https://orcid.org/0000-0003-3051-9746
Citations (54)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (3)
Weiwei Sun, Chao Chen, Weiwei Liu, Gang Yang, Xiangchao Meng, Lihua Wang & Kai Ren. (2023) Coastline extraction using remote sensing: a review. GIScience & Remote Sensing 60:1.
Read now
Read now
Ganghan Kim, Seunghee Lee, Jungho Im, Chang-Keun Song, Jhoon Kim & Myong-in Lee. (2021) Aerosol data assimilation and forecast using Geostationary Ocean Color Imager aerosol optical depth and in-situ observations during the KORUS-AQ observing period. GIScience & Remote Sensing 58:7, pages 1175-1194.
Read now
Read now
Yu Zhan & Jhoon Kim. (2020) Editorial: special issue on “air quality monitoring, assessment, & forecasting using GIScience and remote sensing”. GIScience & Remote Sensing 57:2, pages 157-158.
Read now
Read now
Articles from other publishers (51)
Yunhui Tan, Quan Wang & Zhaoyang Zhang. (2024) Improved Himawari-8 10-minute scale aerosol optical depth product using deep neural network over Japan. Atmospheric Pollution Research 15:3, pages 102005.
Crossref
Crossref
Yashon O. Ouma, Amantle Keitsile, Lone Lottering, Boipuso Nkwae & Phillimon Odirile. (2024) Spatiotemporal empirical analysis of particulate matter PM2.5 pollution and air quality index (AQI) trends in Africa using MERRA-2 reanalysis datasets (1980–2021). Science of The Total Environment 912, pages 169027.
Crossref
Crossref
Shoutao Zhu, Jiayi Tang, Xiaolu Zhou, Peng Li, Zelin Liu, Cicheng Zhang, Ziying Zou, Tong Li & Changhui Peng. (2023)
Research progress, challenges, and prospects of PM
2.5
concentration estimation using satellite data
. Environmental Reviews 31:4, pages 605-631.
Crossref
Crossref
Lizaveta Miasayedava, Jaanus Kaugerand & Jeffrey A. Tuhtan. (2023) Lightweight Assimilation of Open Urban Ambient Air Quality Monitoring Data and Numerical Simulations with Unknown Uncertainty. Environmental Modeling & Assessment 28:6, pages 961-975.
Crossref
Crossref
Allison E. Bredder. 2023. Landscape Fire, Smoke, and Health. Landscape Fire, Smoke, and Health
89
103
.
David Galán-Madruga, Parya Broomandi, Alfrendo Satyanaga, Ali Jahanbakhshi, Mehdi Bagheri, Aram Fathian, Rasoul Sarvestan, J. Cárdenas-Escudero, J.O. Cáceres, Prashant Kumar & Jong Ryeol Kim. (2023) A methodological framework for estimating ambient PM2.5 particulate matter concentrations in the UK. Journal of Environmental Sciences.
Crossref
Crossref
Rackhun Son, Dimitris Stratoulias, Hyun Cheol Kim & Jin-Ho Yoon. (2023) Estimation of surface PM2.5 concentrations from atmospheric gas species retrieved from TROPOMI using deep learning: Impacts of fire on air pollution over Thailand. Atmospheric Pollution Research 14:10, pages 101875.
Crossref
Crossref
Eunjin Kang, Seonyoung Park, Miae Kim, Cheolhee Yoo, Jungho Im & Chang-Keun Song. (2023) Direct aerosol optical depth retrievals using MODIS reflectance data and machine learning over East Asia. Atmospheric Environment 309, pages 119951.
Crossref
Crossref
Sayed Esmatullah Torabi, Muhammad Amin, Worradorn Phairuang, Mitsuhiko Hata & Masami Furuuchi. (2023) Preliminary discussion about the air pollution status in Afghanistan from Aerosol Optical Depth. IOP Conference Series: Earth and Environmental Science 1199:1, pages 012022.
Crossref
Crossref
Yeseul Cho, Jhoon Kim, Jeewoo Lee, Myungje Choi, Hyunkwang Lim, Seoyoung Lee & Jungho Im. (2023) Fine particulate concentrations over East Asia derived from aerosols measured by the advanced Himawari Imager using machine learning. Atmospheric Research 290, pages 106787.
Crossref
Crossref
Hyunyoung Choi, Seonyoung Park, Yoojin Kang, Jungho Im & Sanghyeon Song. (2023) Retrieval of hourly PM2.5 using top-of-atmosphere reflectance from geostationary ocean color imagers I and II. Environmental Pollution 323, pages 121169.
