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Deriving hourly full-coverage PM2.5 concentrations across China's Sichuan Basin by fusing multisource satellite retrievals: A machine-learning approach 期刊论文
ATMOSPHERIC ENVIRONMENT, 2022, 卷号: 271
作者:  Liu Y.;  Li C.;  Liu D.;  Tang Y.;  Seyler B.C.;  Zhou Z.;  Hu X.;  Yang F.;  Zhan Y.
收藏  |  浏览/下载:33/0  |  提交时间:2022/01/18
Aerosol optical depth  Data fusion  Fine particulate matter  Hourly PM2.5  Machine learning  Sichuan basin  
Characteristics of PM2.5 spatial distribution and influencing meteorological conditions in Sichuan Basin, southwestern China 期刊论文
ATMOSPHERIC ENVIRONMENT, 2021, 卷号: 253
作者:  Liu Y.;  Shi G.;  Zhan Y.;  Zhou L.;  Yang F.
收藏  |  浏览/下载:36/0  |  提交时间:2022/01/18
EOF  Meteorological influence  PM2.5  Spatial distribution  The Sichuan basin  
Estimating PM2.5 concentrations in Northeastern China with full spatiotemporal coverage, 2005–2016 期刊论文
Remote Sensing of Environment, 2021, 卷号: 253
作者:  Meng X.;  Liu C.;  Zhang L.;  Wang W.;  Stowell J.;  Kan H.;  Liu Y.
收藏  |  浏览/下载:19/0  |  提交时间:2021/05/24
Plant species classification in salt marshes using phenological parameters derived from Sentinel-2 pixel-differential time-series 期刊论文
Remote Sensing of Environment, 2021, 卷号: 256
作者:  Sun C.;  Li J.;  Liu Y.;  Liu Y.;  Liu R.
收藏  |  浏览/下载:18/0  |  提交时间:2021/05/24
A data-driven approach to generate past GRACE-like terrestrial water storage solution by calibrating the land surface model simulations 期刊论文
, 2020, 卷号: 143
作者:  Jing W.;  Di L.;  Zhao X.;  Yao L.;  Xia X.;  Liu Y.;  Yang J.;  Li Y.;  Zhou C.
收藏  |  浏览/下载:32/0  |  提交时间:2020/07/28
Decision trees  Digital storage  Evapotranspiration  Geodetic satellites  Groundwater  Learning systems  Soil moisture  Surface measurement  Water conservation  Water supply  Data-driven approach  Ensemble learning algorithm  Gravity recovery and climate experiment satellites  Groundwater storage  Land surface modeling  Machine learning models  Terrestrial water storage  Variable importances  Learning algorithms  
Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms 期刊论文
, 2020, 卷号: 141
作者:  Liu Y.;  Jing W.;  Wang Q.;  Xia X.
收藏  |  浏览/下载:28/0  |  提交时间:2020/07/28
Decision trees  Land surface temperature  Learning systems  Nearest neighbor search  Neural networks  Object oriented programming  Soil moisture  Support vector machines  Support vector regression  Surveying  Topography  Vegetation  Classification and regression tree  Correlation coefficient  Digital elevation model  Geographic coordinates  High spatial resolution  K nearest neighbor (KNN)  Machine learning techniques  Normalized difference vegetation index  Learning algorithms  algorithm  comparative study  correlation  data set  digital elevation model  downscaling  machine learning  NDVI  soil moisture  spatial analysis  surface temperature  Australia  China  North America  Qinghai-Xizang Plateau  Spain  
Random forest models for PM2.5 speciation concentrations using MISR fractional AODs 期刊论文
Environmental Research Letters, 2020, 卷号: 15, 期号: 3
作者:  Geng G.;  Meng X.;  He K.;  Liu Y.
收藏  |  浏览/下载:11/0  |  提交时间:2020/12/08
Satellite-based assessment of the long-term efficacy of PM2.5 pollution control policies across the Taiwan Strait 期刊论文
Remote Sensing of Environment, 2020, 卷号: 251
作者:  Wang L.;  Bi J.;  Meng X.;  Geng G.;  Huang K.;  Li J.;  Tang L.;  Liu Y.
收藏  |  浏览/下载:12/0  |  提交时间:2021/05/24
Extraction of connected river networks from multi-temporal remote sensing imagery using a path tracking technique 期刊论文
Remote Sensing of Environment, 2020, 卷号: 246
作者:  Chen H.;  Liang Q.;  Liang Z.;  Liu Y.;  Ren T.
收藏  |  浏览/下载:1/0  |  提交时间:2021/05/24