909
Views
79
CrossRef citations to date
0
Altmetric
Technical Paper

Estimating Fine Particulate Matter Component Concentrations and Size Distributions Using Satellite-Retrieved Fractional Aerosol Optical Depth: Part 2—A Case Study

, , , &
Pages 1360-1369 | Published online: 24 Jan 2012

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

Read on this site (3)

Meytar Sorek-Hamer, David M. Broday, Robert Chatfield, Robert Esswein, Massimo Stafoggia, Johanna Lepeule, Alexei Lyapustin & Itai Kloog. (2017) Monthly analysis of PM ratio characteristics and its relation to AOD. Journal of the Air & Waste Management Association 67:1, pages 27-38.
Read now
Qihao Weng, Bing Xu, Xuefei Hu & Hua Liu. (2014) Use of earth observation data for applications in public health. Geocarto International 29:1, pages 3-16.
Read now
A.W. Strawa, R.B. Chatfield, M. Legg, B. Scarnato & R. Esswein. (2013) Improving retrievals of regional fine particulate matter concentrations from Moderate Resolution Imaging Spectroradiometer (MODIS) and Ozone Monitoring Instrument (OMI) multisatellite observations. Journal of the Air & Waste Management Association 63:12, pages 1434-1446.
Read now

Articles from other publishers (76)

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
Emily D. Lenhardt, Lan Gao, Jens Redemann, Feng Xu, Sharon P. Burton, Brian Cairns, Ian Chang, Richard A. Ferrare, Chris A. Hostetler, Pablo E. Saide, Calvin Howes, Yohei Shinozuka, Snorre Stamnes, Mary Kacarab, Amie Dobracki, Jenny Wong, Steffen Freitag & Athanasios Nenes. (2023) Use of lidar aerosol extinction and backscatter coefficients to estimate cloud condensation nuclei (CCN) concentrations in the southeast Atlantic. Atmospheric Measurement Techniques 16:7, pages 2037-2054.
Crossref
Kuo-En Chang, Ta-Chih Hsiao, Si-Chee Tsay, Tang-Huang Lin, Stephen M. Griffith, Chian-Yi Liu & Charles C.-K. Chou. (2023) Embedded information of aerosol type, hygroscopicity and scattering enhancement factor revealed by the relationship between PM2.5 and aerosol optical depth. Science of The Total Environment 867, pages 161471.
Crossref
Yanchuan ShaoRiyang LiuWeihan LiJun BiZongwei Ma. (2023) A MISR-Based Method for the Estimation of Particle Size Distribution: Comparison with AERONET over China. Journal of Remote Sensing 3.
Crossref
Xia Meng, Yun Hang, Xiuran Lin, Tiantian Li, Tijian Wang, Junji Cao, Qingyan Fu, Sagnik Dey, Kan Huang, Fengchao Liang, Haidong Kan, Xiaoming Shi & Yang Liu. (2023) A satellite-driven model to estimate long-term particulate sulfate levels and attributable mortality burden in China. Environment International 171, pages 107740.
Crossref
Shigan Liu, Guannan Geng, Qingyang Xiao, Yixuan Zheng, Xiaodong Liu, Jing Cheng & Qiang Zhang. (2022) Tracking Daily Concentrations of PM 2.5 Chemical Composition in China since 2000 . Environmental Science & Technology 56:22, pages 16517-16527.
Crossref
Hyun Soo Kim, Hye-Won Na, Yujin Jang, Su Ji Kim, Nam Gook Kee, Dong Yeop Shin, Hyunjung Choi, Hyoung-June Kim & Young Rok Seo. (2022) Integrative analysis to explore the biological association between environmental skin diseases and ambient particulate matter. Scientific Reports 12:1.
Crossref
Yulei Chi, Meng Fan, Chuanfeng Zhao, Yikun Yang, Hao Fan, Xingchuan Yang, Jie Yang & Jinhua Tao. (2022) Machine learning-based estimation of ground-level NO2 concentrations over China. Science of The Total Environment 807, pages 150721.
Crossref
Ralph A. Kahn, Yang Liu & David J. Diner. 2020. Handbook of Air Quality and Climate Change. Handbook of Air Quality and Climate Change 1 14 .