Crossref
Crossref
Wenwei Li & Xiaofang Liu. (2023) Research on Remote Sensing Retrieval Method of PM2.5 Based on FY-4A Satellite with Multiple Machine Learning Methods. Academic Journal of Science and Technology 4:3, pages 51-57.
Crossref
Crossref
Yan Yan, Xuhui Cai, Qianqian Huang, Peng Qi, Yu Song, Hongsheng Zhang & Limin Zeng. (2023) Long-term planetary boundary layer features and associated PM2.5 pollution anomalies in Beijing during the past 40 years. Theoretical and Applied Climatology 151:3-4, pages 1787-1804.
Crossref
Crossref
Haoze Shi, Naisen Yang, Xin Yang & Hong Tang. (2023) Clarifying Relationship between PM2.5 Concentrations and Spatiotemporal Predictors Using Multi-Way Partial Dependence Plots. Remote Sensing 15:2, pages 358.
Crossref
Crossref
Yanling Zhong, Jinling Kong, Yizhu Jiang, Qiutong Zhang, Hongxia Ma & Xixuan Wang. (2022) Aerosol Evolution and Influencing Factor Analysis during Haze Periods in the Guanzhong Area of China Based on Multi-Source Data. Atmosphere 13:12, pages 1975.
Crossref
Crossref
Md. Arfan Ali, Muhammad Bilal, Yu Wang, Janet E. Nichol, Alaa Mhawish, Zhongfeng Qiu, Gerrit de Leeuw, Yuanzhi Zhang, Yating Zhan, Kuo Liao, Mansour Almazroui, Ramzah Dambul, Shamsuddin Shahid & M. Nazrul Islam. (2022) Accuracy assessment of CAMS and MERRA-2 reanalysis PM2.5 and PM10 concentrations over China. Atmospheric Environment 288, pages 119297.
Crossref
Crossref
Wenhao Chu, Chunxiao Zhang, Yuwei Zhao, Rongrong Li & Pengda Wu. (2022) Spatiotemporally Continuous Reconstruction of Retrieved PM2.5 Data Using an Autogeoi-Stacking Model in the Beijing-Tianjin-Hebei Region, China. Remote Sensing 14:18, pages 4432.
Crossref
Crossref
Su Shi, Weidong Wang, Xinyue Li, Yun Hang, Jian Lei, Haidong Kan & Xia Meng. (2022) Optimizing modeling windows to better capture the long-term variation of PM2.5 concentrations in China during 2005–2019. Science of The Total Environment, pages 158624.
Crossref
Crossref
Valentina Duque & Michael Gilraine. (2022) Coal use, air pollution, and student performance. Journal of Public Economics 213, pages 104712.
Crossref
Crossref
Songyan Zhu, Jian Xu, Jingya Zeng, Chao Yu, Yapeng Wang & Huanhuan Yan. (2022) Satellite-derived estimates of surface ozone by LESO: Extended application and performance evaluation. International Journal of Applied Earth Observation and Geoinformation 113, pages 103008.
Crossref
Crossref
Heming Bai, Yuli Shi, Myeongsu Seong, Wenkang Gao & Yuanhui Li. (2022) Influence of Spatial Resolution on Satellite-Based PM2.5 Estimation: Implications for Health Assessment. Remote Sensing 14:12, pages 2933.
Crossref
Crossref
Shuyun Yuan, Ying Li, Jinhui Gao & Fangwen Bao. (2022) A New Coupling Method for PM2.5 Concentration Estimation by the Satellite-Based Semiempirical Model and Numerical Model. Remote Sensing 14:10, pages 2360.
Crossref
Crossref
Neeraj K. Maurya, Prem Chandra Pandey, Subhadip Sarkar, Rajesh Kumar & Prashant K. Srivastava. (2022) Spatio-Temporal Monitoring of Atmospheric Pollutants Using Earth Observation Sentinel 5P TROPOMI Data: Impact of Stubble Burning a Case Study. ISPRS International Journal of Geo-Information 11:5, pages 301.
Crossref
Crossref
Eunna Jang, Young Jun Kim, Jungho Im, Young-Gyu Park & Taejun Sung. (2022) Global sea surface salinity via the synergistic use of SMAP satellite and HYCOM data based on machine learning. Remote Sensing of Environment 273, pages 112980.
Crossref
Crossref
Lakshmi Babu Saheer, Ajay Bhasy, Mahdi Maktabdar & Javad Zarrin. (2022) Data-Driven Framework for Understanding and Predicting Air Quality in Urban Areas. Frontiers in Big Data 5.
