ., 574, 1021–1043, <a href="https://doi.org/10.1016/j.scitotenv.2016.09.116" target="_blank">https://doi.org/10.1016/j.scitotenv.2016.09.116</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib14"><label>14</label><mixed-citation>
      
Guo, J.-X., Zeng, Y., Zhu, K., and Tan, X.: Vehicle mix evaluation in
Beijing's passenger-car sector: From air pollution control perspective, Sci.
Total Environ., 785, 147264, <a href="https://doi.org/10.1016/j.scitotenv.2021.147264" target="_blank">https://doi.org/10.1016/j.scitotenv.2021.147264</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib15"><label>15</label><mixed-citation>
      
He, G., He, C., Wang, H., Lu, X., Pei, C., Qiu, X., Liu, C., Wang, Y., Liu, N., Zhang, J., Lei, L., Liu, Y., Wang, H., Deng, T., Fan, Q., and Fan, S.: Nighttime ozone in the lower boundary layer: insights from 3-year tower-based measurements in South China and regional air quality modeling, Atmos. Chem. Phys., 23, 13107–13124, <a href="https://doi.org/10.5194/acp-23-13107-2023" target="_blank">https://doi.org/10.5194/acp-23-13107-2023</a>, 2023.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib16"><label>16</label><mixed-citation>
      
He, X., Yuan, B., Wu, C., Wang, S., Wang, C., Huangfu, Y., Qi, J., Ma, N.,
Xu, W., Wang, M., Chen, W., Su, H., Cheng, Y., and Shao, M.: Volatile
organic compounds in wintertime North China Plain: Insights from
measurements of proton transfer reaction time-of-flight mass spectrometer
(PTR-ToF-MS), J. Environ. Sci. (China), 114, 98–114, <a href="https://doi.org/10.1016/j.jes.2021.08.010" target="_blank">https://doi.org/10.1016/j.jes.2021.08.010</a>,
2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib17"><label>17</label><mixed-citation>
      
Hofzumahaus, A., Rohrer, F., Lu, K., Bohn, B., Brauers, T., Chang, C.-C.,
Fuchs, H., Holland, F., Kita, K., Kondo, Y., Li, X., Lou, S., Shao, M.,
Zeng, L., Wahner, A., and Zhang, Y.: Amplified Trace Gas Removal in the
Troposphere, Science, 324, 1702–1704, <a href="https://doi.org/10.1126/science.1164566" target="_blank">https://doi.org/10.1126/science.1164566</a>, 2009.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib18"><label>18</label><mixed-citation>
      
Karl, T., Lamprecht, C., Graus, M., Cede, A., Tiefengraber, M., Vila-Guerau
de Arellano, J., Gurarie, D., and Lenschow, D.: High urban NO<sub><i>x</i></sub> triggers a
substantial chemical downward flux of ozone, Sci. Adv., 9,
eadd2365, <a href="https://doi.org/10.1126/sciadv.add2365" target="_blank">https://doi.org/10.1126/sciadv.add2365</a>, 2023.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib19"><label>19</label><mixed-citation>
      
Kaser, L., Patton, E. G., Pfister, G. G., Weinheimer, A. J., Montzka, D. D.,
Flocke, F., Thompson, A. M., Stauffer, R. M., and Halliday, H. S.: The
effect of entrainment through atmospheric boundary layer growth on observed
and modeled surface ozone in the Colorado Front Range, J.
Geophys. Res.-Atmos., 122, 6075–6093, <a href="https://doi.org/10.1002/2016jd026245" target="_blank">https://doi.org/10.1002/2016jd026245</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib20"><label>20</label><mixed-citation>
      
Kim, S., Seco, R., Gu, D., Sanchez, D., Jeong, D., Guenther, A. B., Lee, Y.,
Mak, J. E., Su, L., Kim, D. B., Lee, Y., Ahn, J.-Y., McGee, T., Sullivan,
J., Long, R., Brune, W. H., Thames, A., Wisthaler, A., Mueller, M.,
Mikoviny, T., Weinheimer, A., Yang, M., Woo, J.-H., Kim, S., and Park, H.:
The role of a suburban forest in controlling vertical trace gas and OH
reactivity distributions – a case study for the Seoul metropolitan area,
Faraday Discuss, 226, 537–550, <a href="https://doi.org/10.1039/d0fd00081g" target="_blank">https://doi.org/10.1039/d0fd00081g</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib21"><label>21</label><mixed-citation>
      
