Dr. Yang Liu

Email: yang.liu@emory.edu

Address:
Emory University
Faculty Profile

Yang Liu is an associate professor in Emory University’s Rollins School of Public Health. Liu’s research interests include the application of satellite remote sensing in air pollution exposure modeling and health effects studies at urban to national scales as well as the potential impacts of global climate change on public health.

Yang’s HAQAST work proposes translate research knowledge to our public health partners in two projects.

First, building on our long-standing collaboration with CDC’s Environmental Public Health Tracking Network (Tracking Network), we will conduct a national scale epidemiological study to link age-specific county-level daily counts of emergency department (ED) visits with fused air pollution exposure estimates from satellite observations, model simulations and EPA ground measurements to demonstrate an important application of Tracking’s environmental health surveillance data.
Second, partnering with the Colorado Department of Public Health and Environment (CDPHE), we will conduct a multi-year time-series epidemiological study to evaluate the health impact of air pollution levels elevated by wildfires in Colorado.

Tiger Teams

Yang contributes to the following Tiger Teams:

Using Satellite Remote Sensing to Derive Global Climate and Air Pollution Indicators, led by Susan Anenberg.
Demonstration of the Efficacy of Environmental Regulations in the Eastern US, led by Bryan Duncan and Jason West.
High Resolution Paticulate Matter Data for Improved Satellite-Based Assessments of Community Health, led by Patrick Kinney.

HAQAST Presentations

Publications

The 2022 report of the Lancet Countdown on health and climate change: health at the mercy of fossil fuels.

Marina Romanello, Claudia Di Napoli, Paul Drummond, Carole Green, Harry Kennard, Pete Lampard, Daniel Scamman, Nigel Arnell, Sonja Ayeb-Karlsson, Lea Berrang Ford, Kristine Belesova, Kathryn Bowen, Wenjia Cai, Max Callaghan, Diarmid Campbell-Lendrum, Jonathan Chambers, Kim R van Daalen, Carole Dalin, Niheer Dasandi, Shouro Dasgupta, Michael Davies, Paula Dominguez-Salas, Robert Dubrow, Kristie L Ebi, Matthew Eckelman, Paul Ekins, Luis E Escobar, Lucien Georgeson, Hilary Graham, Samuel H Gunther, Ian Hamilton, Yun Hang, Risto Hänninen, Stella Hartinger, Kehan He, Jeremy J Hess, Shih-Che Hsu, Slava Jankin, Louis Jamart, Ollie Jay, Ilan Kelman, Gregor Kiesewetter, Patrick Kinney, Tord Kjellstrom, Dominic Kniveton, Jason K W Lee, Bruno Lemke, Yang Liu, Zhao Liu, Melissa Lott, Martin Lotto Batista, Rachel Lowe, Frances MacGuire, Maquins Odhiambo Sewe, Jaime Martinez-Urtaza, Mark Maslin, Lucy McAllister, Alice McGushin, Celia McMichael, Zhifu Mi, James Milner, Kelton Minor, Jan C Minx, Nahid Mohajeri, Maziar Moradi-Lakeh, Karyn Morrissey, Simon Munzert, Kris A Murray, Tara Neville, Maria Nilsson, Nick Obradovich, Megan B O’Hare, Tadj Oreszczyn, Matthias Otto, Fereidoon Owfi, Olivia Pearman, Mahnaz Rabbaniha, Elizabeth J Z Robinson, Joacim Rocklöv, Renee N Salas, Jan C Semenza, Jodi D Sherman, Liuhua Shi, Joy Shumake-Guillemot, Grant Silbert, Mikhail Sofiev, Marco Springmann, Jennifer Stowell, Meisam Tabatabaei, Jonathon Taylor, Joaquin Triñanes, Fabian Wagner, Paul Wilkinson, Matthew Winning, Marisol Yglesias-González, Shihui Zhang, Peng Gong, Hugh Montgomery, Anthony Costello. The Lancet.

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The 2022 Report of The Lancet Countdown on Health and Climate Change: compounding health crises.

