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Estimating aerosol optical extinction across eastern China in winter during 2014–2019 using the random forest approach 期刊论文
ATMOSPHERIC ENVIRONMENT, 2022, 卷号: 269
作者:  Chen X.;  Li X.;  Li X.;  Liang J.;  Li J.;  Chen G.;  Pei Z.;  Wei X.;  Zeng G.
收藏  |  浏览/下载:38/0  |  提交时间:2022/01/18
Haze pollution  Optical extinction  PM2.5  Random forests  Slower decline trend  
Combined land-use and street view image model for estimating black carbon concentrations in urban areas 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 265
作者:  Liu X.;  Hadiatullah H.;  Zhang X.;  Schnelle-Kreis J.;  Zhang X.;  Lin X.;  Cao X.;  Zimmermann R.
收藏  |  浏览/下载:31/0  |  提交时间:2022/01/18
Black carbon  Land-use  Random forest  Street view images  
Gaussian Markov random fields improve ensemble predictions of daily 1 km PM2.5 and PM10 across France 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 264
作者:  Hough I.;  Sarafian R.;  Shtein A.;  Zhou B.;  Lepeule J.;  Kloog I.
收藏  |  浏览/下载:135/0  |  提交时间:2022/01/18
Aerosol optical depth  Ensemble model  Epidemiology  Exposure assessment  Particulate matter  
Evaluation of gap-filling approaches in satellite-based daily PM2.5 prediction models 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 244
作者:  Xiao Q.;  Geng G.;  Cheng J.;  Liang F.;  Li R.;  Meng X.;  Xue T.;  Huang X.;  Kan H.;  Zhang Q.;  He K.
收藏  |  浏览/下载:12/0  |  提交时间:2022/01/18
CMAQ  Gap-filling approaches  PM2.5  Random forest  Satellite data  
Declining dry deposition of NO2 and SO2 with diverse spatiotemporal patterns in China from 2013 to 2018 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 262
作者:  Zhou K.;  Zhao Y.;  Zhang L.;  Xi M.
收藏  |  浏览/下载:16/0  |  提交时间:2022/01/18
Air pollution control  Dry deposition  Random forest  Spatiotemporal pattern  
Long-term monitoring of precipitation chemistry in the U.S.: Insights into changes and condition 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 245
作者:  Likens G.E.;  Butler T.J.;  Claybrooke R.;  Vermeylen F.;  Larson R.
收藏  |  浏览/下载:15/0  |  提交时间:2022/01/18
Acid rain  Daily precipitation chemistry  Dry deposition  Hubbard Brook experimental forest  NADP/AIRMoN  Trends in precipitation chemistry  
Estimating daily high-resolution PM2.5 concentrations over Texas: Machine Learning approach 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 247
作者:  Ghahremanloo M.;  Choi Y.;  Sayeed A.;  Salman A.K.;  Pan S.;  Amani M.
收藏  |  浏览/下载:26/0  |  提交时间:2022/01/18
BenMAP  High-resolution PM2.5  Machine learning  MODIS AOD  Remote sensing  Texas  
Meteorological normalization of NO2 concentrations in the Province of Bolzano (Italian Alps) 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 246
作者:  Falocchi M.;  Zardi D.;  Giovannini L.
收藏  |  浏览/下载:18/0  |  提交时间:2022/01/18
Air quality  Complex mountainous terrain  Meteorological normalization  Nitrogen dioxide  Random Forest  Valley  
Enhancing the Evaluation and Interpretability of Data-Driven Air Quality Models 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 246
作者:  Gu J.;  Yang B.;  Brauer M.;  Zhang K.M.
收藏  |  浏览/下载:39/0  |  提交时间:2022/01/18
Air quality modeling  Data-driven model  Linear regression  Model evaluation  Model interpretability  Random forest  Repeated cross-validations  SHAP  
An integrated model combining random forests and WRF/CMAQ model for high accuracy spatiotemporal PM2.5 predictions in the Kansai region of Japan 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 262
作者:  Thongthammachart T.;  Araki S.;  Shimadera H.;  Eto S.;  Matsuo T.;  Kondo A.
收藏  |  浏览/下载:24/0  |  提交时间:2022/01/18
Air pollution  Chemical transport model  Land use regression  Random forests