Li, C., Liu, Y., Cheng, B., Zhang, Y., Liu, X., Qu, Y., An, J., Kong, L.,
Zhang, Y., Zhang, C., Tan, Q., and Feng, M.: A comprehensive investigation
on volatile organic compounds (VOCs) in 2018 in Beijing, China:
Characteristics, sources and behaviours in response to O3 formation, Sci.
Total Environ., 806, 150247, <a href="https://doi.org/10.1016/j.scitotenv.2021.150247" target="_blank">https://doi.org/10.1016/j.scitotenv.2021.150247</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib22"><label>22</label><mixed-citation>
      
Li, X.-B.  and Fan, G.: Interannual variations, sources, and health impacts
of the springtime ozone in Shanghai, Environ. Pollut., 306, 119458, <a href="https://doi.org/10.1016/j.envpol.2022.119458" target="_blank">https://doi.org/10.1016/j.envpol.2022.119458</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib23"><label>23</label><mixed-citation>
      
Li, X.-B., Wang, D., Lu, Q.-C., Peng, Z.-R., Fu, Q., Hu, X.-M., Huo, J.,
Xiu, G., Li, B., Li, C., Wang, D.-S., and Wang, H.: Three-dimensional
analysis of ozone and PM<sub>2.5</sub> distributions obtained by observations of
tethered balloon and unmanned aerial vehicle in Shanghai, China, Stoch. Env.
Res. Risk A, 32, 1189–1203, <a href="https://doi.org/10.1007/s00477-018-1524-2" target="_blank">https://doi.org/10.1007/s00477-018-1524-2</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib24"><label>24</label><mixed-citation>
      
Li, X.-B., Yuan, B., Parrish, D. D., Chen, D., Song, Y., Yang, S., Liu, Z.,
and Shao, M.: Long-term trend of ozone in southern China reveals future
mitigation strategy for air pollution, Atmos. Environ., 269,
118869, <a href="https://doi.org/10.1016/j.atmosenv.2021.118869" target="_blank">https://doi.org/10.1016/j.atmosenv.2021.118869</a>, 2022a.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib25"><label>25</label><mixed-citation>
      
Li, X.-B., Yuan, B., Wang, S., Wang, C., Lan, J., Liu, Z., Song, Y., He, X., Huangfu, Y., Pei, C., Cheng, P., Yang, S., Qi, J., Wu, C., Huang, S., You, Y., Chang, M., Zheng, H., Yang, W., Wang, X., and Shao, M.: Variations and sources of volatile organic compounds (VOCs) in urban region: insights from measurements on a tall tower, Atmos. Chem. Phys., 22, 10567–10587, <a href="https://doi.org/10.5194/acp-22-10567-2022" target="_blank">https://doi.org/10.5194/acp-22-10567-2022</a>, 2022b.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib26"><label>26</label><mixed-citation>
      
Li, X.-B., Zhang, C., Liu, A., Yuan, B., Yang, H., Liu, C., Wang, S.,
Huangfu, Y., Qi, J., Liu, Z., He, X., Song, X., Chen, Y., Peng, Y., Zhang,
X., Zheng, E., Yang, L., Yang, Q., Qin, G., Zhou, J., and Shao, M.:
Assessment of long tubing in measuring atmospheric trace gases: applications
on tall towers, Environ. Sci.-Atmos., 3,
506–520, <a href="https://doi.org/10.1039/d2ea00110a" target="_blank">https://doi.org/10.1039/d2ea00110a</a>, 2023.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib27"><label>27</label><mixed-citation>
      
Li, X., Wang, W., Yang, S., Cheng, Y., Zeng, L., Yu, X., Lu, S., Liu, Y.,
Hu, M., Xie, S., Huang, X., Zhou, J., Shi, L., Xu, H., Lin, S., Liu, H.,
Feng, M., Song, D., Tan, Q., and Zhang, Y.: Ozone sensitivity regimes vary
at different heights in the planetary boundary layer, Sci. Total Environ.,
944, 173712, <a href="https://doi.org/10.1016/j.scitotenv.2024.173712" target="_blank">https://doi.org/10.1016/j.scitotenv.2024.173712</a>,
2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib28"><label>28</label><mixed-citation>
      