Marina Romanello, Claudia Di Napoli, Paul Drummond, Carole Green, Harry Kennard, Pete Lampard, Daniel Scamman, Nigel Arnell, Sonja Ayeb-Karlsson, Lea Berrang Ford, Kristine Belesova, Kathryn Bowen, Wenjia Cai, Max W. Callaghan, Diarmid Campbell-Lendrum, Jonathan Chambers, Kim R van Daalen, Carole Dalin, Niheer Dasandi, Shouro Dasgupta, Michael Davies, Paula Dominguez-Salas, Robert Dubrow, Kristie Ebi, Matthew Eckelman, Paul Ekins, Luis Escobar, Lucien Georgeson, Hilary Graham, Samuel Gunther, Ian Hamilton, Yun Hang, Risto Hanninen, Stella Hartinger, Kehan He, Jeremy Hess, Shih-Che Hsu, Slava Jankin, Louis Jamart, Ollie Jay, Ilan Kelman, Gregor Kiesewetter, Patrick Kinney, Tord Kjellstrom, Dominic Kniveton, Jason K.W. Lee, Bruno Lemke, Yang Liu, Zhao Liu, Melissa Lott, Martin Lotto Batista, Rachel Lowe, Frances MacGuire, Maquins Odhiambo Sewe, Jaime Martinez-Urtaza, Mark Maslin, Lucy McAllister, Alice McGushin, Celia McMichael, Zhifu Mi, James Milner, Kelton Minor, Jan C. Minx, Nahid Mohajeri, Maziar Moradi-Lakeh, Karyn Morrissey, Simon Munzert, Kris Murray, Tara Neville, Maria Nilsson, Nick Obradovich, Megan O’Hare, Tadj Oreszczyn, Matthias Otto, Fereidoon Owfi, Olivia Pearman, Mahnaz Rabbaniha, Elizabeth Robinson, Joacim Rocklov, Renee Salas, Jan C. Semenza, Jodi Sherman, Liuhua Shi, Joy Shumake-Guillemot, Grant Silbert, Mikhail Sofiev, Marco Springmann, Jennifer Stowell, Meisam Tabatabaei, Jonathon Taylor, Joaquin Trinanes, Fabian Wagner, Paul Wilkinson, Matthew Winning, Marisol Yglesias, Shihui Zhang, Peng Gong, Hugh Montgomery, Anthony Costello. The Lancet
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Incorporating Satellite Data Updates into AirNow.

Jenny Bratburd, Pawan Gupta, Shobha Kondragunta, Hai Zhang, Barron H. Henderson, Phil Dickerson, Alqamah Sayeed, Yang Liu, Jingqiu Mao, Dimple Pruthi, Keerthi Gudipudi, John E. White, Rachel Wyatt, Amber J. Soja, Robert Levy, Randall V. Martin, Sundar A. Christopher, and Nathan R. Pavlovic, EM Plus
Document
Long-term exposure to PM2.5 major components and mortality in the southeastern United States.

Yifan Wang, Siyao Xiao, Yuhan Zhang, Howard Chang, Randall V. Martin, Aaron Van Donkelaar, Audrey Gaskins, Yang Liu, Pengfei Liu, Liuhua Shi, Environmental International
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Short-term PM2.5 and cardiovascular admissions in NY State: assessing sensitivity to exposure model choice.

Mike Z. He, Vivian Do, Siliang Liu, Patrick L. Kinney, Arlene M. Fiore, Xiaomeng Jin, Nicholas DeFelice, Jianzhao Bi, Yang Liu, Tabassum Z. Insaf & Marianthi-Anna Kioumourtzoglou, Environmental Health
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Satellite Monitoring for Air Quality and Health.

Tracey Holloway, Daegan Miller, Susan 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, Annual Review of Biomedical Data Science
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NASA Health and Air Quality Applied Sciences Team Final Report.

Tracey Holloway, Daegan R. Miller, Susan C. Anenberg, Minghui Diao, Bryan N. Duncan, Arlene M. Fiore, Daven K. Henze, Jeremy Hess, Yang Liu, Jessica L. Neu, Susan M. O’Neill, R. Bradley Pierce, Armistead G. Russell, Daniel Tong, J. Jason West, Mark A. Zondlo
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Estimating PM2.5 in Southern California using satellite data: factors that affect model performance.

