Articles | Volume 22, issue 19
https://doi.org/10.5194/acp-22-13229-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/acp-22-13229-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Research article
| 
14 Oct 2022
Research article |
| 14 Oct 2022
| 14 Oct 2022
Spatiotemporal continuous estimates of daily 1 km PM2.5 from 2000 to present under the Tracking Air Pollution in China (TAP) framework
Qingyang Xiao
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
Shigan Liu
Ministry of Education Key Laboratory for Earth System Modelling,
Department of Earth System Science, Tsinghua University, Beijing 100084,
China
Jiajun Liu
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
School of Public Health, Key Laboratory of Public Health Safety of the
Ministry of Education and Key Laboratory of Health Technology Assessment of
the Ministry of Health, Fudan University, Shanghai 200032, China
Qiang Zhang
Ministry of Education Key Laboratory for Earth System Modelling,
Department of Earth System Science, Tsinghua University, Beijing 100084,
China
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- Revealing air quality impacts of the clean heating campaign in northern China Y. He et al. 10.1016/j.eneco.2024.108078
- Projecting heat-related cardiovascular mortality burden attributable to human-induced climate change in China Q. Zhu et al. 10.1016/j.ebiom.2024.105119
- The changing health effects of air pollution exposure for respiratory diseases: a multicity study during 2017–2022 S. Jiang et al. 10.1186/s12940-024-01083-1
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- The Associations of Prenatal Exposure to Fine Particulate Matter and Its Chemical Components with Allergic Rhinitis in Children and the Modification Effect of Polyunsaturated Fatty Acids: A Birth Cohort Study Y. Chen et al. 10.1289/EHP13524
- High Spatial Resolution Nighttime PM2.5 Datasets in the Beijing–Tianjin–Hebei Region from 2015 to 2021 Using VIIRS/DNB and Deep Learning Model Y. Ma et al. 10.3390/rs15174271
- Nonoptimum Temperatures Are More Closely Associated With Fatal Myocardial Infarction Than With Nonfatal Events P. Hu et al. 10.1016/j.cjca.2023.08.026
- Short-term effects of fine particulate matter constituents on mortality considering the mortality displacement in Zhejiang province, China J. Fu et al. 10.1016/j.jhazmat.2023.131723
- Sex differences and dietary patterns in the association of air pollutants and hypertension C. Zhang et al. 10.1186/s12889-024-18620-9
- Association Between Long Term Exposure to PM2.5 and Its Components on Severe Obesity in Chinese Children and Adolescents: A National Study in China T. Guo et al. 10.3390/children11121536
- Using a novel strategy to investigate the spatially autocorrelated and clustered associations between short-term exposure to PM2.5 and mortality and the attributable burden: A case study in the Sichuan Basin, China W. Wang et al. 10.1016/j.ecoenv.2023.115405
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- PM2.5 Concentration Gap Reduction between Typical Urban and Nonurban China from 2000 to 2023 L. Guo et al. 10.1021/acsestair.4c00208
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- High-precision long time series simulation of toxic metallic and metalloid composition of PM2.5 in the Beijing-Tianjin-Hebei Region and surrounding areas of China: 0.01°× 0.01° spatial resolution Y. Li et al. 10.1016/j.ecoenv.2025.118191
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- Ambient PM2.5, ozone and mortality in Chinese older adults: A nationwide cohort analysis (2005–2018) Y. Zhang et al. 10.1016/j.jhazmat.2023.131539
- Health impact assessment on life expectancy gains ascribed to particulate matter reduction X. Lin et al. 10.1038/s41612-025-00953-w
- Simulating daily PM2.5 concentrations using wavelet analysis and artificial neural network with remote sensing and surface observation data Q. Guo et al. 10.1016/j.chemosphere.2023.139886
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- National environmental monitoring and local enforcement strategies J. Zhao et al. 10.1038/s44284-024-00173-y
- Long-Term Exposure to Fine Particulate Matter (PM2.5) Components and Precocious Puberty Among School-Aged Children: Cross-Sectional Study X. Zhou et al. 10.2196/62861
54 citations as recorded by crossref.