Liu, X., Deming, B., Pagonis, D., Day, D. A., Palm, B. B., Talukdar, R., Roberts, J. M., Veres, P. R., Krechmer, J. E., Thornton, J. A., de Gouw, J. A., Ziemann, P. J., and Jimenez, J. L.: Effects of gas–wall interactions on measurements of semivolatile compounds and small polar molecules, Atmos. Meas. Tech., 12, 3137–3149, <a href="https://doi.org/10.5194/amt-12-3137-2019" target="_blank">https://doi.org/10.5194/amt-12-3137-2019</a>, 2019.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib29"><label>29</label><mixed-citation>
      
Liu, Y., Tang, G., Wang, Y., Cheng, M., Gao, J., and Wang, Y.:
Spatiotemporal differences in tropospheric ozone sensitivity and the impact
of “dual carbon” goal, Sci. Bull., 69, 422–425, <a href="https://doi.org/10.1016/j.scib.2023.12.026" target="_blank">https://doi.org/10.1016/j.scib.2023.12.026</a>, 2024a.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib30"><label>30</label><mixed-citation>
      
Liu, Y., Yin, S., Zhang, S., Ma, W., Zhang, X., Qiu, P., Li, C., Wang, G.,
Hou, D., Zhang, X., An, J., Sun, Y., Li, J., Zhang, Z., Chen, J., Tian, H.,
Liu, X., and Liu, L.: Drivers and impacts of decreasing concentrations of
atmospheric volatile organic compounds (VOCs) in Beijing during 2016–2020,
Sci. Total Environ., 906, 167847, <a href="https://doi.org/10.1016/j.scitotenv.2023.167847" target="_blank">https://doi.org/10.1016/j.scitotenv.2023.167847</a>, 2024b.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib31"><label>31</label><mixed-citation>
      
Liu, Z., Pan, Y., Song, T., Hu, B., Wang, L., and Wang, Y.: Eddy covariance
measurements of ozone flux above and below a southern subtropical forest
canopy, Sci. Total Environ., 791, 148338, <a href="https://doi.org/10.1016/j.scitotenv.2021.148338" target="_blank">https://doi.org/10.1016/j.scitotenv.2021.148338</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib32"><label>32</label><mixed-citation>
      
Lu, K. D., Rohrer, F., Holland, F., Fuchs, H., Bohn, B., Brauers, T., Chang, C. C., Häseler, R., Hu, M., Kita, K., Kondo, Y., Li, X., Lou, S. R., Nehr, S., Shao, M., Zeng, L. M., Wahner, A., Zhang, Y. H., and Hofzumahaus, A.: Observation and modelling of OH and HO<sub>2</sub> concentrations in the Pearl River Delta 2006: a missing OH source in a VOC rich atmosphere, Atmos. Chem. Phys., 12, 1541–1569, <a href="https://doi.org/10.5194/acp-12-1541-2012" target="_blank">https://doi.org/10.5194/acp-12-1541-2012</a>, 2012.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib33"><label>33</label><mixed-citation>
      
Lu, Y., Pang, X., Lyu, Y., Li, J., Xing, B., Chen, J., Mao, Y., Shang, Q.,
and Wu, H.: Characteristics and sources analysis of ambient volatile organic
compounds in a typical industrial park: Implications for ozone formation in
2022 Asian Games, Sci. Total Environ., 848, 157746, <a href="https://doi.org/10.1016/j.scitotenv.2022.157746" target="_blank">https://doi.org/10.1016/j.scitotenv.2022.157746</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib34"><label>34</label><mixed-citation>
      
Ma, Z., Xu, H., Meng, W., Zhang, X., Xu, J., Liu, Q., and Wang, Y.: Vertical
ozone characteristics in urban boundary layer in Beijing, Environ. Monit.
Assess., 185, 5449–5460, <a href="https://doi.org/10.1007/s10661-012-2958-5" target="_blank">https://doi.org/10.1007/s10661-012-2958-5</a>, 2013.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib35"><label>35</label><mixed-citation>
      