Dr Jennifer D Stowell, Mr Jianzhao Bi, Dr Mohammad Z. Al-Hamdan, Dr Hyung Joo Lee, Dr Sang-Mi Lee, Dr Frank Freedman, Dr Patrick L Kinney, Dr Yang Liu, Environmental Research Letters
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Using satellites to track indicators of global air pollution and climate change impacts: Lessons learned from a NASA-supported science-stakeholder collaborative.

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, Advancing Earth and Space
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Long-term exposure to PM2.5 and incidence of disability in activities of daily living among oldest old.

Yuebin Lv, Jinhui Zhou, Virginia, Byers Kraus, Tiantian Li, Jeremy A. Sarnat, Jiaonan Wang, Yang Liu, Huashuai Chen, Melanie Sereny Brasher, Chen Mao, Yi Zeng, Tongzhang Zheng, Xiaoming Shi, Environmental Pollution
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Random forest models for PM2.5 speciation concentrations using MISR fractional AODs.

Guannan Geng, Xia Meng, Kebin He, Yang Liu, Environmental Research Letters
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Geographic and population disparities of COPD prevalence in China: a spatial analysis of a national study.

Wang N, Cong S, Fan J, Bao H, Wang B, Yang T, Feng Y, Liu Y, Wang L, Wang C, Hu W, Fang L, International Journal of Chronic Obstructive Pulmonary Disease
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Critical windows for maternal fine particulate matter exposure and adverse birth outcomes: The Shanghai birth cohort study.

Lei Yuan, Yan Zhang, Weidong Wang, Renjie Chen, Yang Liu, Cong Liu, Haidong Kan, Yu Gao, Ying Tian, Chemosphere
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Incorporating Low-Cost Sensor Measurements into High-Resolution PM2.5 Modeling at a Large Spatial Scale.

Jianzhao Bi, Avani Wildani, Howard H. Chang, Yang Liu, Environmental Science & Technology
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Spatial Particulate Fields during High Winds in the Imperial Valley, California.

Frank R. Freedman, Paul English, Jeff Wagner, Yang Liu, Akula Venkatram, Daniel Q. Tong, Mohammad Z. Al-Hamdan, Meytar Sorek-Hamer, Robert Chatfield, Ana Rivera and Patrick L. Kinney, Atmosphere
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Contribution of low-cost sensor measurements to the prediction of PM2.5 levels: A case study in Imperial County, California, USA.

Jianzhao Bi, Jennifer Stowell, Edmund Y.W. Seto, Paul B. English, Mohammad Z. Al-Hamdan, Patrick L. Kinney, Frank R. Freedman, Yang Liu, Environmental Research
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Estimating PM2.5 Concentration of the Continental United States via Interpretable Deep Convolutional Neural Networks.

Yongbee Park, Byungjoon Kwon, Juyeon Heo, Xuefei Hu, Yang Liu, Taesup Moon, Environmental Pollution
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Satellite-based estimation of hourly PM2.5 levels during heavy winter pollution episodes in the Yangtze River Delta, China.

Qiannan She, Myungje Choi, Jessica H. Belle, Qingyang Xiao, Jianzhao Bi, Keyong Huang, Xia Meng, Guannan Geng, Jhoon Kim, Kebin He, Min Liu, Yang Liu, Chemosphere
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Estimating daily PM2.5 concentrations in New York City at the neighborhood-scale: Implications for integrating non-regulatory measurements.

Keyong Huang, Jianzhao Bi, Xia Meng, Guannan Geng, Alexei Lyapustin, Kevin J. Lane, Dongfeng Gu, Patrick L. Kinney, Yang Liu, Science of the Total Environment
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Associations of wildfire smoke PM2. 5 exposure with cardiorespiratory events in Colorado 2011–2014.

Jennifer D. Stowell, Guannan Geng, Eri Saikawa, Howard H. Chang, Joshua Fu, Cheng-En Yang, Qingzhao Zhu, Yang Liu, Matthew J. Strickland, Environmental International
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Time-series analysis of ambient PM2.5 and cardiorespiratory emergency room visits in Lima, Peru during 2010–2016.

V. Tapia, K. Steenland, S. E. Sarnat, B. Vu, Y. Liu, O. Sánchez-Ccoyllo, V. Vasquez, G. F. Gonzales, Journal of Exposure Science & Environmental Epidemiology
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The 2019 report of The Lancet Countdown on health and climate change: ensuring that the health of a child born today is not defined by a changing climate.

