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<article xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:oasis="http://docs.oasis-open.org/ns/oasis-exchange/table" xml:lang="en" dtd-version="3.0" article-type="methods-article"><?xmltex \bartext{Technical note}?>
  <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-22-13423-2022</article-id><title-group><article-title>Technical note: Northern midlatitude baseline ozone – long-term changes and the COVID-19
impact</article-title><alt-title>Northern midlatitude baseline ozone</alt-title>
      </title-group><?xmltex \runningtitle{Northern midlatitude baseline ozone}?><?xmltex \runningauthor{D. D. Parrish et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>Parrish</surname><given-names>David D.</given-names></name>
          <email>david.d.parrish.llc@gmail.com</email>
        <ext-link>https://orcid.org/0000-0001-6312-2724</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff2">
          <name><surname>Derwent</surname><given-names>Richard G.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Faloona</surname><given-names>Ian C.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-7296-9046</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff4">
          <name><surname>Mims</surname><given-names>Charles A.</given-names></name>
          
        </contrib>
        <aff id="aff1"><label>1</label><institution>David D. Parrish, LLC, 4630 MacArthur Ln, Boulder, Colorado, USA</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>rdscientific, Newbury, Berkshire, UK</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Department of Land, Air, &amp; Water Resources, University of
California, Davis, California, USA</institution>
        </aff>
        <aff id="aff4"><label>4</label><institution>Department of Chemical Engineering &amp; Applied Chemistry,
University of Toronto, Ontario, Canada</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">David D. Parrish (david.d.parrish.llc@gmail.com)</corresp></author-notes><pub-date><day>18</day><month>October</month><year>2022</year></pub-date>
      
      <volume>22</volume>
      <issue>20</issue>
      <fpage>13423</fpage><lpage>13430</lpage>
      <history>
        <date date-type="received"><day>13</day><month>June</month><year>2022</year></date>
           <date date-type="rev-request"><day>16</day><month>June</month><year>2022</year></date>
           <date date-type="rev-recd"><day>23</day><month>September</month><year>2022</year></date>
           <date date-type="accepted"><day>25</day><month>September</month><year>2022</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2022 David D. Parrish et al.</copyright-statement>
        <copyright-year>2022</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/22/13423/2022/acp-22-13423-2022.html">This article is available from https://acp.copernicus.org/articles/22/13423/2022/acp-22-13423-2022.html</self-uri><self-uri xlink:href="https://acp.copernicus.org/articles/22/13423/2022/acp-22-13423-2022.pdf">The full text article is available as a PDF file from https://acp.copernicus.org/articles/22/13423/2022/acp-22-13423-2022.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d1e130">A nonlinear change in baseline ozone concentrations at
northern midlatitudes has been quantified over preceding decades. During the
past few years, several studies, using linear trend analyses, report
relatively small trends over selected time periods – results inconsistent
with the earlier developed picture. We show that reported COVID-19-related
ozone changes in the background troposphere based on the linear analysis are
significantly larger than those derived considering recent long-term
decreases in background ozone, which the linear trend analyses do not
quantify. We further point out that the extensive loss of lower
stratospheric ozone in the unprecedented 2020 springtime Arctic
stratospheric ozone depletion event likely reduced the natural source to the
troposphere, rendering the background anomalously low that year.