Yulei Chi, Meng Fan, Chuanfeng Zhao, Lin Sun, Yikun Yang, Xingchuan Yang & Jinhua Tao. (2021) Ground-level NO2 concentration estimation based on OMI tropospheric NO2 and its spatiotemporal characteristics in typical regions of China. Atmospheric Research 264, pages 105821.
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
Weihao Xuan, Feng Zhang, Hongye Zhou, Zhenhong Du & Renyi Liu. (2021) Improving Geographically Weighted Regression Considering Directional Nonstationary for Ground-Level PM2.5 Estimation. ISPRS International Journal of Geo-Information 10:6, pages 413.
Crossref
Changsuk Lee, Kyunghwa Lee, Sangmin Kim, Jinhyeok Yu, Seungtaek Jeong & Jongmin Yeom. (2021) Hourly Ground-Level PM2.5 Estimation Using Geostationary Satellite and Reanalysis Data via Deep Learning. Remote Sensing 13:11, pages 2121.
Crossref
Qiuyue Zhao, Wei Zhao, Jun Bi & Zongwei Ma. (2021) Climatology and calibration of MERRA-2 PM2.5 components over China. Atmospheric Pollution Research 12:2, pages 357-366.
Crossref
Meytar Sorek-Hamer, Robert Chatfield & Yang Liu. (2020) Review: Strategies for using satellite-based products in modeling PM2.5 and short-term pollution episodes. Environment International 144, pages 106057.
Crossref
Guannan Geng, Xia Meng, Kebin He & Yang Liu. (2020) Random forest models for PM 2.5 speciation concentrations using MISR fractional AODs . Environmental Research Letters 15:3, pages 034056.
Crossref
Michael J. Garay, Marcin L. Witek, Ralph A. Kahn, Felix C. Seidel, James A. Limbacher, Michael A. Bull, David J. Diner, Earl G. Hansen, Olga V. Kalashnikova, Huikyo Lee, Abigail M. Nastan & Yan Yu. (2020) Introducing the 4.4 km spatial resolution Multi-Angle Imaging SpectroRadiometer (MISR) aerosol product. Atmospheric Measurement Techniques 13:2, pages 593-628.
Crossref
Huangyuan Tan, Yumin Chen, John P. Wilson, Jingyi Zhang, Jiping Cao & Tianyou Chu. (2020) An eigenvector spatial filtering based spatially varying coefficient model for PM2.5 concentration estimation: A case study in Yangtze River Delta region of China. Atmospheric Environment 223, pages 117205.
Crossref
Lucas de Oliveira do Couto, Sharmênia de Araújo Soares Nuto, Sandra de Souza Hacon, Adriana Gioda, Francisco Wagner de Sousa, Edenilo Baltazar Barreira Filho, Karen dos Santos Gonçalves & André Reynaldo Santos Périssé. (2020) Estimativa da concentração média diária de material particulado fino na região do Complexo Industrial e Portuário do Pecém, Ceará, Brasil. Cadernos de Saúde Pública 36:7.
Crossref
S. L. Kesav Unnithan & L. Gnanappazham. 2020. Applications of Geomatics in Civil Engineering. Applications of Geomatics in Civil Engineering 249 262 .
Maqbool Ahmad, Khan Alam, Shahina Tariq, Sajid Anwar, Jawad Nasir & Muhammad Mansha. (2019) Estimating fine particulate concentration using a combined approach of linear regression and artificial neural network. Atmospheric Environment 219, pages 117050.
Crossref
Oleg Dubovik, Zhengqiang Li, Michael I. Mishchenko, Didier Tanré, Yana Karol, Bojan Bojkov, Brian Cairns, David J. Diner, W. Reed Espinosa, Philippe Goloub, Xingfa Gu, Otto Hasekamp, Jin Hong, Weizhen Hou, Kirk D. Knobelspiesse, Jochen Landgraf, Li Li, Pavel Litvinov, Yi Liu, Anton Lopatin, Thierry Marbach, Hal Maring, Vanderlei Martins, Yasjka Meijer, Gennadi Milinevsky, Sonoyo Mukai, Frederic Parol, Yanli Qiao, Lorraine Remer, Jeroen Rietjens, Itaru Sano, Piet Stammes, Snorre Stamnes, Xiaobing Sun, Pierre Tabary, Larry D. Travis, Fabien Waquet, Feng Xu, Changxiang Yan & Dekui Yin. (2019) Polarimetric remote sensing of atmospheric aerosols: Instruments, methodologies, results, and perspectives. Journal of Quantitative Spectroscopy and Radiative Transfer 224, pages 474-511.
