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First close insight into global daily gapless 1 km PM2.5 pollution, variability, and health impact

Author

Listed:
  • Jing Wei

    (University of Maryland)

  • Zhanqing Li

    (University of Maryland)

  • Alexei Lyapustin

    (NASA Goddard Space Flight Center)

  • Jun Wang

    (The University of Iowa)

  • Oleg Dubovik

    (Université de Lille, CNRS)

  • Joel Schwartz

    (Harvard TH Chan School of Public Health)

  • Lin Sun

    (Shandong University of Science and Technology)

  • Chi Li

    (Washington University in St. Louis)

  • Song Liu

    (Southern University of Science and Technology)

  • Tong Zhu

    (Peking University)

Abstract

Here we retrieve global daily 1 km gapless PM2.5 concentrations via machine learning and big data, revealing its spatiotemporal variability at an exceptionally detailed level everywhere every day from 2017 to 2022, valuable for air quality monitoring, climate change, and public health studies. We find that 96%, 82%, and 53% of Earth’s populated areas are exposed to unhealthy air for at least one day, one week, and one month in 2022, respectively. Strong disparities in exposure risks and duration are exhibited between developed and developing countries, urban and rural areas, and different parts of cities. Wave-like dramatic changes in air quality are clearly seen around the world before, during, and after the COVID-19 lockdowns, as is the mortality burden linked to fluctuating air pollution events. Encouragingly, only approximately one-third of all countries return to pre-pandemic pollution levels. Many nature-induced air pollution episodes are also revealed, such as biomass burning.

Suggested Citation

  • Jing Wei & Zhanqing Li & Alexei Lyapustin & Jun Wang & Oleg Dubovik & Joel Schwartz & Lin Sun & Chi Li & Song Liu & Tong Zhu, 2023. "First close insight into global daily gapless 1 km PM2.5 pollution, variability, and health impact," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43862-3
    DOI: 10.1038/s41467-023-43862-3
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    References listed on IDEAS

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    1. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    2. Fei Liu & Aaron Page & Sarah A. Strode & Yasuko Yoshida & Sungyeon Choi & Bo Zheng & Lok N. Lamsal & Can Li & Nickolay A. Krotkov & Henk Eskes & Ronald van der A & Pepijn Veefkind & Pieternel Levelt &, 2020. "Abrupt declines in tropospheric nitrogen dioxide over China after the outbreak of COVID-19," Papers 2004.06542, arXiv.org.
    3. Emma E. Goldberg & Qianying Lin & Ethan O. Romero-Severson & Ruian Ke, 2023. "Swift and extensive Omicron outbreak in China after sudden exit from ‘zero-COVID’ policy," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    4. Pramod Soni, 2021. "Effects of COVID-19 lockdown phases in India: an atmospheric perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(8), pages 12044-12055, August.
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