Consideration of these two issues indicates that the COVID-19 restrictions
had a much smaller impact on background tropospheric ozone in 2020 than
previously reported. A consensus understanding of baseline ozone changes and
their causes is important for formulating policies to improve ozone air
quality; cooperative, international emission control efforts aimed at
continuing or even accelerating the ongoing decrease in hemisphere-wide
background ozone concentrations may be the most effective approach to
further reducing urban and rural ozone in the more developed northern
midlatitude countries, as well as improving ozone air quality in all
countries within these latitudes. Analysis of baseline ozone measurements
over several years following the COVID-19 impact is expected to provide a
firm basis for resolving the inconsistencies between the two views of
long-term northern midlatitude ozone changes and better quantifying the
COVID-19 impact.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d1e142">Ozone is a species of central importance in the troposphere. Ozone itself is
an air pollutant of concern throughout the world and is also a greenhouse
gas contributing to climate change. Its photolysis in the presence of water
vapor is the dominant source of hydroxyl radicals, which initiate complex
radical chain chemistry that removes many air pollutants from the
atmosphere but also produces a wide range of secondary photochemical
products, some of which are important pollutants themselves. Fully
understanding the temporal and spatial distribution of ozone within the
troposphere is difficult because it is directly injected from the
stratosphere and also is produced within the troposphere from photochemical
reactions of precursors emitted by numerous, widely distributed natural and
anthropogenic sources.</p>
      <p id="d1e145">By about 10 years ago, a broad understanding of the ozone distribution in
the background troposphere at northern midlatitudes had been established;
that understanding includes, among others, three important quantified
features:
<list list-type="bullet"><list-item>
      <p id="d1e150">In response to increasing ozone precursor emissions accompanying industrial
development, ozone had increased markedly over the last half of the
20th century. Quite early, Crutzen (1988) realized that “at more remote background stations substantial ozone increases have taken
place.” Logan et al. (2012) gave a quantification of these changes over
Europe, and Parrish et al. (2012, 2014) determined that increase amounted to
a factor of approximately 2 between 1950 and 2000.</p></list-item><list-item>
      <p id="d1e154">Due to the long lifetime of ozone in the free troposphere combined with the
dominant zonal atmospheric transport at midlatitudes, a high degree of zonal
similarity exists in the average midlatitude ozone distribution. This was
realized quite early by Junge (1962): “With respect to ozone the (northern
midlatitude) troposphere can be considered a well-mixed reservoir”. Parrish et al. (2012, 2014) demonstrated that long-term
changes were zonally similar within statistical uncertainties. There is one
documented, statistically significant spatial gradient in average background
ozone; as summarized by Crutzen et al. (1999) there is a “tendency for
O<inline-formula><mml:math id="M1" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> mixing ratios to increase with height, … due to influx
from the stratosphere and some net ozone production in the upper
troposphere, along with uptake of ozone at the surface”.</p></list-item><list-item>
      <p id="d1e167">Effective efforts to reduce precursor emissions in North America, Europe
and later in China ended the increase and had even reversed the trend in
background ozone concentrations. Consequently, long-term ozone changes have
been highly nonlinear. Logan et al. (2012) found “that the ozone increased
by 6.5–10 ppb in 1978–1989 and 2.5–4.5 ppb in the 1990s and decreased by
4 ppb in the 2000s in summer with no significant changes in other seasons”.</p></list-item></list>
In the following discussion we refer to this understanding as the
“conventional wisdom”.</p>
      <p id="d1e171">In the past few years, several published papers with a common group of lead
authors have reached conclusions inconsistent with all three elements of
this conventional wisdom:
<list list-type="bullet"><list-item>
      <p id="d1e176">Tarasick et al. (2019) critically reviewed historical ozone measurements
and concluded that ozone had increased to a significantly smaller extent
than a factor of 2 during industrial development: “there is
robust evidence for increases in the temperate and polar regions of the
Northern Hemisphere of 30 %–70 %.”</p></list-item><list-item>
      <p id="d1e180">Gaudel et al. (2018, 2020), Cooper et al. (2020) and Chang et al. (2022)
reported substantial spatial differences in derived long-term ozone changes
at northern midlatitudes.</p></list-item><list-item>
      <p id="d1e184">These same papers (Gaudel et al., 2018, 2020; Cooper et al., 2020; Chang
et al., 2022) utilized linear trend analysis approaches and found
only small, positive or negative mean trends over the past 2 to 3 decades
throughout northern midlatitudes; these results were interpreted as
indicating that only small changes had occurred.</p></list-item></list>
In the following discussion we refer to the picture developed in these
recent papers as the “linear trend view”. Confusion remains regarding
these issues because none of the recently published papers assessed the
origins of, or the reasons for, the inconsistencies between their analyses
and the earlier conventional wisdom.</p>
      <p id="d1e188">Authors of this paper have been involved in several recent efforts to
resolve the inconsistencies between the conventional wisdom and the linear trend view:
<list list-type="bullet"><list-item>
      <p id="d1e193">Parrish et al. (2021a) identified several biases in the Tarasick et al. (2019) ozone trend determination and concluded that “northern mid-latitude
tropospheric baseline ozone concentrations … increased by a