Crossref
Xia Meng, Jenny L. Hand, Bret A. Schichtel & Yang Liu. (2018) Space-time trends of PM2.5 constituents in the conterminous United States estimated by a machine learning approach, 2005–2015. Environment International 121, pages 1137-1147.
Crossref
Ali H. Omar, Maria Tzortziou, Odele Coddington & Lorraine A. Remer. (2018) Plankton Aerosol, Cloud, ocean Ecosystem mission: atmosphere measurements for air quality applications. Journal of Applied Remote Sensing 12:04, pages 1.
Crossref
Tianhao Zhang, Zhongmin Zhu, Wei Gong, Zerun Zhu, Kun Sun, Lunche Wang, Yusi Huang, Feiyue Mao, Huanfeng Shen, Zhiwei Li & Kai Xu. (2018) Estimation of ultrahigh resolution PM2.5 concentrations in urban areas using 160 m Gaofen-1 AOD retrievals. Remote Sensing of Environment 216, pages 91-104.
Crossref
Mariel D. Friberg, Ralph A. Kahn, James A. Limbacher, K. Wyat Appel & James A. Mulholland. (2018) Constraining chemical transport PM<sub>2.5</sub> modeling outputs using surface monitor measurements and satellite retrievals: application over the San Joaquin Valley. Atmospheric Chemistry and Physics 18:17, pages 12891-12913.
Crossref
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. (2018) Mapping Speciated Ambient Particulate Matter Concentrations with the Multi-Angle Imager for Aerosols (MAIA). Mapping Speciated Ambient Particulate Matter Concentrations with the Multi-Angle Imager for Aerosols (MAIA).
Karen dos Santos Gonçalves, Mirko S. Winkler, Paulo Roberto Benchimol-Barbosa, Kees de Hoogh, Paulo Eduardo Artaxo, Sandra de Souza Hacon, Christian Schindler & Nino Künzli. (2018) Development of non-linear models predicting daily fine particle concentrations using aerosol optical depth retrievals and ground-based measurements at a municipality in the Brazilian Amazon region. Atmospheric Environment 184, pages 156-165.
Crossref
Xia Meng, Michael J. Garay, David J. Diner, Olga V. Kalashnikova, Jin Xu & Yang Liu. (2018) Estimating PM2.5 speciation concentrations using prototype 4.4 km-resolution MISR aerosol properties over Southern California. Atmospheric Environment 181, pages 70-81.
Crossref
D. Szczepanik & K.M. Markowicz. (2018) The relation between columnar and surface aerosol optical properties in a background environment. Atmospheric Pollution Research 9:2, pages 246-256.
Crossref
Ming Zhang, Yingying Ma, Lunche Wang, Wei Gong, Bo Hu & Yifan Shi. (2018) Spatial-temporal characteristics of aerosol loading over the Yangtze River Basin during 2001-2015. International Journal of Climatology 38:4, pages 2138-2152.
Crossref
Lu Xiao, Yichao Lang & George Christakos. (2018) High-resolution spatiotemporal mapping of PM2.5 concentrations at Mainland China using a combined BME-GWR technique. Atmospheric Environment 173, pages 295-305.
Crossref
Ran Huang, Xinxin Zhai, Cesunica E. Ivey, Mariel D. Friberg, Xuefei Hu, Yang Liu, Qian Di, Joel Schwartz, James A. Mulholland & Armistead G. Russell. (2017) Air pollutant exposure field modeling using air quality model-data fusion methods and comparison with satellite AOD-derived fields: application over North Carolina, USA. Air Quality, Atmosphere & Health 11:1, pages 11-22.
Crossref
Meredith Franklin, Olga V. Kalashnikova & Michael J. Garay. (2017) Size-resolved particulate matter concentrations derived from 4.4 km-resolution size-fractionated Multi-angle Imaging SpectroRadiometer (MISR) aerosol optical depth over Southern California. Remote Sensing of Environment 196, pages 312-323.