Mo, Z., Shao, M., Wang, W., Liu, Y., Wang, M., and Lu, S.: Evaluation of
biogenic isoprene emissions and their contribution to ozone formation by
ground-based measurements in Beijing, China, Sci. Total Environ., 627,
1485–1494, <a href="https://doi.org/10.1016/j.scitotenv.2018.01.336" target="_blank">https://doi.org/10.1016/j.scitotenv.2018.01.336</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib36"><label>36</label><mixed-citation>
      
Mo, Z., Huang, S., Yuan, B., Pei, C., Song, Q., Qi, J., Wang, M., Wang, B.,
Wang, C., Li, M., Zhang, Q., and Shao, M.: Deriving emission fluxes of
volatile organic compounds from tower observation in the Pearl River Delta,
China, Sci. Total Environ., 741, 139763, <a href="https://doi.org/10.1016/j.scitotenv.2020.139763" target="_blank">https://doi.org/10.1016/j.scitotenv.2020.139763</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib37"><label>37</label><mixed-citation>
      
Niu, H., Li, K., Chu, B., Su, W., and Li, J.: Heterogeneous Reactions
between Toluene and NO<sub>2</sub> on Mineral Particles under Simulated
Atmospheric Conditions, Environ. Sci. Technol., 51, 9596–9604, <a href="https://doi.org/10.1021/acs.est.7b00194" target="_blank">https://doi.org/10.1021/acs.est.7b00194</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib38"><label>38</label><mixed-citation>
      
Ou, J., Zheng, J., Li, R., Huang, X., Zhong, Z., Zhong, L., and Lin, H.:
Speciated OVOC and VOC emission inventories and their implications for
reactivity-based ozone control strategy in the Pearl River Delta region,
China, Sci. Total Environ., 530–531, 393–402, <a href="https://doi.org/10.1016/j.scitotenv.2015.05.062" target="_blank">https://doi.org/10.1016/j.scitotenv.2015.05.062</a>, 2015.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib39"><label>39</label><mixed-citation>
      
Ou, J., Yuan, Z., Zheng, J., Huang, Z., Shao, M., Li, Z., Huang, X., Guo,
H., and Louie, P. K. K.: Ambient Ozone Control in a Photochemically Active
Region: Short-Term Despiking or Long-Term Attainment?, Environ. Sci. Technol.,
50, 5720–5728, <a href="https://doi.org/10.1021/acs.est.6b00345" target="_blank">https://doi.org/10.1021/acs.est.6b00345</a>, 2016.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib40"><label>40</label><mixed-citation>
      
Pagonis, D., Krechmer, J. E., de Gouw, J., Jimenez, J. L., and Ziemann, P. J.: Effects of gas–wall partitioning in Teflon tubing and instrumentation on time-resolved measurements of gas-phase organic compounds, Atmos. Meas. Tech., 10, 4687–4696, <a href="https://doi.org/10.5194/amt-10-4687-2017" target="_blank">https://doi.org/10.5194/amt-10-4687-2017</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib41"><label>41</label><mixed-citation>
      
Perdigones, B. C., Lee, S., Cohen, R. C., Park, J.-H., and Min, K.-E.: Two
Decades of Changes in Summertime Ozone Production in California's South
Coast Air Basin, Environ. Sci. Technol., 56,
10586–10595, <a href="https://doi.org/10.1021/acs.est.2c01026" target="_blank">https://doi.org/10.1021/acs.est.2c01026</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib42"><label>42</label><mixed-citation>
      
Qi, J., Mo, Z., Yuan, B., Huang, S., Huangfu, Y., Wang, Z., Li, X., Yang,
S., Wang, W., Zhao, Y., Wang, X., Wang, W., Liu, K., and Shao, M.: An
observation approach in evaluation of ozone production to precursor changes
during the COVID-19 lockdown, Atmos. Environ., 262, 118618, <a href="https://doi.org/10.1016/j.atmosenv.2021.118618" target="_blank">https://doi.org/10.1016/j.atmosenv.2021.118618</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib43"><label>43</label><mixed-citation>
      
