Advanced search
Publication Cover
Journal of the Air & Waste Management Association Volume 69, 2019 - Issue 12
Submit an article Journal homepage
6,854
Views
63
CrossRef citations to date
0
Altmetric
Review Articles

Methods, availability, and applications of PM2.5 exposure estimates derived from ground measurements, satellite, and atmospheric models

Minghui DiaoDepartment of Meteorology and Climate Science, San Jose State University, San Jose, CA, USACorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-0324-0897View further author information
ORCID Icon,
Tracey HollowayNelson Institute Center for Sustainability and the Global Environment (SAGE) and Department of Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI, USAORCID Iconhttps://orcid.org/0000-0002-8488-408XView further author information
ORCID Icon,
Seohyun ChoiNelson Institute Center for Sustainability and the Global Environment (SAGE) and Department of Atmospheric and Oceanic Sciences, University of Wisconsin-Madison, Madison, WI, USAView further author information
,
Susan M. O’NeillUnited States Department of Agriculture Forest Service, Pacific Northwest Research Station, Seattle, WA, USAView further author information
,
Mohammad Z. Al-HamdanNASA Marshall Space Flight Center, National Space Science and Technology Center, Universities Space Research Association, Huntsville, AL, USAView further author information
,
Aaron Van DonkelaarDepartment of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia, Canada;Department of Energy, Environmental & Chemical Engineering, Washington University in Saint Louis, Saint Louis, MO, USAView further author information
,
Randall V. MartinDepartment of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia, Canada;Department of Energy, Environmental & Chemical Engineering, Washington University in Saint Louis, Saint Louis, MO, USA;Harvard-Smithsonian Center for Astrophysics, Smithsonian Astrophysical Observatory, Cambridge, MA, USAView further author information
,
Xiaomeng JinDepartment of Earth and Environmental Sciences and Lamont-Doherty Earth Observatory, Columbia University, Palisades, NY, USAView further author information
,
Arlene M. FioreDepartment of Earth and Environmental Sciences and Lamont-Doherty Earth Observatory, Columbia University, Palisades, NY, USAView further author information
,
Daven K. HenzeMechanical Engineering Department, University of Colorado, Boulder, CO, USAView further author information
,
Forrest LaceyMechanical Engineering Department, University of Colorado, Boulder, CO, USA;Atmospheric Chemistry Observations and Modeling, National Center for Atmospheric Research, Boulder, CO, USAView further author information
,
Patrick L. KinneyDepartment of Environmental Health, Boston University School of Public Health, Boston, MA, USAView further author information
,
Frank FreedmanDepartment of Meteorology and Climate Science, San Jose State University, San Jose, CA, USAView further author information
,
Narasimhan K. LarkinUnited States Department of Agriculture Forest Service, Pacific Northwest Research Station, Seattle, WA, USAView further author information
,
Yufei ZouSchool of Environmental and Forest Sciences, University of Washington, Seattle, WA, USAORCID Iconhttps://orcid.org/0000-0003-2667-0697View further author information
ORCID Icon,
James T. KellyOffice of Air Quality Planning & Standards, U.S. Environmental Protection Agency, Research Triangle Park, NC, USAView further author information
&
Ambarish VaidyanathanAsthma and Community Health Branch, Division of Environmental Health Science and Practice, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USAView further author information
 show all
Pages 1391-1414 | Received 06 Apr 2019, Accepted 22 Aug 2019, Published online: 15 Oct 2019

Citations (63)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (4)

Eric M. Connor & Benjamin Zablotsky. (2022) The association between air pollution and childhood asthma: United States, 2010–2015. Journal of Asthma 59:10, pages 2069-2080.
Read now
Susan M. O’Neill, Minghui Diao, Sean Raffuse, Mohammad Al-Hamdan, Muhammad Barik, Yiqin Jia, Steve Reid, Yufei Zou, Daniel Tong, J. Jason West, Joseph Wilkins, Amy Marsha, Frank Freedman, Jason Vargo, Narasimhan K. Larkin, Ernesto Alvarado & Patti Loesche. (2021) A multi-analysis approach for estimating regional health impacts from the 2017 Northern California wildfires. Journal of the Air & Waste Management Association 71:7, pages 791-814.