factor of 2.1 <inline-formula><mml:math id="M2" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.2 over the 1950–2000 period.” The biases in the
Tarasick et al. (2019) analysis primarily arose from the comparison of
historical data generally collected at baseline representative sites with
modern data collected at different, rural sites within the European
continental boundary layer. This analysis in the present paper is based on
measurement data collected at carefully selected baseline sites.</p></list-item><list-item>
      <p id="d1e204">Parrish et al. (2020) quantified the degree of zonal similarity of ozone at
northern midlatitudes by selecting the longest, high-quality, baseline ozone
data sets available at northern midlatitudes; they found no statistically
significant differences in either long-term changes or seasonal cycles among
eight in situ data sets collected at surface sites within the marine
boundary layer and higher-elevation mountain sites and from aircraft and
sondes in the free troposphere.</p></list-item><list-item>
      <p id="d1e208">Parrish et al. (2021b) synthesized multiple published linear trend analyses
of western US baseline ozone and showed that all results are consistent
with an overall, nonlinear change – a rapid increase (<inline-formula><mml:math id="M3" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 5 ppb per decade) during the 1980s that slowed in the 1990s and maximized in the
mid-2000s and was followed by a slow decrease (<inline-formula><mml:math id="M4" display="inline"><mml:mo lspace="0mm">∼</mml:mo></mml:math></inline-formula> 1 ppb per decade) thereafter.</p></list-item></list>
These efforts support the conventional wisdom quantification of all three
features of the northern midlatitude ozone distribution.</p>
      <p id="d1e227">The decrease of anthropogenic emissions associated with the COVID-19
pandemic provides an additional opportunity to investigate the
inconsistencies between these two views of the northern midlatitude ozone
distribution. The reduction in societal activity associated with efforts to
stem the COVID-19 pandemic significantly reduced anthropogenic precursor
emissions, thereby perturbing ozone photochemical production. Consequently,
there has been great interest in investigating the effect of this
perturbation on the ozone distribution based on observations, both within
polluted continental regions (Gkatzelis et al., 2021, and Sokhi et al., 2021,
provide reviews) and within the global background troposphere. Our goal is
to examine the reported quantifications of COVID-19-related ozone changes in
the background troposphere at northern midlatitudes within the context of
the established long-term changes in baseline ozone that have occurred over
the past 4 decades. In this work the term “baseline” is used to refer
to measurements that have been made at locations that are free of recent
continental influences and thus directly reflect ozone in the background
troposphere.</p>
      <p id="d1e230">Steinbrecht et al. (2021) point out that during 2020, ozone concentrations
observed in the Northern Hemisphere free troposphere were lower than in any
previous year since at least 2000 and use those observations to estimate
the COVID-19 impact on ozone concentrations outside of polluted regions.
They conclude that from April to August 2020 and from 1 to 8 km altitude, ozone was on average 7 % (<inline-formula><mml:math id="M5" display="inline"><mml:mo lspace="0mm">≈</mml:mo></mml:math></inline-formula> 4 ppb, i.e., nmol mol<inline-formula><mml:math id="M6" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
smaller than the 2000–2020 climatological mean and that the major cause
for this difference is COVID-19-related emission reductions during 2020.
Cristofanelli et al. (2021) report negative ozone anomalies at a high
mountain site in northern Italy that are consistent with the findings of
Steinbrecht et al. (2021). Clark et al. (2021) utilize In-service Aircraft
for a Global Observing System (IAGOS) to document a slightly negative ozone
anomaly in the free troposphere above Frankfurt, Germany; this anomaly lies
just outside of the range of interannual variability based on their
1994–2019 climatology. Chang et al. (2022) focus on the free troposphere
over western North America and Europe; they document negative ozone
anomalies in 2020 in the free troposphere that are the most profound since
their reference year of 1994.</p>
      <p id="d1e252">In this work we investigate an additional question not considered in these
reports but one that must be answered to accurately estimate the reduction
of tropospheric ozone associated with COVID-19 impacts: what baseline ozone
concentrations would have been expected in 2020 in the absence of the
COVID-19 pandemic? As discussed earlier, there are conflicting treatments of
the pre-pandemic trends. The conventional wisdom holds that following a
decades-long increase of ozone at northern midlatitudes associated with
industrial development, baseline ozone has decreased throughout northern
midlatitudes since the mid-2000s (Logan et al., 2012; Parrish et al., 2017,
2020, 2021a). This decrease has been plausibly attributed to decreasing
precursor emissions in Europe, North America and, more recently, China
(e.g., Jiang et al., 2020). Additionally, stratosphere-to-troposphere
exchange (STE) of ozone may also have played an important role (Polvani et
al., 2018; Griffiths et al., 2020; Abalos et al., 2020). The Arctic ozone
depletion in 2020 was the largest observed to date (Wohltmann et al., 2020;
Weber et al., 2021) and was especially pronounced in the lower stratosphere
(Ardra et al., 2022). This depletion likely reduced the STE of ozone
coincident with, but independent of, the reduction of precursor emissions
due to COVID-19.</p>
      <p id="d1e255">Both of these impacts, the long-term changes in baseline ozone and the
interannual fluctuations in STE, must be quantitatively considered before it
is possible to accurately estimate the extent to which COVID-19-related
precursor emission reductions actually perturbed baseline ozone
concentrations. In this work, we quantitatively address the impact of the
long-term changes. We do not attempt to accurately quantify the impact of