Sangiorgi, G., Ferrero, L., Perrone, M. G., Bolzacchini, E., Duane, M., and
Larsen, B. R.: Vertical distribution of hydrocarbons in the low troposphere
below and above the mixing height: Tethered balloon measurements in Milan,
Italy, Environ Pollut, 159, 3545–3552, <a href="https://doi.org/10.1016/j.envpol.2011.08.012" target="_blank">https://doi.org/10.1016/j.envpol.2011.08.012</a>, 2011.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib44"><label>44</label><mixed-citation>
      
Shao, M., Wang, W., Yuan, B., Parrish, D. D., Li, X., Lu, K., Wu, L., Wang,
X., Mo, Z., Yang, S., Peng, Y., Kuang, Y., Chen, W., Hu, M., Zeng, L., Su,
H., Cheng, Y., Zheng, J., and Zhang, Y.: Quantifying the role of PM<sub>2.5</sub>
dropping in variations of ground-level ozone: Inter-comparison between
Beijing and Los Angeles, Sci. Total Environ., 788, 147712,  <a href="https://doi.org/10.1016/j.scitotenv.2021.147712" target="_blank">https://doi.org/10.1016/j.scitotenv.2021.147712</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib45"><label>45</label><mixed-citation>
      
Song, X., Li, X.-B., Yuan, B., He, X., Chen, Y., Wang, S., Huangfu, Y.,
Peng, Y., Zhang, C., Liu, A., Yang, H., Liu, C., Li, J., and Shao, M.:
Elucidating key factors in regulating budgets of ozone and its precursors in
atmospheric boundary layer, Clim. Atmos. Sci., 7,
262, doi;10.1038/s41612-024-00818-8, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib46"><label>46</label><mixed-citation>
      
Souri, A. H., Nowlan, C. R., Wolfe, G. M., Lamsal, L. N., Chan Miller, C.
E., Abad, G. G., Janz, S. J., Fried, A., Blake, D. R., Weinheimer, A. J.,
Diskin, G. S., Liu, X., and Chance, K.: Revisiting the effectiveness of
HCHO/NO2 ratios for inferring ozone sensitivity to its precursors using high
resolution airborne remote sensing observations in a high ozone episode
during the KORUS-AQ campaign, Atmos. Environ., 224, 117341, <a href="https://doi.org/10.1016/j.atmosenv.2020.117341" target="_blank">https://doi.org/10.1016/j.atmosenv.2020.117341</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib47"><label>47</label><mixed-citation>
      
Sun, J., Wang, Y., Wu, F., Tang, G., Wang, L., Wang, Y., and Yang, Y.:
Vertical characteristics of VOCs in the lower troposphere over the North
China Plain during pollution periods, Environ. Pollut., 236,
907–915, <a href="https://doi.org/10.1016/j.envpol.2017.10.051" target="_blank">https://doi.org/10.1016/j.envpol.2017.10.051</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib48"><label>48</label><mixed-citation>
      
Tang, G., Zhu, X., Xin, J., Hu, B., Song, T., Sun, Y., Zhang, J., Wang, L.,
Cheng, M., Chao, N., Kong, L., Li, X., and Wang, Y.: Modelling study of
boundary-layer ozone over northern China – Part I: Ozone budget in summer,
Atmos. Res., 187, 128–137, <a href="https://doi.org/10.1016/j.atmosres.2016.10.017" target="_blank">https://doi.org/10.1016/j.atmosres.2016.10.017</a>, 2017.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib49"><label>49</label><mixed-citation>
      
Velasco, E., Márquez, C., Bueno, E., Bernabé, R. M., Sánchez, A., Fentanes, O., Wöhrnschimmel, H., Cárdenas, B., Kamilla, A., Wakamatsu, S., and Molina, L. T.: Vertical distribution of ozone and VOCs in the low boundary layer of Mexico City, Atmos. Chem. Phys., 8, 3061–3079, <a href="https://doi.org/10.5194/acp-8-3061-2008" target="_blank">https://doi.org/10.5194/acp-8-3061-2008</a>, 2008.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib50"><label>50</label><mixed-citation>
      