Nick Watts, MA; Markus Amann, PhD; Prof Nigel Arnell, PhD; Sonja Ayeb-Karlsson, PhD; Kristine Belesova, PhD; Prof Maxwell Boykoff, PhD; Prof Peter Byass, PhD; Prof Wenjia Cai, PhD; Diarmid Campbell-Lendrum, DPhil; Stuart Capstick, PhD; Jonathan Chambers, PhD; Carole Dalin, PhD; Meaghan Daly, PhD; Niheer Dasandi, PhD; Prof Michael Davies, PhD; Paul Drummond, MSc; Prof Robert Dubrow, PhD; Prof Kristie L Ebi, PhD; Matthew Eckelman, PhD; Prof Paul Ekins, PhD; Luis E Escobar, PhD; Lucia Fernandez Montoya, MSc; Lucien Georgeson, PhD; Prof Hilary Graham, PhD; Paul Haggar, PhD; Ian Hamilton, PhD; Stella Hartinger, PhD; Jeremy Hess, PhD; Prof Ilan Kelman, PhD; Gregor Kiesewetter, PhD; Prof Tord Kjellstrom, PhD; Prof Dominic Kniveton, PhD; Bruno Lemke, PhD; Prof Yang Liu, PhD; Melissa Lott, PhD; Rachel Lowe, PhD; Maquins Odhiambo Sewe, PhD; Prof Jaime Martinez-Urtaza, PhD; Prof Mark Maslin, PhD; Lucy McAllister, PhD; Alice McGushin, MSc; Prof Slava Jankin Mikhaylov, PhD; James Milner, PhD; Prof Maziar Moradi-Lakeh, MD; Karyn Morrissey, PhD; Kris Murray, PhD; Prof Simon Munzert, PhD; Maria Nilsson, PhD; Tara Neville, MSc; Prof Tadj Oreszczyn, PhD; Fereidoon Owfi, PhD; Olivia Pearman, MEM; David Pencheon, BM; Dung Phung, PhD; Steve Pye, PhD; Ruth Quinn, PhD; Mahnaz Rabbaniha, PhD; Prof Elizabeth Robinson, PhD; Prof Joacim Rocklöv, PhD; Prof Jan C Semenza, PhD; Jodi Sherman, MD; Joy Shumake-Guillemot, DrPh; Meisam Tabatabaei, PhD; Jonathon Taylor, PhD; Joaquin Trinanes, PhD; Prof Paul Wilkinson, FRCP; Prof Anthony Costello, FMedSci; Prof Peng Gong, PhD; Prof Hugh Montgomery, MD, The Lancet
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Combining Satellite Imagery and Numerical Model Simulation to Estimate Ambient Air Pollution: An Ensemble Averaging Approach.

Nancy L. Murray, Heather A. Holmes, Yang Liu, Howard H. Chang, Environmental Research
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Air Pollution Monitoring for Health Research and Patient Care. An Official American Thoracic Society Workshop Report.

Kevin R Cromar, Bryan N Duncan, Alena Bartonova, Kristen Benedict, Michael Brauer, Rima Habre, Gayle S W Hagler, John A Haynes, Sean Khan, Vasu Kilaru, Yang Liu, Steven Pawson, David B Peden, Jennifer K Quint, Mary B Rice, Erika N Sasser, Edmund Seto, Susan L Stone, George D Thurston, John Volckens, Annals of the American Thoracic Society
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Compilation and spatio-temporal analysis of publicly available total solar and UV irradiance data in the contiguous United States.

Ying Zhou, Xia Meng, Jessica Hartmann Belle, Huanxin Zhang, Caitlin Kennedy, Mohammad Z. Al-Hamdan, Jun Wang, Yang Liu, Envionrmental Pollution
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Predicting gestational personal exposure to PM2.5 from satellite-driven ambient concentrations in Shanghai.

Qingyang Zhu, Bin Xia, Yingya Zhao, Haixia Dai, Yuhan Zhou, Ying Wang, Qing Yang, Yan Zhao, Pengpeng Wang, Xuena La, Huijing Shi, Yang Liu, Yunhui Zhang, Chemosphere
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Inequality of household consumption and air pollution-related deaths in China.