reduced STE but do note that the impact from its anomalously large
perturbation from the average Northern Hemisphere stratospheric
contribution would serve to further diminish the quantified role of
COVID-19 restrictions in determining the 2020 tropospheric ozone levels.</p>
</sec>
<sec id="Ch1.S2">
  <label>2</label><title>Methods and results</title>
      <p id="d1e266">The observational data and most analysis results discussed here are taken
from the published literature, as referenced herein; no new measurement data
are required, although we do include some recent supporting data in the
Supplement. Our goal is to put disparate analyses and discussions into a
common context in order to answer as fully as possible the question posed
above and to help further resolve the inconsistencies between the
conventional wisdom and the linear trend view of the northern midlatitude
ozone distribution.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><?xmltex \currentcnt{1}?><?xmltex \def\figurename{Figure}?><label>Figure 1</label><caption><p id="d1e271">Baseline ozone concentrations at northern midlatitudes over 4
decades. Gray points are normalized, deseasonalized monthly mean northern
midlatitude data, open circles with error bars are 2-year means with
standard deviations of the gray points, and the solid black curve is a
quadratic polynomial fit to the gray points (Parrish et al., 2020). The
dashed black line extrapolates the quadratic fit to mid-2020. The red square
and green circle indicate estimates of the year 2020 annual mean from
Steinbrecht et al. (2021) and the extrapolation of the quadratic fit,
respectively; the error bars on the green circle indicate the estimated
95 % confidence limit of the extrapolation. The dotted blue bar indicates
the 2000 to 2020 mean normalized baseline ozone derived from integration of
the quadratic fit. The violet line segment has a slope equal to the weighted
mean of the northern midlatitude linear trends for 1994–2019 given in Table 2 of Chang et al. (2022), normalized to the 1994–2018 2-year means.
</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/22/13423/2022/acp-22-13423-2022-f01.png"/>

      </fig>

      <p id="d1e280">Parrish et al. (2020) analyzed eight baseline data sets collected in western
North America and western Europe; these observations and the derived
long-term baseline ozone changes are plotted in Fig. 1, which is modified
from Figs. 9 and 10 of Parrish et al. (2020). These data include the
longest available time series of high quality measurements conducted at
surface sites (from the marine boundary layer up to mountain tops) and
airborne (sonde and aircraft) platforms. The conventional wisdom implies
that the long lifetime of ozone in the free troposphere (longer than
circum-global transport times at these latitudes) ensures that mean ozone
concentrations exhibit a high degree of zonal similarity. Parrish et al. (2020) show that, as expected, there are no statistically significant
differences in the long-term ozone changes derived from these eight
independent data sets; thus the relatively small number of locations (12
included in the eight data sets) serves to accurately characterize the mean
long-term baseline ozone changes throughout northern midlatitudes. These
data clearly show the nonlinear behavior described above with a decreasing
trend in the recent past; the average ozone levels observed in the pre-COVID
years (2014–2018) were already lower than any previous year since 2000.
Moreover, Parrish et al. (2021b) show that the quadratic fit used to
describe this nonlinearity in these to the long-term ozone changes shown in
Fig. 1 is consistent, within the estimated errors, with all other reported
trends in baseline ozone across the western United States. Power series analysis showed
that these baseline ozone changes are quantified to the limit of statistical
significance by the quadratic polynomial fit (solid curve in Fig. 1) to
the monthly mean data defined by<?xmltex \hack{\newpage}?>
          <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M7" display="block"><mml:mrow><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:mo>=</mml:mo><mml:mi>a</mml:mi><mml:mo>+</mml:mo><mml:mi>b</mml:mi><mml:mo>⋅</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mi>c</mml:mi><mml:mo>⋅</mml:mo><mml:msup><mml:mi>t</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
        where the derived coefficient values are <inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mi>a</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>.2 <inline-formula><mml:math id="M9" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.2 ppb, <inline-formula><mml:math id="M10" display="inline"><mml:mrow><mml:mi>b</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>.21 <inline-formula><mml:math id="M11" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.06 ppb yr<inline-formula><mml:math id="M12" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> and <inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mo>-</mml:mo></mml:mrow></mml:math></inline-formula>(18 <inline-formula><mml:math id="M14" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 6) <inline-formula><mml:math id="M15" display="inline"><mml:mo>×</mml:mo></mml:math></inline-formula> 10<inline-formula><mml:math id="M16" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> ppb yr<inline-formula><mml:math id="M17" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, with <inline-formula><mml:math id="M18" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> <inline-formula><mml:math id="M19" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> year <inline-formula><mml:math id="M20" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> 2000, which is the time in years
referenced to the beginning of year 2000. The deseasonalized monthly mean
data from each data set were normalized to zero at that reference time,
which is consistent with the derived <inline-formula><mml:math id="M21" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> parameter value near zero. Section S1 in the Supplement
discusses additional aspects of this fit.