Crossref
. 2016. Remote Sensing for Sustainability. Remote Sensing for Sustainability 191 209 .
M. Kumar, R.K. Singh, V. Murari, A.K. Singh, R.S. Singh & T. Banerjee. (2016) Fireworks induced particle pollution: A spatio-temporal analysis. Atmospheric Research 180, pages 78-91.
Crossref
Yuanyuan Chu, Yisi Liu, Xiangyu Li, Zhiyong Liu, Hanson Lu, Yuanan Lu, Zongfu Mao, Xi Chen, Na Li, Meng Ren, Feifei Liu, Liqiao Tian, Zhongmin Zhu & Hao Xiang. (2016) A Review on Predicting Ground PM2.5 Concentration Using Satellite Aerosol Optical Depth. Atmosphere 7:10, pages 129.
Crossref
Shenshen Li, Chao Yu, Liangfu Chen, Jinhua Tao, Husi Letu, Wei Ge, Yidan Si & Yang Liu. (2016) Inter-comparison of model-simulated and satellite-retrieved componential aerosol optical depths in China. Atmospheric Environment 141, pages 320-332.
Crossref
Qian Di, Itai Kloog, Petros Koutrakis, Alexei Lyapustin, Yujie Wang & Joel Schwartz. (2016) Assessing PM 2.5 Exposures with High Spatiotemporal Resolution across the Continental United States . Environmental Science & Technology 50:9, pages 4712-4721.
Crossref
Mariel D. Friberg, Xinxin Zhai, Heather A. Holmes, Howard H. Chang, Matthew J. Strickland, Stefanie Ebelt Sarnat, Paige E. Tolbert, Armistead G. Russell & James A. Mulholland. (2016) Method for Fusing Observational Data and Chemical Transport Model Simulations To Estimate Spatiotemporally Resolved Ambient Air Pollution. Environmental Science & Technology 50:7, pages 3695-3705.
Crossref
Qian Di, Petros Koutrakis & Joel Schwartz. (2016) A hybrid prediction model for PM2.5 mass and components using a chemical transport model and land use regression. Atmospheric Environment 131, pages 390-399.
Crossref
Yang Bai, Lixin Wu, Kai Qin, Yufeng Zhang, Yangyang Shen & Yuan Zhou. (2016) A Geographically and Temporally Weighted Regression Model for Ground-Level PM2.5 Estimation from Satellite-Derived 500 m Resolution AOD. Remote Sensing 8:3, pages 262.
Crossref
Thanh T N Nguyen, Hung Q Bui, Ha V Pham, Hung V Luu, Chuc D Man, Hai N Pham, Ha T Le & Thuy T Nguyen. (2015) Particulate matter concentration mapping from MODIS satellite data: a Vietnamese case study. Environmental Research Letters 10:9, pages 095016.
Crossref
Ralph A. Kahn & Barbara J. Gaitley. (2015) An analysis of global aerosol type as retrieved by MISR. Journal of Geophysical Research: Atmospheres 120:9, pages 4248-4281.
Crossref
S. Li, R. Kahn, M. Chin, M. J. Garay & Y. Liu. (2015) Improving satellite-retrieved aerosol microphysical properties using GOCART data. Atmospheric Measurement Techniques 8:3, pages 1157-1171.
Crossref
M. Kumar, S. Tiwari, V. Murari, A.K. Singh & T. Banerjee. (2015) Wintertime characteristics of aerosols at middle Indo-Gangetic Plain: Impacts of regional meteorology and long range transport. Atmospheric Environment 104, pages 162-175.
Crossref
Zeeshan Muhammad & Kim Oanh Nguyen Thi. (2015) Relationship of MISR component AODs with black carbon and other ground monitored particulate matter composition. Atmospheric Pollution Research 6:1, pages 62-69.
Crossref
David Lary, Steven Woolf, Fazlay Faruque & James LePage. (2014) Holistics 3.0 for Health. ISPRS International Journal of Geo-Information 3:3, pages 1023-1038.