Read now
Sherri W. Hunt, Darrell A. Winner, Karen Wesson & James T. Kelly. (2021) Furthering a partnership: Air quality modeling and improving public health. Journal of the Air & Waste Management Association 71:6, pages 682-688.
Read now
Daniel A. Jaffe, Susan M. O’Neill, Narasimhan K. Larkin, Amara L. Holder, David L. Peterson, Jessica E. Halofsky & Ana G. Rappold. (2020) Wildfire and prescribed burning impacts on air quality in the United States. Journal of the Air & Waste Management Association 70:6, pages 583-615.
Read now

Articles from other publishers (59)

Qiyue Wu, Yun Geng, Xinyuan Wang, Dongsheng Wang, ChangKyoo Yoo & Hongbin Liu. (2023) A novel deep learning framework with variational auto-encoder for indoor air quality prediction. Frontiers of Environmental Science & Engineering 18:1.
Crossref
Yongyue Wang, Qiwei Li, Zhenyu Luo, Junchao Zhao, Zhaofeng Lv, Qiuju Deng, Jing Liu, Majid Ezzati, Jill Baumgartner, Huan Liu & Kebin He. (2023) Ultra-high-resolution mapping of ambient fine particulate matter to estimate human exposure in Beijing. Communications Earth & Environment 4:1.
Crossref
Allison E. Bredder. 2023. Landscape Fire, Smoke, and Health. Landscape Fire, Smoke, and Health 89 103 .
Dong Chen, Michael Billmire, Christopher P. Loughner, Allison Bredder, Nancy H.F. French, Hyun Cheol Kim & Tatiana V. Loboda. (2023) Simulating spatio-temporal dynamics of surface PM2.5 emitted from Alaskan wildfires. Science of The Total Environment 898, pages 165594.
Crossref
Sara Duncan, Charlie Reed, Taylin Spurlock, Margaret M. Sugg & Jennifer D. Runkle. (2023) Acute Health Effects of Wildfire Smoke Exposure During a Compound Event: A Case‐Crossover Study of the 2016 Great Smoky Mountain Wildfires. GeoHealth 7:10.
Crossref
Marieke Sijm-Eeken, Monique Jaspers & Linda Peute. (2023) Identifying Environmental Impact Factors for Sustainable Healthcare: A Scoping Review. International Journal of Environmental Research and Public Health 20:18, pages 6747.
Crossref
Jessalyn Ayars, Robert L. Emmet, Sarah B. Bassing, Olivia V. Sanderfoot, Sierra Raby, Alexandra Karambelas, Eric P. James, Ravan Ahmadov & Beth Gardner. (2023) Camera traps link population-level activity patterns with wildfire smoke events for mammals in Eastern Washington State. Fire Ecology 19:1.
Crossref
Seyed Babak Haji Seyed Asadollah, Ahmad Sharafati, Davide Motta, Antonio Jodar-Abellan & Miguel Ángel Pardo. (2023) Satellite-based prediction of surface dust mass concentration in southeastern Iran using an intelligent approach. Stochastic Environmental Research and Risk Assessment.
Crossref
Ciaran L. Gallagher, Tracey Holloway, Christopher W. Tessum, Clara M. Jackson & Colleen Heck. (2023) Combining Satellite‐Derived PM 2.5 Data and a Reduced‐Form Air Quality Model to Support Air Quality Analysis in US Cities . GeoHealth 7:5.
Crossref
Young Su Lee, Jae Young Kim, Seung-Muk Yi, Ho Kim & Eun Sug Park. (2023) Predicting latent source-specific PM2.5 pollution from regional sources at unmonitored sites by Bayesian spatial multivariate receptor modeling. Environmental Pollution 324, pages 121389.
Crossref
Oksana Skaldina, Adrian Łukowski, Jari T.T. Leskinen, Arto P. Koistinen & Tapio Eeva. (2023) Mobile samplers of particulate matter – Flying omnivorous insects in detection of industrial contamination. Science of The Total Environment 867, pages 161511.