<?xmltex \hack{\newpage}?>
The data from which the quadratic curve fit is derived extend only up to
2018, and although we acknowledge that extension of a parametric, nonlinear
regression is not always advisable, a modest 3-year extrapolation of
Eq. (1) (dotted black curve in Fig. 1) provides a reasonable estimate
of <inline-formula><mml:math id="M22" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>3.2 <inline-formula><mml:math id="M23" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.3 ppb (green circular symbol in Fig. 1) for the
normalized baseline ozone in mid-2020. This extrapolation thus provides an
estimate of the expected baseline ozone concentrations in 2020 had the
COVID-19 pandemic not occurred. Extrapolations of other plausible fits to
the ozone decrease following the mid-2000s maximum generally pass within the
2<inline-formula><mml:math id="M24" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> confidence interval indicated by the error bars.</p>
      <p id="d1e480">Steinbrecht et al. (2021) compare ozone measured in the year 2020 with the
20-year 2000–2020 climatological mean and find that 2020 was on
average <inline-formula><mml:math id="M25" display="inline"><mml:mo>≈</mml:mo></mml:math></inline-formula> 4 ppb lower. The 2000–2020 mean baseline ozone can be
derived from integration of the quadratic fit given by Eq. (1); the
result is indicated by the blue line segment in Fig. 1. Since the 2000 to
2020 period includes both the baseline ozone maximum in the 2000s and lower
concentrations in the 2010s, that average is <inline-formula><mml:math id="M26" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.4 ppb, i.e., similar to, but
slightly smaller than, the year 2000 normalization of 0 ppb. The result of
Steinbrecht et al. (2021) implies that 2020 mean baseline ozone is <inline-formula><mml:math id="M27" display="inline"><mml:mo>≈</mml:mo></mml:math></inline-formula> 4.4 ppb below the year 2000 value, as indicated by the red square in
Fig. 1.</p>
      <p id="d1e504">Chang et al. (2022) apply a multiple linear regression model to estimate
trends and associated uncertainties for 15 northern midlatitude ozone data
sets of ozone profiles in the free troposphere (see their Table 2). The mean
of the derived trends (each trend weighted by the inverse of the square of
its uncertainty) over the 1994–2019 period is <inline-formula><mml:math id="M28" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.025 <inline-formula><mml:math id="M29" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.015 ppb yr<inline-formula><mml:math id="M30" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which corresponds to a small net change (<inline-formula><mml:math id="M31" display="inline"><mml:mo lspace="0mm">-</mml:mo></mml:math></inline-formula>0.6 <inline-formula><mml:math id="M32" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.4 ppb)
over that 26-year period. This result is included in Fig. 1 as the violet
line, which has the above slope and is normalized to the 12 2-year means
included within that period. An extrapolation of that line to mid-2020
(indicated by a single dot in the figure) gives an estimate of <inline-formula><mml:math id="M33" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.7 ppb for
2020 northern midlatitude baseline ozone had the COVID-19 pandemic not
occurred. Importantly, the slope of the net change over the 1994–2019 period
can also be calculated from the quadratic fit of Eq. (1):
          <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M34" display="block"><mml:mrow><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">dO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow><mml:mo>/</mml:mo><mml:mi mathvariant="normal">d</mml:mi><mml:mi>t</mml:mi><mml:mo>=</mml:mo><mml:mi>b</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mi>c</mml:mi><mml:mo>⋅</mml:mo><mml:mi>t</mml:mi><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
        This slope evaluated at 2007 (i.e., the midpoint of the 1994–2019 period)
is <inline-formula><mml:math id="M35" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.042 <inline-formula><mml:math id="M36" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.006 ppb yr<inline-formula><mml:math id="M37" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> based on the quadratic fit parameters
given above. These estimated slopes are small because the midpoint of this
period is close to the maximum of the quadratic fit in 2006 <inline-formula><mml:math id="M38" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 3 years
(Parrish et al., 2020). The slope derived from Eq. (2) corresponds to a
net change of <inline-formula><mml:math id="M39" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.1 <inline-formula><mml:math id="M40" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.2 ppb over the 1994–2019 period. This comparison
indicates that the net ozone change values over the 26-year period derived in the