Crossref
Jiashan Chen, Jinyuan Xin, Junlin An, Yuesi Wang, Zirui Liu, Na Chao & Ze Meng. (2014) Observation of aerosol optical properties and particulate pollution at background station in the Pearl River Delta region. Atmospheric Research 143, pages 216-227.
Crossref
Jinyuan Xin, Qing Zhang, Lili Wang, Chongshui Gong, Yuesi Wang, Zirui Liu & Wenkang Gao. (2014) The empirical relationship between the PM2.5 concentration and aerosol optical depth over the background of North China from 2009 to 2011. Atmospheric Research 138, pages 179-188.
Crossref
Hak-Kan Lai, Hilda Tsang, Thuan-Quoc Thach & Chit-Ming Wong. (2014) Health impact assessment of exposure to fine particulate matter based on satellite and meteorological information. Environ. Sci.: Processes Impacts 16:2, pages 239-246.
Crossref
Xuefei Hu, Lance A. Waller, Alexei Lyapustin, Yujie Wang, Mohammad Z. Al-Hamdan, William L. Crosson, Maurice G. EstesJr.Jr., Sue M. Estes, Dale A. Quattrochi, Sweta Jinnagara Puttaswamy & Yang Liu. (2014) Estimating ground-level PM2.5 concentrations in the Southeastern United States using MAIAC AOD retrievals and a two-stage model. Remote Sensing of Environment 140, pages 220-232.
Crossref
David J. Diner. 2014. Encyclopedia of Remote Sensing. Encyclopedia of Remote Sensing 658 663 .
A. Chudnovsky, C. Tang, A. Lyapustin, Y. Wang, J. Schwartz & P. Koutrakis. (2013) A critical assessment of high-resolution aerosol optical depth retrievals for fine particulate matter predictions. Atmospheric Chemistry and Physics 13:21, pages 10907-10917.
Crossref
Shenshen Li, Michael J. Garay, Liangfu Chen, Erika Rees & Yang Liu. (2013) Comparison of GEOS‐Chem aerosol optical depth with AERONET and MISR data over the contiguous United States. Journal of Geophysical Research: Atmospheres 118:19.
Crossref
Xuefei Hu, Lance A. Waller, Mohammad Z. Al-Hamdan, William L. Crosson, Maurice G. EstesJr.Jr., Sue M. Estes, Dale A. Quattrochi, Jeremy A. Sarnat & Yang Liu. (2013) Estimating ground-level PM2.5 concentrations in the southeastern U.S. using geographically weighted regression. Environmental Research 121, pages 1-10.
Crossref
Hyung Joo Lee, Brent A. Coull, Michelle L. Bell & Petros Koutrakis. (2012) Use of satellite-based aerosol optical depth and spatial clustering to predict ambient PM2.5 concentrations. Environmental Research 118, pages 8-15.
Crossref
Mercedes A. Bravo, Montserrat Fuentes, Yang Zhang, Michael J. Burr & Michelle L. Bell. (2012) Comparison of exposure estimation methods for air pollutants: Ambient monitoring data and regional air quality simulation. Environmental Research 116, pages 1-10.
Crossref
Charles Ichoku, Ralph Kahn & Mian Chin. (2012) Satellite contributions to the quantitative characterization of biomass burning for climate modeling. Atmospheric Research 111, pages 1-28.
Crossref
Paul A. Solomon, Maria Costantini, Thomas J. Grahame, Miriam E. Gerlofs-Nijland, Flemming R. Cassee, Armistead G. Russell, Jeffrey R. Brook, Philip K. Hopke, George Hidy, Robert F. Phalen, Paulo Saldiva, Stefanie Ebelt Sarnat, John R. Balmes, Ira B. Tager, Halûk Özkaynak, Sverre Vedal, Susan S. G. Wierman & Daniel L. Costa. (2011) Air pollution and health: bridging the gap from sources to health outcomes: conference summary. Air Quality, Atmosphere & Health 5:1, pages 9-62.
Crossref
Y. Shi, J. Zhang, J. S. Reid, E. J. Hyer, T. F. Eck, B. N. Holben & R. A. Kahn. (2011) A critical examination of spatial biases between MODIS and MISR aerosol products – application for potential AERONET deployment. Atmospheric Measurement Techniques 4:12, pages 2823-2836.