Hongyan Zhao, Guannan Geng, Qiang Zhang, Steven J. Davis, Xin Li, Yang Liu, Liqun Peng, Meng Li, Bo Zheng, Hong Huo, Lin Zhang, Daven K. Henze, Zhifu Mi, Zhu Liu, Dabo Guan, Kebin He, Nature Communications
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On the accuracy and potential of Google Maps location history data to characterize individual mobility for air pollution health studies.

Xiaonan Yu, Amy L. Stuart, Yang Liu, Cesunica E. Ivey, Armistead G. Russell, Haidong Kan, Lucas R.F. Henneman, Stefanie Ebelt Sarnat, Samiul Hasan, Anwar Sadmani, Xuchao Yang, Haofei Yu, Environmental Pollution
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Impact of China’s Air Pollution Prevention and Control Action Plan on PM2.5 chemical composition over eastern China.

Guannan Geng, Qingyang Xiao, Yixuan Zheng, Dan Tong, Yuxuan Zhang, Xiaoye Zhang, Qiang Zhang, Kebin He, Yang Liu, Science China Earth Sciences
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Comparison of multiple PM2.5 exposure products for estimating health benefits of emission controls over New York State, USA.

Xiaomeng Jin, Arlene M Fiore, Kevin Civerolo, Jianzhao Bi, Yang Liu, Aaron van Donkelaar, Randall V Martin, Mohammad Al-Hamdan, Yuqiang Zhang, Tabassum Z Insaf, Marianthi-Anna Kioumourtzoglou, Mike Z He, and Patrick L Kinney, Environmental Research Letters
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Machine Learning-Based Integration of High-Resolution Wildfire Smoke Simulations and Observations for Regional Health Impact Assessment.

Yufei Zou, Susan M. O’Neill, Narasimhan K. Larkin, Ernesto C. Alvarado, Robert Solomon, Clifford Mass , Yang Liu, M. Talat Odman, and Huizhong Shen, International Journal of Environmental Resources and Public Health
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Effects of air pollution control policies on PM2.5 pollution improvement in China from 2005 to 2017: a satellite-based perspective.

Zongwei Ma, Riyang Liu, Yang Liu, and Jun Bi, Atmospheric Chemistry and Physics
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Long-term exposure to ambient fine particulate matter and incidence of diabetes in China: A cohort study.

Fengchao Liang, Xueli Yang, Fangchao Liu, Jianxin Li, Qingyang Xiao, Jichun Chen, Xiaoqing Liu, Jie Cao, Chong Shen, Ling Yu Fanghong Lu, Xianping Wu, Liancheng Zhao, Xigui Wu, Ying Li, Dongsheng Hu, Jianfeng Huang, Yang Liu, Xiangfeng Lu, Dongfeng Gu, Environmental International
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Long-Term Exposure to Fine Particulate Matter and Hypertension Incidence in China: The China-PAR Cohort Study.

Keyong Huang, Xueli Yang, Fengchao Liang, Fangchao Liu, Jianxin Li, Qingyang Xiao, Jichun Chen, Xiaoqing Liu, Jie Cao, Chong Shen, Ling Yu, Fanghong Lu, Xianping Wu, Liancheng Zhao, Xigui Wu, Ying Li, Dongsheng Hu, Jianfeng Huang, Yang Liu, Xiangfeng Lu, Dongfeng Gu, Hypertension
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Developing an Advanced PM2.5 Exposure Model in Lima, Peru.

Bryan N. Vu, Odón Sánchez, Jianzhao Bi, Qingyang Xiao, Nadia N. Hansel, William Checkley, Gustavo F. Gonzales, Kyle Steenland, Yang Liu, Remote Sensing
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Impacts of snow and cloud covers on satellite-derived PM2. 5 levels.

Jianzhao Bi, Jessica H. Belle, Yujie Wang, Alexei I. Lyapustin, Avani Wildani, Yang Liu, Remote Sensing of Environment
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The sensitivity of satellite-based PM2.5 estimates to its inputs: Implications to model development in data-poor regions.

Guannan Geng, Nancy L. Murray, Howard H. Chang, Yang Liu, Environment International
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Space-time trends of PM2.5 constituents in the conterminous United States estimated by a machine learning approach, 2005–2015.