analyses of Parrish et al. (2020) and Chang et al. (2022) agree closely,
<inline-formula><mml:math id="M41" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.1 <inline-formula><mml:math id="M42" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.2 and <inline-formula><mml:math id="M43" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>0.6 <inline-formula><mml:math id="M44" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.4 ppb, respectively, although the latter
analysis does not attempt to quantify the nonlinear character of the
long-term change that results in that small net change. Chang et al. (2022)
present other averaging approaches over differing time periods; there are
small differences in the derived trends, but all give a trend of zero within
<inline-formula><mml:math id="M45" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>0.1 ppb yr<inline-formula><mml:math id="M46" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, indicating small overall changes similar to the
violet straight line segment in Fig. 1. Table S1 and Fig. S1 in the Supplement compare all
of these Chang et al. (2020) fits with fits derived from Eq. (2).</p>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Discussion</title>
      <p id="d1e694">The two different approaches to characterizing the underlying long-term
changes give two significantly different values of the baseline ozone
concentrations expected at northern midlatitudes in 2020 in the absence of
the COVID-19 pandemic. As illustrated in Fig. 1, the conventional wisdom
(i.e., extrapolation of the nonlinear changes derived over the past 4
decades as quantified by Parrish et al., 2020) gives the expectation that
even without the pandemic in 2020, baseline ozone would have decreased to
3.2 <inline-formula><mml:math id="M47" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.3 ppb (green circular symbol in Fig. 1) below the reference
year 2000. In contrast, the linear trend view (i.e., using either the
2000–2020 climatological mean (Steinbrecht et al., 2021) or extrapolation
of the small mean linear trend derived by Chang et al., 2022) gives
significantly larger expected 2020 baseline ozone, only 0.4 ppb (blue line
segment) or 0.7 ppb (extrapolation of the violet line) below the reference
year 2000, respectively. These differing expectations then lead to different
conclusions regarding the impact of the COVID-19 emission reductions: <inline-formula><mml:math id="M48" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.2 <inline-formula><mml:math id="M49" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.3 ppb from the conventional wisdom versus <inline-formula><mml:math id="M50" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>4 ppb (Steinbrecht et
al., 2021) or <inline-formula><mml:math id="M51" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>3.7 ppb (Chang et al., 2022) from the linear trend view.</p>
      <p id="d1e732">Several studies have emphasized the more qualitative observation that 2020
baseline ozone was anomalously low. Steinbrecht et al. (2021) note that
“monthly means in spring and summer 2020 were actually the lowest, or close
to the lowest, since 2000” in several ozonesonde data sets. Cristofanelli
et al. (2021) report that “Low O<inline-formula><mml:math id="M52" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> monthly anomalies were observed
during spring (MAM) and summer (JJA), when periods of low O<inline-formula><mml:math id="M53" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>
intertwined with periods with higher O<inline-formula><mml:math id="M54" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>, within climatological ranges”
at Mt. Cimone in Italy. Chang et al. (2022) find “that free tropospheric
ozone negative anomalies in 2020 are the most profound since the benchmark
year of 1994 for both Europe and western North America.” Clark et al. (2021) note that the ozone “anomaly in the free troposphere above 2000 m is
negative, lying just outside of the range of interannual variability based
on the 26-year (IAGOS) time series (at Frankfurt, Germany).” Importantly,
the conventional wisdom view would have predicted these qualitative
findings, even in the absence of the COVID-19 impact; the quadratic fit
illustrated in Fig. 1 indicates that the continuing baseline ozone
decrease would have been expected to lower average northern midlatitude
baseline ozone below that in any previous year since 1990.
<?xmltex \hack{\newpage}?>
A further complication is also important. As Steinbrecht et al. (2021) note,
the largest Arctic ozone depletion event on record occurred in the spring of
2020. That depletion was more significant than past events, particularly at
lower altitudes (13–18 km), as illustrated in Wohltmann et al. (2020), Manney
et al. (2020) and Ardra et al. (2022). Thus in comparing 2011 and 2020, as
was done by Steinbrecht et al. (2021), the reduction in tropospheric mean
ozone due to a diminished stratospheric influx was likely smaller in 2011.