Vo, T.-D.-H., Lin, C., Weng, C.-E., Yuan, C.-S., Lee, C.-W., Hung, C.-H.,
Bui, X.-T., Lo, K.-C., and Lin, J.-X.: Vertical stratification of volatile
organic compounds and their photochemical product formation potential in an
industrial urban area, J. Environ. Manage., 217, 327–336, <a href="https://doi.org/10.1016/j.jenvman.2018.03.101" target="_blank">https://doi.org/10.1016/j.jenvman.2018.03.101</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib51"><label>51</label><mixed-citation>
      
Wang, C., Yuan, B., Wu, C., Wang, S., Qi, J., Wang, B., Wang, Z., Hu, W., Chen, W., Ye, C., Wang, W., Sun, Y., Wang, C., Huang, S., Song, W., Wang, X., Yang, S., Zhang, S., Xu, W., Ma, N., Zhang, Z., Jiang, B., Su, H., Cheng, Y., Wang, X., and Shao, M.: Measurements of higher alkanes using NO+ chemical ionization in PTR-ToF-MS: important contributions of higher alkanes to secondary organic aerosols in China, Atmos. Chem. Phys., 20, 14123–14138, <a href="https://doi.org/10.5194/acp-20-14123-2020" target="_blank">https://doi.org/10.5194/acp-20-14123-2020</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib52"><label>52</label><mixed-citation>
      
Wang, H., Ma, X., Tan, Z., Wang, H., Chen, X., Chen, S., Gao, Y., Liu, Y.,
Liu, Y., Yang, X., Yuan, B., Zeng, L., Huang, C., Lu, K., and Zhang, Y.:
Anthropogenic monoterpenes aggravating ozone pollution, Natl. Sci. Rev., 9,
nwac103, <a href="https://doi.org/10.1093/nsr/nwac103" target="_blank">https://doi.org/10.1093/nsr/nwac103</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib53"><label>53</label><mixed-citation>
      
Wang, N., Lyu, X., Deng, X., Huang, X., Jiang, F., and Ding, A.: Aggravating
O<sub>3</sub> pollution due to NO<sub><i>x</i></sub> emission control in eastern China, Sci. Total
Environ., 677, 732–744, <a href="https://doi.org/10.1016/j.scitotenv.2019.04.388" target="_blank">https://doi.org/10.1016/j.scitotenv.2019.04.388</a>, 2019.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib54"><label>54</label><mixed-citation>
      
Wang, N., Huang, X., Xu, J., Wang, T., Tan, Z.-M., and Ding, A.:
Typhoon-boosted biogenic emission aggravates cross-regional ozone pollution
in China, Sci. Adv., 8, eabl6166, <a href="https://doi.org/10.1126/sciadv.abl6166" target="_blank">https://doi.org/10.1126/sciadv.abl6166</a> 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib55"><label>55</label><mixed-citation>
      
Wang, W., Qi, J., Zhou, J., Yuan, B., Peng, Y., Wang, S., Yang, S., Williams, J., Sinha, V., and Shao, M.: The improved comparative reactivity method (ICRM): measurements of OH reactivity under high-NO<sub><i>x</i></sub> conditions in ambient air, Atmos. Meas. Tech., 14, 2285–2298, <a href="https://doi.org/10.5194/amt-14-2285-2021" target="_blank">https://doi.org/10.5194/amt-14-2285-2021</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib56"><label>56</label><mixed-citation>
      
Wang, W., Yuan, B., Peng, Y., Su, H., Cheng, Y., Yang, S., Wu, C., Qi, J., Bao, F., Huangfu, Y., Wang, C., Ye, C., Wang, Z., Wang, B., Wang, X., Song, W., Hu, W., Cheng, P., Zhu, M., Zheng, J., and Shao, M.: Direct observations indicate photodegradable oxygenated volatile organic compounds (OVOCs) as larger contributors to radicals and ozone production in the atmosphere, Atmos. Chem. Phys., 22, 4117–4128, <a href="https://doi.org/10.5194/acp-22-4117-2022" target="_blank">https://doi.org/10.5194/acp-22-4117-2022</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib57"><label>57</label><mixed-citation>
      