Xia Meng, Jenny L. Hand, Bret A. Schichtel, Yang Liu, Environment International
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Predicting monthly high-resolution PM2. 5 concentrations with random forest model in the North China Plain.

Keyong Huang, Qingyang Xiao, Xia Meng, Guannan Geng, Yujie Wang, Alexei Lyapustin, Dongfeng Gu, Yang Liu, Environmental Pollution
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An Ensemble Machine-Learning Model To Predict Historical PM2.5 Concentrations in China from Satellite Data.

Qingyang Xiao, Howard H. Chang, Guannan Geng, Yang Liu, Environmental Science and Technology
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Satellite-based short-and long-term exposure to PM2. 5 and adult mortality in urban Beijing, China.

Fengchao Liang, Qingyang Xiao, Dongfeng Gu, Meimei Xu, Lin Tian, Qun Guo, Ziting Wu, Xiaochuan Pan, Yang Liu, Environmental Pollution
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All-cause mortality risk associated with long-term exposure to ambient PM2· 5 in China: a cohort study.

Prof Tiantian Li, PhD; Yi Zhang, MPH; Jiaonan Wang, BSMed; Dandan Xu, BSMed; Zhaoxue Yin, MM; Huashuai Chen, PhD; Yuebin Lv, MM; Jiesi Luo, MM; Prof Yi Zeng, PhD; Yang Liu, PhD; Prof Patrick L Kinney, ScD; Prof Xiaoming Shi, PhD; The Lancet: Public Health
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Age-Specific Associations of Ozone and Fine Particulate Matter with Respiratory Emergency Department Visits in the United States.

Heather M. Strosnider, Howard H. Chang, Lyndsey A. Darrow, Yang Liu, Ambarish Vaidyanathan, and Matthew J. Strickland, American Journal of Respiratory and Critical Care Medicine
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A Bayesian Downscaler Model to Estimate Daily PM2.5 Levels in the Conterminous US.

Yikai Wang, Xuefei Hu, Howard H. Chang, Lance A. Waller, Jessica H. Belle, Yang Liu, International Journal of Environmental Research and Public Health
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Associations between birth outcomes and maternal PM2.5 exposure in Shanghai: A comparison of three exposure assessment approaches.

Qingyang Xiao, Hanyi Chen, Matthew J. Strickland, Haidong Kan, Howard H. Chang, Mitchel Klein, Chen Yang, Xia Meng, Yang Liu, Environment International
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Mapping Speciated Ambient Particulate Matter Concentrations with the Multi-Angle Imager for Aerosols (MAIA).

David J. Diner, Kevin A. Burke, John Pearson, Feng Xu, Michael J. Garay, Olga V. Kalashnikova, Abigail Nastan, Yang Liu, Randall V. Martin, Jun Wang, Bart Ostro, Sina Hasheminassab, IEEE Xplore
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Advances in multiangle satellite remote sensing of speciated airborne particulate matter and association with adverse health effects: from MISR to MAIA.

David J. Diner, Stacey W. Boland, Michael Brauer, Carol Bruegge, Kevin A. Burke, Russell Chipman, Larry Di Girolamo, Michael J. Garay, Sina Hasheminassab, Edward Hyer, Michael Jerrett, Veljko Jovanovic, Olga V. Kalashnikova, Yang Liu, Alexei I. Lyapustin, Randall V. Martin, Abigail Nastan, Bart D. Ostro, Beate Ritz, Joel Schwartz, Jun Wang, Feng Xu, Journal of Applied Remote Sensing
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Satellite‐Based Daily PM2.5 Estimates During Fire Seasons in Colorado.

Guannan Geng, Nancy L. Murray, Daniel Tong, Joshua S. Fu, Xuefei Hu, Pius Lee, Xia Meng, Howard H. Chang, Yang Liu, Journal of Geophysical Research: Atmospheres
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Data integration for the assessment of population exposure to ambient air pollution for global burden of disease assessment.

Gavin Shaddick, Matthew L. Thomas, Heresh Amini, David Broday, Aaron Cohen, Joseph Frostad, Amelia Green, Sophie Gumy, Yang Liu, Randall V. Martin, Annette Pruss-Ustun, Daniel Simpson, Aaron van Donkelaar, Michael Brauer, Environmental Science and Technology
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Estimating PM2.5 speciation concentrations using prototype 4.4 km-resolution MISR aerosol properties over Southern California.