- Estimating the seasonal and spatial variation of urban vegetation's PM2.5 removal capacity W. Yang et al. 10.1016/j.envpol.2025.125800
- Spatiotemporal estimates and health risks of atmospheric trace metals across Hong Kong during 2016–2020 W. Sun et al. 10.1007/s11869-024-01663-7
- Variations and possible causes of the December PM2.5 in Eastern China during 2000–2020 D. Bai et al. 10.3389/fenvs.2023.1134940
- Assessing the affective quality of soundscape for individuals: Using third-party assessment combined with an artificial intelligence (TPA-AI) model L. Wang et al. 10.1016/j.scitotenv.2024.176083
- Effects of fine particulate matter mass and chemical components on oxidative DNA damage in human early placenta M. Chu et al. 10.1016/j.envres.2024.120136
- Ambient Ozone Exposure, Semen Plasma Metabolites, and Sperm Quality Decline among Adult Men in Wuhan China Y. Zhang et al. 10.1021/envhealth.4c00066
- Historical and future health burden attributable to PM2.5 exposure in China Y. Bai et al. 10.1016/j.atmosenv.2024.120363
- Identifying Key Sources for Air Pollution and CO2 Emission Co-control in China Y. Zheng et al. 10.1021/acs.est.4c03299
- Air pollution deterioration prior to dissipation induced by complex topography: A case study in the Sichuan Basin, southwestern China Y. Liu et al. 10.1016/j.atmosres.2025.108071
- Toward an Operational Machine-Learning-Based Model for Deriving the Real-Time Gapless Diurnal Cycle of Ozone Pollution in China with CLDAS Data N. Shang et al. 10.1021/acs.estlett.4c00106
- Accuracy assessment on eight public PM2.5 concentration datasets across China Y. Di et al. 10.1016/j.atmosenv.2024.120799
- Revealing air quality impacts of the clean heating campaign in northern China Y. He et al. 10.1016/j.eneco.2024.108078
- Projecting heat-related cardiovascular mortality burden attributable to human-induced climate change in China Q. Zhu et al. 10.1016/j.ebiom.2024.105119
- The changing health effects of air pollution exposure for respiratory diseases: a multicity study during 2017–2022 S. Jiang et al. 10.1186/s12940-024-01083-1
- Specifying the Associations between PM2.5 Constituents and Gastrointestinal Cancer Incidence: Findings from a Prospective Cohort Study in Beijing, China L. Yang et al. 10.1021/acs.est.4c10986
- Exosomal miR-129-2-3p promotes airway epithelial barrier disruption in PM2.5-aggravated asthma C. Wang et al. 10.1016/j.jenvman.2024.123053
- Periovulatory PM2.5 constituent exposures and human clinically recognized early pregnancy loss: Susceptible exposure time windows and high–risk constituents M. Wang et al. 10.1016/j.envpol.2024.125238
- Association between urban heat islands and heat-related mortality in 70 pairs of adjacent urban-rural counties among 8 topographic regions in China Y. Huang et al. 10.1016/j.scs.2025.106182
- The 2022 Summer record-breaking heatwave and health information-seeking behaviours: an infodemiology study in Mainland China Z. Li et al. 10.1136/bmjgh-2023-013231
- The Associations of Prenatal Exposure to Fine Particulate Matter and Its Chemical Components with Allergic Rhinitis in Children and the Modification Effect of Polyunsaturated Fatty Acids: A Birth Cohort Study Y. Chen et al. 10.1289/EHP13524
- High Spatial Resolution Nighttime PM2.5 Datasets in the Beijing–Tianjin–Hebei Region from 2015 to 2021 Using VIIRS/DNB and Deep Learning Model Y. Ma et al. 10.3390/rs15174271
- Nonoptimum Temperatures Are More Closely Associated With Fatal Myocardial Infarction Than With Nonfatal Events P. Hu et al. 10.1016/j.cjca.2023.08.026
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- PM2.5 Concentration Gap Reduction between Typical Urban and Nonurban China from 2000 to 2023 L. Guo et al. 10.1021/acsestair.4c00208
- The mediation effect of asprosin on the association between ambient air pollution and diabetes mellitus in the elderly population in Taiyuan, China L. Song et al. 10.1007/s11356-024-32255-8