Crossref
Yunpeng Sun, Weimin Guan, Hong Jiang & Jiayu Yang. (2022) How does green economic recovery impact social and financial performance?. Economic Change and Restructuring 56:2, pages 859-878.
Crossref
Ellen M. Considine, Jiayuan Hao, Priyanka deSouza, Danielle Braun, Colleen E. Reid & Rachel C. Nethery. (2023) Evaluation of Model-Based PM 2.5 Estimates for Exposure Assessment during Wildfire Smoke Episodes in the Western U.S. . Environmental Science & Technology 57:5, pages 2031-2041.
Crossref
Chandan Sarangi, Yun Qian, L. Ruby Leung, Yang Zhang, Yufei Zou & Yuhang Wang. (2023) Projected increases in wildfires may challenge regulatory curtailment of PM 2.5 over the eastern US by 2050 . Atmospheric Chemistry and Physics 23:2, pages 1769-1783.
Crossref
Gillian C. Goobie, Xiaoyun Li, Christopher J. Ryerson, Christopher Carlsten, Kerri A. Johannson, James P. Fabisiak, Kathleen O. Lindell, Xiaoping Chen, Kevin F. Gibson, Daniel J. Kass, S. Mehdi Nouraie & Yingze Zhang. (2023) PM2.5 and constituent component impacts on global DNA methylation in patients with idiopathic pulmonary fibrosis. Environmental Pollution 318, pages 120942.
Crossref
Xiankang Xu, Kaifang Shi, Zhongyu Huang & Jingwei Shen. (2023) What Factors Dominate the Change of PM2.5 in the World from 2000 to 2019? A Study from Multi-Source Data. International Journal of Environmental Research and Public Health 20:3, pages 2282.
Crossref
Jenna R. Krall, Joshua P. Keller & Roger D. Peng. (2022) Assessing the health estimation capacity of air pollution exposure prediction models. Environmental Health 21:1.
Crossref
Iván Gutiérrez-Avila, Kodi B. Arfer, Daniel Carrión, Johnathan Rush, Itai Kloog, Aaron R. Naeger, Michel Grutter, Víctor Hugo Páramo-Figueroa, Horacio Riojas-Rodríguez & Allan C. Just. (2022) Prediction of daily mean and one-hour maximum PM2.5 concentrations and applications in Central Mexico using satellite-based machine-learning models. Journal of Exposure Science & Environmental Epidemiology 32:6, pages 917-925.
Crossref
Naomi O. Riches, Ramkiran Gouripeddi, Adriana Payan-Medina & Julio C. Facelli. (2022) K-means cluster analysis of cooperative effects of CO, NO2, O3, PM2.5, PM10, and SO2 on incidence of type 2 diabetes mellitus in the US. Environmental Research 212, pages 113259.
Crossref
Tara P. McAlexander, S. Shanika A. De Silva, Melissa A. Meeker, D. Leann Long & Leslie A. McClure. (2021) Evaluation of associations between estimates of particulate matter exposure and new onset type 2 diabetes in the REGARDS cohort. Journal of Exposure Science & Environmental Epidemiology 32:4, pages 563-570.
Crossref
Xiaobo Wei, Muhammad Mohsin & Qiongxin Zhang. (2022) Role of foreign direct investment and economic growth in renewable energy development. Renewable Energy 192, pages 828-837.
Crossref
Sumil K. Thakrar, Christopher W. Tessum, Joshua S. Apte, Srinidhi Balasubramanian, Dylan B. Millet, Spyros N. Pandis, Julian D. Marshall & Jason D. Hill. (2022) Global, high-resolution, reduced-complexity air quality modeling for PM2.5 using InMAP (Intervention Model for Air Pollution). PLOS ONE 17:5, pages e0268714.
Crossref
Peidong Wang, Tracey Holloway, Matilyn Bindl, Monica Harkey & Isabelle De Smedt. (2022) Ambient Formaldehyde over the United States from Ground-Based (AQS) and Satellite (OMI) Observations. Remote Sensing 14:9, pages 2191.