This difference between the 2 years is clearly illustrated by Fig. 3a
and b in Steinbrecht et al. (2021), which show an average decrease of
<inline-formula><mml:math id="M55" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 2.5 % in ozone measured by sondes between 8–15 km in
2011, whereas the depletion is 10 % in the same layer in 2020. It is clear
that ozone in the lower stratosphere was significantly less during 2020 than
in 2011. Influx of stratospheric ozone into the troposphere occurs
predominantly by quasi-horizontal isentropic mixing in the extratropics and
is strongest in the springtime Northern Hemisphere (Holton et al., 1995).
While quantifying the exact impact that this extreme Arctic ozone depletion
event had on tropospheric ozone in 2020 is difficult, an approximate
estimate can be made. If we assume that the 10 % ozone depletion in the
lower stratosphere in 2020 implies a 10 % reduction in STE, and if we
assume that 25 % of the ozone in the free troposphere at northern
midlatitudes is of stratospheric origin (see Plate 6 of Lelieveld and
Dentener, 2000), then a 2.5 % decrease of ozone in the free troposphere at
northern midlatitudes is expected beyond that due to the long-term downward
trend illustrated in Fig. 1. This estimate is in accord with a recent
simulation (Bouarar et al., 2021), which found that the impact of the
springtime Arctic stratospheric ozone depletion on the northern hemispheric
tropospheric ozone burden in April–August 2020 was 2 %–3 % (approximately
1–2 ppb).</p>
      <p id="d1e771">In summary, Steinbrecht et al. (2021) demonstrate that average 2020 free
tropospheric ozone across the Northern Hemisphere decreased from the
2000–2020 climatological mean by <inline-formula><mml:math id="M56" display="inline"><mml:mo>≈</mml:mo></mml:math></inline-formula> 7 % (<inline-formula><mml:math id="M57" display="inline"><mml:mo lspace="0mm">≈</mml:mo></mml:math></inline-formula> 4 ppb). They
attribute this difference to the COVID-19 crisis. However, here we compare
2020 ozone to that extrapolated from the nonlinear long-term ozone changes
that have occurred over the last 4 decades and quantify a COVID-19
impact of significantly smaller magnitude (decrease of 1.2 <inline-formula><mml:math id="M58" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.3 ppb);
considering the 95 % confidence limit of the result, the 2020 expectation
is even consistent with no COVID-19 impact on baseline ozone at northern
midlatitudes. Indeed, the estimated 1–2 ppb baseline O<inline-formula><mml:math id="M59" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> decrease from
the 2020 Arctic depletion event (Bouarar et al., 2021) combined with the
conventional wisdom estimate is sufficient to explain all of the 2020 ozone
decrease without any impact from COVID-19 emission reductions.</p>
      <p id="d1e804">Importantly, 2 or 3 years of data collected after the impact of the
COVID-19 pandemic on ozone precursor emissions has ended will allow a more
accurate and precise determination of the magnitude of that COVID-19 impact
and will allow us to determine whether the conventional wisdom or the linear trend view provides a more realistic and accurate characterization of
long-term baseline ozone changes at northern midlatitudes. One future
investigation will be illuminating; the long-term record of baseline-sorted
ozone measurements at Mace Head (Derwent et al., 2018) can be extended.
Figure 2 compares the unsorted monthly mean ozone concentrations measured at
the Mace Head Atmospheric Research Station on the North Atlantic Ocean
coastline of Ireland. Three consecutive 10-year climatologies are
represented showing the rise in baseline ozone from the end of the 20th
century, with the peak in the early 21st century. Also shown are the
<inline-formula><mml:math id="M60" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>2 standard deviations for the entire 30 years and the monthly
averages during the year of 2020 impacted by COVID-19. According to the
northern hemispheric baseline concentrations shown in Fig. 1, the baseline
ozone of 2020 is expected to be similar to that of the 1987–1996 interval.
Comparing these curves shows how the deviations in 2020, outside of the
month of July, are inconsequential with respect to those expected.