Wang, W., Li, X., Cheng, Y., Parrish, D. D., Ni, R., Tan, Z., Liu, Y., Lu,
S., Wu, Y., Chen, S., Lu, K., Hu, M., Zeng, L., Shao, M., Huang, C., Tian,
X., Leung, K. M., Chen, L., Fan, M., Zhang, Q., Rohrer, F., Wahner, A.,
Pöschl, U., Su, H., and Zhang, Y.: Ozone pollution mitigation strategy
informed by long-term trends of atmospheric oxidation capacity, Nat.
Geosci., 17, 20–25, <a href="https://doi.org/10.1038/s41561-023-01334-9" target="_blank">https://doi.org/10.1038/s41561-023-01334-9</a>, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib58"><label>58</label><mixed-citation>
      
Wang, Y., Wang, Y., Tang, G., Yang, Y., Li, X., Yao, D., Wu, S., Kang, Y.,
Wang, M., and Wang, Y.: High gaseous carbonyl concentrations in the upper
boundary layer in Shijiazhuang, China, Sci. Total Environ., 799,
149438, <a href="https://doi.org/10.1016/j.scitotenv.2021.149438" target="_blank">https://doi.org/10.1016/j.scitotenv.2021.149438</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib59"><label>59</label><mixed-citation>
      
Wang, Y. H., Gao, W. K., Wang, S., Song, T., Gong, Z. Y., Ji, D. S., Wang,
L. L., Liu, Z. R., Tang, G. Q., Huo, Y. F., Tian, S. L., Li, J. Y., Li, M.
G., Yang, Y., Chu, B. W., Petaja, T., Kerminen, V. M., He, H., Hao, J. M.,
Kulmala, M., Wang, Y. S., and Zhang, Y. H.: Contrasting trends of PM<sub>2.5</sub>
and surface-ozone concentrations in China from 2013 to 2017, Nat.
Sci. Rev., 7, 1331–1339, <a href="https://doi.org/10.1093/nsr/nwaa032" target="_blank">https://doi.org/10.1093/nsr/nwaa032</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib60"><label>60</label><mixed-citation>
      
Wolfe, G. M., Marvin, M. R., Roberts, S. J., Travis, K. R., and Liao, J.: The Framework for 0-D Atmospheric Modeling (F0AM) v3.1, Geosci. Model Dev., 9, 3309–3319, <a href="https://doi.org/10.5194/gmd-9-3309-2016" target="_blank">https://doi.org/10.5194/gmd-9-3309-2016</a>, 2016.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib61"><label>61</label><mixed-citation>
      
Wu, C., Wang, C., Wang, S., Wang, W., Yuan, B., Qi, J., Wang, B., Wang, H., Wang, C., Song, W., Wang, X., Hu, W., Lou, S., Ye, C., Peng, Y., Wang, Z., Huangfu, Y., Xie, Y., Zhu, M., Zheng, J., Wang, X., Jiang, B., Zhang, Z., and Shao, M.: Measurement report: Important contributions of oxygenated compounds to emissions and chemistry of volatile organic compounds in urban air, Atmos. Chem. Phys., 20, 14769–14785, <a href="https://doi.org/10.5194/acp-20-14769-2020" target="_blank">https://doi.org/10.5194/acp-20-14769-2020</a>, 2020.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib62"><label>62</label><mixed-citation>
      
Yang, Q., Li, X.-B., Yuan, B., Zhang, X., Huangfu, Y., Yang, L., He, X., Qi, J., and Shao, M.: Measurement report: Enhanced photochemical formation of formic and isocyanic acids in urban regions aloft – insights from tower-based online gradient measurements, Atmos. Chem. Phys., 24, 6865–6882, <a href="https://doi.org/10.5194/acp-24-6865-2024" target="_blank">https://doi.org/10.5194/acp-24-6865-2024</a>, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib63"><label>63</label><mixed-citation>
      
Yang, S., Yuan, B., Peng, Y., Huang, S., Chen, W., Hu, W., Pei, C., Zhou, J., Parrish, D. D., Wang, W., He, X., Cheng, C., Li, X.-B., Yang, X., Song, Y., Wang, H., Qi, J., Wang, B., Wang, C., Wang, C., Wang, Z., Li, T., Zheng, E., Wang, S., Wu, C., Cai, M., Ye, C., Song, W., Cheng, P., Chen, D., Wang, X., Zhang, Z., Wang, X., Zheng, J., and Shao, M.: The formation and mitigation of nitrate pollution: comparison between urban and suburban environments, Atmos. Chem. Phys., 22, 4539–4556, <a href="https://doi.org/10.5194/acp-22-4539-2022" target="_blank">https://doi.org/10.5194/acp-22-4539-2022</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib64"><label>64</label><mixed-citation>
      