Crossref
Frank A. La Sorte, Myla F. J. Aronson, Christopher A. Lepczyk & Kyle G. Horton. (2022) Assessing the combined threats of artificial light at night and air pollution for the world’s nocturnally migrating birds. Global Ecology and Biogeography 31:5, pages 912-924.
Crossref
Ron Sarafian, Itai Kloog & Jonathan D. Rosenblatt. (2022) Optimal-design domain-adaptation for exposure prediction in two-stage epidemiological studies. Journal of Exposure Science & Environmental Epidemiology.
Crossref
Priyanka N. deSouza, Sagnik Dey, Kevin M. Mwenda, Rockli Kim, S.V. Subramanian & Patrick L. Kinney. (2022) Robust relationship between ambient air pollution and infant mortality in India. Science of The Total Environment 815, pages 152755.
Crossref
M. Rahman, Ming Zhao, Mohammad S. Islam, Kejun Dong & Suvash C. Saha. (2022) Numerical study of nano and micro pollutant particle transport and deposition in realistic human lung airways. Powder Technology 402, pages 117364.
Crossref
Nabila Abid, Federica Ceci & Muhammad Ikram. (2021) Green growth and sustainable development: dynamic linkage between technological innovation, ISO 14001, and environmental challenges. Environmental Science and Pollution Research 29:17, pages 25428-25447.
Crossref
Jacqueline E. Rudolph, Stephen R. Cole, Jessie K. Edwards, Eric A. Whitsel, Marc L. SerreDavid B. Richardson. (2021) Estimating Associations Between Annual Concentrations of Particulate Matter and Mortality in the United States, Using Data Linkage and Bayesian Maximum Entropy. Epidemiology 33:2, pages 157-166.
Crossref
Bryan N. Vu, Jianzhao Bi, Wenhao Wang, Amy Huff, Shobha Kondragunta & Yang Liu. (2022) Application of geostationary satellite and high-resolution meteorology data in estimating hourly PM2.5 levels during the Camp Fire episode in California. Remote Sensing of Environment 271, pages 112890.
Crossref
Laura Gladson, Nicolas Garcia, Jianzhao Bi, Yang Liu, Hyung Joo Lee & Kevin Cromar. (2022) Evaluating the Utility of High-Resolution Spatiotemporal Air Pollution Data in Estimating Local PM2.5 Exposures in California from 2015–2018. Atmosphere 13:1, pages 85.
Crossref
Megan M. Johnson & Fernando Garcia‐Menendez. (2022) Uncertainty in Health Impact Assessments of Smoke From a Wildfire Event. GeoHealth 6:1.
Crossref
Wenhao Wang, Xiong Liu, Jianzhao Bi & Yang Liu. (2022) A machine learning model to estimate ground-level ozone concentrations in California using TROPOMI data and high-resolution meteorology. Environment International 158, pages 106917.
Crossref
Jianzhao Bi, Nancy Carmona, Magali N. Blanco, Amanda J. Gassett, Edmund Seto, Adam A. Szpiro, Timothy V. Larson, Paul D. Sampson, Joel D. Kaufman & Lianne Sheppard. (2022) Publicly available low-cost sensor measurements for PM2.5 exposure modeling: Guidance for monitor deployment and data selection. Environment International 158, pages 106897.
Crossref
Sujan Khanal, Rudra Prasad Pokhrel, Binod Pokharel, Stefan Becker, Basant Giri, Loknath Adhikari & Matthew D. LaPlante. (2022) An episode of transboundary air pollution in the central Himalayas during agricultural residue burning season in North India. Atmospheric Pollution Research 13:1, pages 101270.
Crossref
O V Sanderfoot, S B Bassing, J L Brusa, R L Emmet, S J Gillman, K Swift & B Gardner. (2022) A review of the effects of wildfire smoke on the health and behavior of wildlife. Environmental Research Letters 16:12, pages 123003.
Crossref
Stephanie R. Schneider, Kristyn Lee, Guadalupe Santos & Jonathan P. D. Abbatt. (2021) Air Quality Data Approach for Defining Wildfire Influence: Impacts on PM 2.5 , NO 2 , CO, and O 3 in Western Canadian Cities . Environmental Science & Technology 55:20, pages 13709-13717.