Furthermore, the 2020 fluctuations remain within the 30-year climatological
<inline-formula><mml:math id="M61" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>2 standard deviations envelope. These comparisons suggest that the
COVID-19 impact on baseline ozone at northern midlatitudes is small enough
that it will be difficult to extract a quantification that is statistically
significantly different from zero. Additionally, a preliminary analysis of a
32-year (1990–2021) time series of annual means of maximum daily 8 h
average ozone measured at seven isolated rural sites of the Clean Air Status
and Trends Network (CASTNET; <uri>https://www.epa.gov/castnet</uri>, last access: 29 August 2022) in
the western United States is described in Sect. S3 of the Supplement; this analysis
finds a small COVID-19 impact (<inline-formula><mml:math id="M62" display="inline"><mml:mo lspace="0mm">-</mml:mo></mml:math></inline-formula>0.5 <inline-formula><mml:math id="M63" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 1.2 ppb) in the year 2020,
consistent with that derived from the extrapolation of the quadratic
baseline ozone change discussed above.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><?xmltex \currentcnt{2}?><?xmltex \def\figurename{Figure}?><label>Figure 2</label><caption><p id="d1e841">Time series of monthly mean ozone mixing ratios measured at the
Mace Head Atmospheric Research Station on the North Atlantic Ocean coastline
of Ireland. These data have not been sorted for baseline conditions. The
broken curves show the three consecutive decadal averages: 1987–1996 (dotted orange), 1997–2006 (dashed green) and 2007–2016 (dotted–dashed blue). The shaded
region represents the <inline-formula><mml:math id="M64" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula>2<inline-formula><mml:math id="M65" display="inline"><mml:mi mathvariant="italic">σ</mml:mi></mml:math></inline-formula> of the 30-year averages, and the solid
dark red line plots the 2020 data.</p></caption>
        <?xmltex \igopts{width=241.848425pt}?><graphic xlink:href="https://acp.copernicus.org/articles/22/13423/2022/acp-22-13423-2022-f02.png"/>

      </fig>

      <p id="d1e864">In closing, we note that a clear resolution of the inconsistencies between
the conventional wisdom and the linear trend view is important for designing
air quality improvement strategies for local and regional ozone air quality
in the earlier developing economies (i.e., in North America and western
Europe). In these countries, local and regional emission control efforts have
reduced domestic ozone production by large factors, leaving relatively
little opportunity for further ozone air quality improvement through
domestic emission controls alone (Parrish et al., 2022; Derwent et al., 2022
and references therein). Consequently, cooperative, international emission
control efforts aimed at continuing or even accelerating the ongoing
decrease in northern midlatitude baseline ozone concentrations may be the
most effective approach to further ozone reductions in these earlier
developing countries. As quantified by Steinbrecht et al. (2021) and
illustrated in Fig. 1, northern midlatitude baseline ozone concentrations
in 2020 were <inline-formula><mml:math id="M66" display="inline"><mml:mo>∼</mml:mo></mml:math></inline-formula> 8 % below those in 2000, which were in turn
47 % to 57 % above the 1950 concentrations according to the analysis of
Parrish et al. (2021a); this difference implies there may be a large
potential for additional reductions in northern midlatitude baseline ozone
concentrations before they approach preindustrial levels. Complicating this
picture is mounting evidence that the STE source of ozone will increase in
coming decades due to acceleration of the Brewer–Dobson circulation driven
by the changing climate (e.g., Meul et al., 2018; Abalos et al., 2020); this
additional issue emphasizes the importance of understanding, from first
principles, the distribution of tropospheric background ozone and the
causes of its long-term changes.</p>
</sec>

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

      <p id="d1e878">All of the data utilized in this paper are available from the  public CASTNET data archive (<uri>https://www.epa.gov/castnet</uri>, EPA, 2022), in Derwent at al. (2018) and in publications cited in the caption of Fig. 1.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><p id="d1e885">The supplement related to this article is available online at: <inline-supplementary-material xlink:href="https://doi.org/10.5194/acp-22-13423-2022-supplement" xlink:title="pdf">https://doi.org/10.5194/acp-22-13423-2022-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d1e894">DDP conceptualized the study. All four authors contributed analysis and figures to the paper and the Supplement. DDP wrote the original draft manuscript. All four authors edited the manuscript and provided feedback on the interpretation of the results.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d1e900">David D. Parrish also works as an atmospheric chemistry consultant (David D. Parrish, LLC); he has had contracts funded by several state and federal agencies and industrial coalitions, although they did not support
the work reported in this paper. The authors have no other competing interests to declare.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d1e906">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e912">The 2020 ozone observations from the Mace Head station were taken from the
EBAS database (<uri>https://ebas-data.nilu.no</uri>) and were provided by T.  Gerard
Spain of the Department of Physics, National University of Ireland – Galway,
and Peter G. Simmonds of the School of Chemistry, University of Bristol.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d1e920">Ian C. Faloona's effort on this work was supported by the USDA National Institute of
Food and Agriculture (Hatch project CA-D-LAW-2481-H, “Understanding
Background Atmospheric Composition, Regional Emissions, and Transport
Patterns Across California”).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d1e926">This paper was edited by Jianzhong Ma and reviewed by three anonymous referees.</p>
  </notes><ref-list>
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