Crossref
H. J. Lee, Y. Liu, B. A. Coull, J. Schwartz & P. Koutrakis. (2011) A novel calibration approach of MODIS AOD data to predict PM<sub>2.5</sub> concentrations. Atmospheric Chemistry and Physics 11:15, pages 7991-8002.
Crossref
Ralph A. Kahn, Michael J. Garay, David L. Nelson, Robert C. Levy, Michael A. Bull, David J. Diner, John V. Martonchik, Earl G. Hansen, Lorraine A. Remer & Didier Tanré. (2011) Response to “Toward unified satellite climatology of aerosol properties. 3. MODIS versus MISR versus AERONET”. Journal of Quantitative Spectroscopy and Radiative Transfer 112:5, pages 901-909.
Crossref
Ralph A. Kahn, Barbara J. Gaitley, Michael J. Garay, David J. Diner, Thomas F. Eck, Alexander Smirnov & Brent N. Holben. (2010) Multiangle Imaging SpectroRadiometer global aerosol product assessment by comparison with the Aerosol Robotic Network. Journal of Geophysical Research: Atmospheres 115:D23.
Crossref
Jun Wang, Xiaoguang Xu, Robert Spurr, Yuxuang Wang & Easan Drury. (2010) Improved algorithm for MODIS satellite retrievals of aerosol optical thickness over land in dusty atmosphere: Implications for air quality monitoring in China. Remote Sensing of Environment 114:11, pages 2575-2583.
Crossref
Naresh Kumar. (2010) A Hybrid Approach for Predicting PM 2.5 Exposure . Environmental Health Perspectives 118:10.
Crossref
Lei Bi, Ping Yang, George W. Kattawar & Ralph Kahn. (2010) Modeling optical properties of mineral aerosol particles by using nonsymmetric hexahedra. Applied Optics 49:3, pages 334.
Crossref
F. Barnaba, J. P. Putaud, C. Gruening, A. dell'Acqua & S. Dos Santos. (2010) Annual cycle in co-located in situ, total-column, and height-resolved aerosol observations in the Po Valley (Italy): Implications for ground-level particulate matter mass concentration estimation from remote sensing. Journal of Geophysical Research 115:D19.
Crossref
Yang Liu, Bret A. Schichtel & Petros Koutrakis. (2009) Estimating Particle Sulfate Concentrations Using MISR Retrieved Aerosol Properties. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 2:3, pages 176-184.
Crossref
Hui Li, Fazlay Faruque, Worth Williams, Mohammad Al-Hamdan, Jeffrey Luvall, William Crosson, Douglas Rickman & Ashutosh Limaye. (2009) Optimal temporal scale for the correlation of AOD and ground measurements of PM2.5 in a real-time air quality estimation system. Atmospheric Environment 43:28, pages 4303-4310.
Crossref
Yang Liu, Ralph A. Kahn, Archontoula Chaloulakou & Petros Koutrakis. (2009) Analysis of the impact of the forest fires in August 2007 on air quality of Athens using multi-sensor aerosol remote sensing data, meteorology and surface observations. Atmospheric Environment 43:21, pages 3310-3318.
Crossref
M. Schaap, A. Apituley, R. M. A. Timmermans, R. B. A. Koelemeijer & G. de Leeuw. (2009) Exploring the relation between aerosol optical depth and PM<sub>2.5</sub> at Cabauw, the Netherlands. Atmospheric Chemistry and Physics 9:3, pages 909-925.
Crossref
Pawan Gupta & Sundar A. Christopher. (2009) Particulate matter air quality assessment using integrated surface, satellite, and meteorological products: 2. A neural network approach. Journal of Geophysical Research 114:D20.
Crossref
Yang Liu, Dan Chen, Ralph A. Kahn & KeBin He. (2009) Review of the applications of Multiangle Imaging SpectroRadiometer to air quality research. Science in China Series D: Earth Sciences 52:1, pages 132-144.
Crossref
John V. Martonchik, Ralph A. Kahn & David J. Diner. 2009. Satellite Aerosol Remote Sensing over Land. Satellite Aerosol Remote Sensing over Land 267 293 .
Randall V. Martin. (2008) Satellite remote sensing of surface air quality. Atmospheric Environment 42:34, pages 7823-7843.
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:

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:

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.