Yang, X., Wang, H., Lu, K., Ma, X., Tan, Z., Long, B., Chen, X., Li, C.,
Zhai, T., Li, Y., Qu, K., Xia, Y., Zhang, Y., Li, X., Chen, S., Dong, H.,
Zeng, L., and Zhang, Y.: Reactive aldehyde chemistry explains the missing
source of hydroxyl radicals, Nat. Commun., 15,
1648, <a href="https://doi.org/10.1038/s41467-024-45885-w" target="_blank">https://doi.org/10.1038/s41467-024-45885-w</a>, 2024.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib65"><label>65</label><mixed-citation>
      
Ye, C., Yuan, B., Lin, Y., Wang, Z., Hu, W., Li, T., Chen, W., Wu, C., Wang, C., Huang, S., Qi, J., Wang, B., Wang, C., Song, W., Wang, X., Zheng, E., Krechmer, J. E., Ye, P., Zhang, Z., Wang, X., Worsnop, D. R., and Shao, M.: Chemical characterization of oxygenated organic compounds in the gas phase and particle phase using iodide CIMS with FIGAERO in urban air, Atmos. Chem. Phys., 21, 8455–8478, <a href="https://doi.org/10.5194/acp-21-8455-2021" target="_blank">https://doi.org/10.5194/acp-21-8455-2021</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib66"><label>66</label><mixed-citation>
      
Yeo, M. J.  and Kim, Y. P.: Long-term trends of surface ozone in Korea,
J. Clean. Prod., 294, 125352, <a href="https://doi.org/10.1016/j.jclepro.2020.125352" target="_blank">https://doi.org/10.1016/j.jclepro.2020.125352</a>, 2021.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib67"><label>67</label><mixed-citation>
      
Yuan, B., Koss, A. R., Warneke, C., Coggon, M., Sekimoto, K., and de Gouw,
J. A.: Proton-Transfer-Reaction Mass Spectrometry: Applications in
Atmospheric Sciences, Chem. Rev., 117, 13187–13229, <a href="https://doi.org/10.1021/acs.chemrev.7b00325" target="_blank">https://doi.org/10.1021/acs.chemrev.7b00325</a>, 2017.


    </mixed-citation></ref-html>
<ref-html id="bib1.bib68"><label>68</label><mixed-citation>
      
Zhang, K., Xiu, G., Zhou, L., Bian, Q., Duan, Y., Fei, D., Wang, D., and Fu,
Q.: Vertical distribution of volatile organic compounds within the lower
troposphere in late spring of Shanghai, Atmos. Environ., 186,
150–157, <a href="https://doi.org/10.1016/j.atmosenv.2018.03.044" target="_blank">https://doi.org/10.1016/j.atmosenv.2018.03.044</a>, 2018.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib69"><label>69</label><mixed-citation>
      
Zhang, Y., Xue, L., Mu, J., Chen, T., Li, H., Gao, J., and Wang, W.:
Developing the Maximum Incremental Reactivity for Volatile Organic Compounds
in Major Cities of Central-Eastern China, J. Geophys. Res.-Atmospheres, 127, e2022JD037296, <a href="https://doi.org/10.1029/2022JD037296" target="_blank">https://doi.org/10.1029/2022JD037296</a>, 2022.

    </mixed-citation></ref-html>
<ref-html id="bib1.bib70"><label>70</label><mixed-citation>
      
Zhao, M., Zhang, Y., Pei, C., Chen, T., Mu, J., Liu, Y., Wang, Y., Wang, W.,
and Xue, L.: Worsening ozone air pollution with reduced NO<sub><i>x</i></sub> and VOCs in the
Pearl River Delta region in autumn 2019: Implications for national control
policy in China, J. Environ. Manage., 324, 116327, <a href="https://doi.org/10.1016/j.jenvman.2022.116327" target="_blank">https://doi.org/10.1016/j.jenvman.2022.116327</a>, 2022.

    </mixed-citation></ref-html>--></article>