Crossref
Crossref
Fuxing Li, Lingyun Zhang, Qiang Wei, Yi Yang, Fang Han, Weimiao Li, Chunli Zhao & Wei Wang. (2022) An improved method for retrieving aerosol optical depth using the ground-level meteorological data over the South-central Plain of Hebei Province, China. Atmospheric Pollution Research 13:3, pages 101334.
Crossref
Crossref
Naisen Yang, Haoze Shi, Hong Tang & Xin Yang. (2022) Geographical and temporal encoding for improving the estimation of PM2.5 concentrations in China using end-to-end gradient boosting. Remote Sensing of Environment 269, pages 112828.
Crossref
Crossref
Zongwei Ma, Sagnik Dey, Sundar Christopher, Riyang Liu, Jun Bi, Palak Balyan & Yang Liu. (2022) A review of statistical methods used for developing large-scale and long-term PM2.5 models from satellite data. Remote Sensing of Environment 269, pages 112827.
Crossref
Crossref
Seunghee Lee, Seohui Park, Myong‐In Lee, Ganghan Kim, Jungho Im & Chang‐Keun Song. (2021) Air Quality Forecasts Improved by Combining Data Assimilation and Machine Learning With Satellite AOD. Geophysical Research Letters 49:1.
Crossref
Crossref
Jong-Min Yeom, Seungtaek Jeong, Jong-Sung Ha, Kwon-Ho Lee, Chang-Suk Lee & Seonyoung Park. (2022) Estimation of the Hourly Aerosol Optical Depth From GOCI Geostationary Satellite Data: Deep Neural Network, Machine Learning, and Physical Models. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-12.
Crossref
Crossref
Yoojin Kang, Miae Kim, Eunjin Kang, Dongjin Cho & Jungho Im. (2022) Improved retrievals of aerosol optical depth and fine mode fraction from GOCI geostationary satellite data using machine learning over East Asia. ISPRS Journal of Photogrammetry and Remote Sensing 183, pages 253-268.
Crossref
Crossref
Andrea R. Ferro & Philip K. Hopke. 2022. Handbook of Indoor Air Quality. Handbook of Indoor Air Quality
985
1001
.
Andrea R. Ferro & Philip K. Hopke. 2021. Handbook of Indoor Air Quality. Handbook of Indoor Air Quality
1
17
.
Junting Zhong, Xiaoye Zhang, Ke Gui, Yaqiang Wang, Huizheng Che, Xiaojing Shen, Lei Zhang, Yangmei Zhang, Junying Sun & Wenjie Zhang. (2021) Robust prediction of hourly PM2.5 from meteorological data using LightGBM. National Science Review 8:10.
Crossref
Crossref
Yuxin Sun, Yong Xue, Xingxing Jiang, Chunlin Jin, Shuhui Wu & Xiran Zhou. (2021) Estimation of the PM2.5 and PM10 Mass Concentration over Land from FY-4A Aerosol Optical Depth Data. Remote Sensing 13:21, pages 4276.
Crossref
Crossref
Alexandra A. Chudnovsky. 2021. Urban Remote Sensing. Urban Remote Sensing
391
422
.
Wei Guo, Bo Zhang, Qiang Wei, Yuanxi Guo, Xiaomeng Yin, Fuxing Li, Liyan Wang & Wei Wang. (2021) Estimating ground-level PM2.5 concentrations using two-stage model in Beijing-Tianjin-Hebei, China. Atmospheric Pollution Research 12:9, pages 101154.
Crossref
Crossref
Hua Shi, George Xian, Roger Auch, Kevin Gallo & Qiang Zhou. (2021) Urban Heat Island and Its Regional Impacts Using Remotely Sensed Thermal Data—A Review of Recent Developments and Methodology. Land 10:8, pages 867.
Crossref
Crossref
Nurul Amalin Fatihah Kamarul Zaman, Kasturi Devi Kanniah, Dimitris G. Kaskaoutis & Mohd Talib Latif. (2021) Evaluation of Machine Learning Models for Estimating PM2.5 Concentrations across Malaysia. Applied Sciences 11:16, pages 7326.
Crossref
Crossref
Johana M. Carmona, Pawan Gupta, Diego F. Lozano-García, Ana Y. Vanoye, Iván Y. Hernández-Paniagua & Alberto Mendoza. (2021) Evaluation of MODIS Aerosol Optical Depth and Surface Data Using an Ensemble Modeling Approach to Assess PM2.5 Temporal and Spatial Distributions. Remote Sensing 13:16, pages 3102.