Crossref
Wenlong Gong, Brian J Reich & Howard H Chang. (2021) Multivariate spatial prediction of air pollutant concentrations with INLA. Environmental Research Communications 3:10, pages 101002.
Crossref
Shuai Pan, Lewis M. Fulton, Anirban Roy, Jia Jung, Yunsoo Choi & H. Oliver Gao. (2021) Shared use of electric autonomous vehicles: Air quality and health impacts of future mobility in the United States. Renewable and Sustainable Energy Reviews 149, pages 111380.
Crossref
Kevin Berg, Paul Romer Present & Kristy Richardson. (2021) Long-term air pollution and other risk factors associated with COVID-19 at the census tract level in Colorado. Environmental Pollution 287, pages 117584.
Crossref
Emilia Georgieva, Dimiter Syrakov, Dimiter Atanassov, Tatiana Spassova, Maria Dimitrova, Maria Prodanova, Blagorodka Veleva, Hristina Kirova, Nadya Neykova, Rozeta Neykova, Elena Hristova & Anton Petrov. (2021) Use of Satellite Data for Air Pollution Modeling in Bulgaria. Earth 2:3, pages 586-604.
Crossref
Akshara Kaginalkar, Shamita Kumar, Prashant Gargava & Dev Niyogi. (2021) Review of urban computing in air quality management as smart city service: An integrated IoT, AI, and cloud technology perspective. Urban Climate 39, pages 100972.
Crossref
Olivia V Sanderfoot & Beth Gardner. (2021) Wildfire smoke affects detection of birds in Washington State. Ornithological Applications 123:3.
Crossref
R. Burciaga Valdez, Mohammad Z. Al-Hamdan, Mohammad Tabatabai, Darryl B. Hood, Wansoo Im, Derek Wilus, Amruta Nori-Sarma, Aramandla Ramesh, Macarius M. Donneyong, Michael A. Langston, Charles P. Mouton & Paul D. Juárez. (2021) Association of Cardiovascular Disease and Long-Term Exposure to Fine Particulate Matter (PM2.5) in the Southeastern United States. Atmosphere 12:8, pages 947.
Crossref
Tracey Holloway, Daegan MillerSusan Anenberg, Minghui Diao, Bryan Duncan, Arlene M. Fiore, Daven K. Henze, Jeremy Hess, Patrick L. Kinney, Yang Liu, Jessica L. Neu, Susan M. O'Neill, M. Talat Odman, R. Bradley Pierce, Armistead G. Russell, Daniel Tong, J. Jason West & Mark A. Zondlo. (2021) Satellite Monitoring for Air Quality and Health. Annual Review of Biomedical Data Science 4:1, pages 417-447.
Crossref
Nabila Abid, Muhammad Ikram, Jianzu Wu & Marcos Ferasso. (2021) Towards environmental sustainability: Exploring the nexus among ISO 14001, governance indicators and green economy in Pakistan. Sustainable Production and Consumption 27, pages 653-666.
Crossref
James T. Kelly, Carey Jang, Brian Timin, Qian Di, Joel Schwartz, Yang Liu, Aaron van Donkelaar, Randall V. Martin, Veronica Berrocal & Michelle L. Bell. (2021) Examining PM2.5 concentrations and exposure using multiple models. Environmental Research 196, pages 110432.
Crossref
Daroonwan Kamthonkiat, Juthasinee Thanyapraneedkul, Nithima Nuengjumnong, Sarawut Ninsawat, Kessinee Unapumnuk & Tuong Thuy Vu. (2020) Identifying priority air pollution management areas during the burning season in Nan Province, Northern Thailand. Environment, Development and Sustainability 23:4, pages 5865-5884.
Crossref
Veronica A. Southerland, Susan C. Anenberg, Maria Harris, Joshua Apte, Perry Hystad, Aaron van Donkelaar, Randall V. Martin, Matt Beyers & Ananya Roy. (2021) Assessing the Distribution of Air Pollution Health Risks within Cities: A Neighborhood-Scale Analysis Leveraging High-Resolution Data Sets in the Bay Area, California. Environmental Health Perspectives 129:3.