Xia Meng, Michael J. Garay, David J. Diner, Olga V. Kalashnikova, Jin Xu, Yang Liu, Atmospheric Environment
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MAIAC-based long-term spatiotemporal trends of PM2.5 in Beijing, China.

Fengchao Liang, Qingyang Xiao, Yujie Wang, Alexei Lyapustin, Guoxing Li, Dongfeng Gu, Xiaochuan Pan, Yang Liu, Science of The Total Environment
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Early-life exposure to PM 2.5 and risk of acute asthma clinical encounters among children in Massachusetts: a case-crossover analysis.

Roxana Khalili, Scott M. Bartell, Xuefei Hu, Yang Liu, Howard H. Chang, Candice Belanoff, Matthew J. Strickland, Verónica M. Vieira, Environmental Health
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Exposure to acute air pollution and risk of bronchiolitis and otitis media for preterm and term infants.

Mariam S. Girguis, Matthew J. Strickland, Xuefei Hu, Yang Liu, Howard H. Chang, Itai Kloog, Candice Belanoff, Scott M. Bartell, Verónica M. Vieira, Journal of Exposure Science & Environmental Epidemiology
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Addressing the source contribution of PM2.5 on mortality: an evaluation study of its impacts on excess mortality in China.

Lin Tian, Qiang Zeng, Wentan Dong, Qun Guo, Ziting Wu, Xiaochuan Pan, Guoxing Li, Yang Liu, Environmental Research Letters
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The Potential Impact of Satellite-Retrieved Cloud Parameters on Ground-Level PM2.5 Mass and Composition.

Jessica H. Belle, Howard H. Chang, Yujie Wang, Xuefei Hu, Alexei Lyapustin, Yang Liu, International Journal of Environmental Research and Public Health
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Evaluation of a data fusion approach to estimate daily PM2.5 levels in North China.

Fengchao Liang, Meng Gao, Qingyang Xiao, Gregory R. Carmichael, Xiaochuan Pan, Yang Liu, Environmental Research
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Air pollutant exposure field modeling using air quality model-data fusion methods and comparison with satellite AOD-derived fields: application over North Carolina, USA.

Ran Huang, Xinxin Zhai, Cesunica E. Ivey, Mariel D. Friberg, Xuefei Hu, Yang Liu, Qian Di, Joel Schwartz, James A. Mulholland, Armistead G. Russell, Air Quality, Atmosphere & Health
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Full-coverage high-resolution daily PM2.5 estimation using MAIAC AOD in the Yangtze River Delta of China.

Qingyang Xiao, Yujie Wang, Howard H. Chang, Xia Meng, Guannan Geng, Alexei Lyapustin, Yang Liu, Remote Sensing of Environment
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Chronic PM2.5 exposure and risk of infant bronchiolitis and otitis media clinical encounters.

Mariam S. Girguis, Matthew J. Strickland, Xuefei Hu, Yang Liu, Howard H. Chang, Candice Belanoff, Scott M. Bartell, Verónica M. Vieira, International Journal of Hygiene and Environmental Health
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Improving satellite-based PM 2.5 estimates in China using Gaussian processes modeling in a Bayesian hierarchical setting.

Wenxi Yu, Yang Liu, Zongwei Ma, Jun Bi, Scientific Reports
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The nexus between urbanization and PM2.5 related mortality in China.

Miaomiao Liu, yining Huang, Zhou Jin, Zongwei Ma, Xingyu Liu, Bing Zhang, Yang Liu, Yang Yu, Jinnan Wang, Jun Bi, Patrick L. Kinney, Environmental Pollution
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Associations of PM2.5 and Black Carbon with Hospital Emergency Room Visits during Heavy Haze Events: A Case Study in Beijing, China.

Fengchao Liang, Lin Tian, Qun Guo, Dane Westerdahl, Yang Liu, Xiaobin Jin,Guoxing Li, Xiaochuan Pan, International Journal of Environmental Research and Public Health
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Data integration model for air quality: a hierarchical approach to the global estimation of exposures to ambient air pollution.