- Association between fine particulate matter and fecundability in Henan, China: A prospective cohort study R. Zhang et al. 10.1016/j.envint.2024.108754
- High-precision long time series simulation of toxic metallic and metalloid composition of PM2.5 in the Beijing-Tianjin-Hebei Region and surrounding areas of China: 0.01°× 0.01° spatial resolution Y. Li et al. 10.1016/j.ecoenv.2025.118191
- Gestational and Postpartum Exposure to PM2.5 Components and Glucose Metabolism in Chinese Women: A Prospective Cohort Study Y. Chen et al. 10.1021/acs.est.4c03087
- Assessing the causal effect of long-term exposure to air pollution on cognitive decline in middle-aged and older adults – Empirical evidence from a nationwide longitudinal cohort X. Wang et al. 10.1016/j.ecoenv.2023.114811
- A similarity distance-based space-time random forest model for estimating PM2.5 concentrations over China S. Guan et al. 10.1016/j.atmosenv.2023.120043
- Evaluating Fine-Scale Winter Nighttime PM2.5 Concentrations and Population Exposure Using SDGSAT-1 Glimmer Imagery X. Liu et al. 10.1109/JSTARS.2024.3503574
- PM2.5 constituents and risk of influenza-like illness: A nationwide analysis in 289 Chinese cities D. Liu et al. 10.1016/j.jhazmat.2025.138186
- Prenatal exposure to fine particulate matter chemical constituents and the risk of stillbirth and the mediating role of pregnancy complications: A cohort study T. Shi et al. 10.1016/j.chemosphere.2023.140858
- Ozone Exposure and Gestational Diabetes in Twin Pregnancies: Exploring Critical Windows and Synergistic Risks A. Zhao et al. 10.3390/toxics13020117
- PM2.5 constituent exposures and maternal circulatory homocysteine in early pregnancy X. Li et al. 10.1186/s12940-025-01160-z
- Using a novel strategy to identify the clustered regions of associations between short-term exposure to temperature and mortality and evaluate the inequality of heat- and cold-attributable burdens: A case study in the Sichuan Basin, China W. Wang et al. 10.1016/j.jenvman.2023.119402
- Ambient PM2.5, ozone and mortality in Chinese older adults: A nationwide cohort analysis (2005–2018) Y. Zhang et al. 10.1016/j.jhazmat.2023.131539
- Health impact assessment on life expectancy gains ascribed to particulate matter reduction X. Lin et al. 10.1038/s41612-025-00953-w
- Simulating daily PM2.5 concentrations using wavelet analysis and artificial neural network with remote sensing and surface observation data Q. Guo et al. 10.1016/j.chemosphere.2023.139886
- Air pollution may increase the sleep apnea severity: A nationwide analysis of smart device-based monitoring Q. Zhang et al. 10.1016/j.xinn.2023.100528
- A study on identifying synergistic prevention and control regions for PM2.5 and O3 and exploring their spatiotemporal dynamic in China H. Wu et al. 10.1016/j.envpol.2023.122880
- The effects of China’s poverty eradication program on sustainability and inequality Y. Pan et al. 10.1057/s41599-024-02631-3
- Ecological analysis of air particulate matter exposure and depression among adolescents in developing regions of Hubei, China J. Chen et al. 10.1016/j.jpsychires.2024.11.052
- National environmental monitoring and local enforcement strategies J. Zhao et al. 10.1038/s44284-024-00173-y
- Long-Term Exposure to Fine Particulate Matter (PM2.5) Components and Precocious Puberty Among School-Aged Children: Cross-Sectional Study X. Zhou et al. 10.2196/62861
Latest update: 06 May 2025
Short summary
We provided complete coverage PM2.5 concentrations at a 1-km resolution from 2000 to the present, carefully considering the significant changes in land use characteristics in China. This high-resolution PM2.5 data successfully revealed the local-scale PM2.5 variations. We noticed changes in PM2.5 spatial patterns in association with the clean air policies, with the pollution hotspots having transferred from urban centers to rural regions with limited air quality monitoring.
We provided complete coverage PM2.5 concentrations at a 1-km resolution from 2000 to the...
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