Crossref
Ellie OkadaEllie Okada. 2021. Management of Science-Intensive Organizations. Management of Science-Intensive Organizations 131 150 .
M. Prashanthi Devi, Janani Selvaraj & Harathi Dayalan. 2021. Strategies and Tools for Pollutant Mitigation. Strategies and Tools for Pollutant Mitigation 377 389 .
Nor Diana Abdul Halim, Mohd Talib Latif, Ahmad Fariz Mohamed, Khairul Nizam Abdul Maulud, Shaharudin Idrus, Azliyana Azhari, Murnira Othman & Nurzawani Md Sofwan. (2020) Spatial assessment of land use impact on air quality in mega urban regions, Malaysia. Sustainable Cities and Society 63, pages 102436.
Crossref
Zhiyu Fan, Qingming Zhan, Chen Yang, Huimin Liu & Muhammad Bilal. (2020) Estimating PM2.5 Concentrations Using Spatially Local Xgboost Based on Full-Covered SARA AOD at the Urban Scale. Remote Sensing 12:20, pages 3368.
Crossref
Paul Sandifer, Landon Knapp, Maureen Lichtveld, Ruth Manley, David Abramson, Rex Caffey, David Cochran, Tracy Collier, Kristie Ebi, Lawrence Engel, John Farrington, Melissa Finucane, Christine Hale, David Halpern, Emily Harville, Leslie Hart, Yulin Hswen, Barbara Kirkpatrick, Bruce McEwen, Glenn Morris, Raymond Orbach, Lawrence Palinkas, Melissa Partyka, Dwayne Porter, Aric A. Prather, Teresa Rowles, Geoffrey Scott, Teresa Seeman, Helena Solo-Gabriele, Erik Svendsen, Terry Tincher, Juli Trtanj, Ann Hayward Walker, Rachel Yehuda, Fuyuen Yip, David Yoskowitz & Burton Singer. (2020) Framework for a Community Health Observing System for the Gulf of Mexico Region: Preparing for Future Disasters. Frontiers in Public Health 8.
Crossref
Michael Petroni, Dustin Hill, Lylla Younes, Liesl Barkman, Sarah Howard, I Brielle Howell, Jaime Mirowsky & Mary B Collins. (2020) Hazardous air pollutant exposure as a contributing factor to COVID-19 mortality in the United States. Environmental Research Letters 15:9, pages 0940a9.
Crossref
Susan C. Anenberg, Matilyn Bindl, Michael Brauer, Juan J. Castillo, Sandra Cavalieri, Bryan N. Duncan, Arlene M. Fiore, Richard Fuller, Daniel L. Goldberg, Daven K. Henze, Jeremy Hess, Tracey Holloway, Peter James, Xiaomeng Jin, Iyad Kheirbek, Patrick L. Kinney, Yang Liu, Arash Mohegh, Jonathan Patz, Marcia P. Jimenez, Ananya Roy, Daniel Tong, Katy Walker, Nick Watts & J. Jason West. (2020) Using Satellites to Track Indicators of Global Air Pollution and Climate Change Impacts: Lessons Learned From a NASA‐Supported Science‐Stakeholder Collaborative. GeoHealth 4:7.
Crossref
Krzysztof M. Markowicz & Michał T. Chiliński. (2020) Evaluation of Two Low-Cost Optical Particle Counters for the Measurement of Ambient Aerosol Scattering Coefficient and Ångström Exponent. Sensors 20:9, pages 2617.
Crossref
Jason A. Vargo. (2020) Time Series of Potential US Wildland Fire Smoke Exposures. Frontiers in Public Health 8.
Crossref
Adam Schuller & Luke Montrose. (2020) Influence of Woodsmoke Exposure on Molecular Mechanisms Underlying Alzheimer’s Disease: Existing Literature and Gaps in Our Understanding. Epigenetics Insights 13, pages 251686572095487.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.