Gavin Shaddick, Matthew L. Thomas, Amelia Green, Michael Brauer, Aaron van Donkelaar, Rick Burnett, Howard H. Chang, Aaron Cohen, Rita Van Dingenen, Carlos Dora, Sophie Gumy, Yang Liu, Randall Martin, Lance A. Waller, Jason West, James V. Zidek, Annette Prüss‐Ustün, Applied Statistics
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Estimating PM2.5 Concentrations in the Conterminous United States Using the Random Forest Approach.

Xuefei Hu, Jessica H. Belle, Xia Meng, Avani Wildani, Lance A. Waller, Matthew J. Strickland, Yang Liu, Environmental Science and Technology
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Global Land Use Regression Model for Nitrogen Dioxide Air Pollution.

Andrew Larkin, Jeffrey A. Geddes, Randall V. Martin, Qingyang Xiao, Yang Liu, Julian D. Marshall, Michael Brauer, Perry Hystad, Environmental Science and Technology
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Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: an analysis of data from the Global Burden of Diseases Study 2015.

Dr Aaron J Cohen, DSc; Prof Michael Brauer, ScD; Richard Burnett, PhD; Prof H Ross Anderson, MD; Joseph Frostad, MPH; Kara Estep, MPA; Prof Kalpana Balakrishnan, PhD; Prof Bert Brunekreef, PhD; Prof Lalit Dandona, MD; Rakhi Dandona, PhD; Prof Valery Feigin, PhD; Greg Freedman, MPH; Bryan Hubbell, PhD; Amelia Jobling, PhD; Prof Haidong Kan, MD; Luke Knibbs, PhD; Yang Liu, PhD; Prof Randall Martin, PhD; Lidia Morawska, PhD; Prof C Arden Pope III, PhD; Hwashin Shin, PhD; Kurt Straif, PhD; Prof Gavin Shaddick, PhD; Matthew Thomas, PhD; Rita van Dingenen, PhD; Aaron van Donkelaar, PhD; Prof Theo Vos, PhD; Prof Christopher J L Murray, DPhil; Mohammad H Forouzanfar, PhD; The Lancet
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Associations between ambient fine particulate air pollution and hypertension: A nationwide cross-sectional study in China.

Cong Liu, Renjie Chen, Yaohui Zhao, Zongwei Ma, Jun Bi, Yang Liu, Xia Meng, Yafeng Wang, Xinxin Chen, Weihua Li, Haidong Kan, Science of the Total Environment
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Maternal exposure to ozone and PM2.5 and the prevalence of orofacial clefts in four U.S. states.

Ying Zhou, Suzanne M. Gilboa, Michele L. Herdt, Philip J. Lupo, W. Dana Flanders, Yang Liu, Mikyong Shin, Mark A. Canfield, Russell S. Kirby, Environmental Research
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Spatial and temporal trends in the mortality burden of air pollution in China: 2004–2012.

Miaomioa Liu, Yining Huang, Zongwei Ma, Zhou Jin, Xingyu Liu, Haikun Wang, Yang Liu, Jinnan Wang, Matti Jantunen, Jun Bi, Patrick L. Kinney, Environmental International
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Multi-Angle Imager for Aerosols: A Satellite Investigation to Benefit Public Health.

Yang Liu, David J. Diner, Public Health Reports
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Evaluation of Aqua MODIS Collection 6 AOD Parameters for Air Quality Research over the Continental United States.

J. H. Belle, Yang Liu, Remote Sensing of Atmospheric Pollution
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Inter-comparison of model-simulated and satellite-retrieved componential aerosol optical depths in China.

Shenshen Li, Chao Yu, Liangfu Chen, Jinhua Tao, Husi Letu, Wei Ge, Yidan Si, Yang Liu, Atmospheric Environment
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Estimation of GEOS-Chem and GOCART Simulated Aerosol Profiles Using CALIPSO Observations over the Contiguous United States.

Shenshen Li, Liangfu Chen, Meng Fan, Jinhua Tao, Zhongting Wang, Chao Yu, Yidan Si, Husi Letu, Yang Liu, Aerosol and Air Quality Research
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The impact of three recent coal-fired power plant closings on Pittsburgh air quality: A natural experiment.

Marie C. Russell, Jessica H. Belle, Yang Liu, Journal of the Air & Waste Management Association
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