Crossref
Crossref
Avinash Kumar Ranjan, Aditya Kumar Patra & A. K. Gorai. (2020) A Review on Estimation of Particulate Matter from Satellite-Based Aerosol Optical Depth: Data, Methods, and Challenges. Asia-Pacific Journal of Atmospheric Sciences 57:3, pages 679-699.
Crossref
Crossref
Omar F. AlThuwaynee, Sang-Wan Kim, Mohamed A. Najemaden, Ali Aydda, Abdul-Lateef Balogun, Moatasem M. Fayyadh & Hyuck-Jin Park. (2021) Demystifying uncertainty in PM10 susceptibility mapping using variable drop-off in extreme-gradient boosting (XGB) and random forest (RF) algorithms. Environmental Science and Pollution Research 28:32, pages 43544-43566.
Crossref
Crossref
Xinghan Xu, Chengkun Zhang & Yi Liang. (2021)
Review of satellite-driven statistical models
concentration estimation with comprehensive information
. Atmospheric Environment 256, pages 118302.
Crossref
Crossref
Kerstin Stebel, Iwona S. Stachlewska, Anca Nemuc, Jan Horálek, Philipp Schneider, Nicolae Ajtai, Andrei Diamandi, Nina Benešová, Mihai Boldeanu, Camelia Botezan, Jana Marková, Rodica Dumitrache, Amalia Iriza-Burcă, Roman Juras, Doina Nicolae, Victor Nicolae, Petr Novotný, Horațiu Ștefănie, Lumír Vaněk, Ondrej Vlček, Olga Zawadzka-Manko & Claus Zehner. (2021) SAMIRA-SAtellite Based Monitoring Initiative for Regional Air Quality. Remote Sensing 13:11, pages 2219.
Crossref
Crossref
Ying Zhang, Zhengqiang Li, Kaixu Bai, Yuanyuan Wei, Yisong Xie, Yuanxun Zhang, Yang Ou, Jason Cohen, Yuhuan Zhang, Zongren Peng, Xingying Zhang, Cheng Chen, Jin Hong, Hua Xu, Jie Guang, Yang Lv, Kaitao Li & Donghui Li. (2021) Satellite remote sensing of atmospheric particulate matter mass concentration: Advances, challenges, and perspectives. Fundamental Research 1:3, pages 240-258.
Crossref
Crossref
Lei Kong, Xiao Tang, Jiang Zhu, Zifa Wang, Jianjun Li, Huangjian Wu, Qizhong Wu, Huansheng Chen, Lili Zhu, Wei Wang, Bing Liu, Qian Wang, Duohong Chen, Yuepeng Pan, Tao Song, Fei Li, Haitao Zheng, Guanglin Jia, Miaomiao Lu, Lin Wu & Gregory R. Carmichael. (2021) A 6-year-long (2013–2018) high-resolution air quality reanalysis dataset in China based on the assimilation of surface observations from CNEMC. Earth System Science Data 13:2, pages 529-570.
Crossref
Crossref
Bin Wang, Qiangqiang Yuan, Qianqian Yang, Liye Zhu, Tongwen Li & Liangpei Zhang. (2021) Estimate hourly PM2.5 concentrations from Himawari-8 TOA reflectance directly using geo-intelligent long short-term memory network. Environmental Pollution 271, pages 116327.
Crossref
Crossref
Ying Li, Shuyun Yuan, Shidong Fan, Yushan Song, Zihao Wang, Zujun Yu, Qinghua Yu & Yiwen Liu. (2021) Satellite Remote Sensing for Estimating PM2.5 and Its Components. Current Pollution Reports 7:1, pages 72-87.
Crossref
Crossref
Behzad Kianian, Yang Liu & Howard H. Chang. (2021) Imputing Satellite-Derived Aerosol Optical Depth Using a Multi-Resolution Spatial Model and Random Forest for PM2.5 Prediction. Remote Sensing 13:1, pages 126.
Crossref
Crossref
Yuexia Wang & Zhihuo Xu. (2020) Monitoring of PM2.5 Concentrations by Learning from Multi-Weather Sensors. Sensors 20:21, pages 6086.
Crossref
Crossref
Tongwen Li, Huanfeng Shen, Qiangqiang Yuan & Liangpei Zhang. (2020) Geographically and temporally weighted neural networks for satellite-based mapping of ground-level PM2.5. ISPRS Journal of Photogrammetry and Remote Sensing 167, pages 178-188.
Crossref
Crossref