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Bathymetric Inversion and Mapping of Two Shallow Lakes Using Sentinel-2 Imagery and Bathymetry Data in the Central Tibetan Plateau 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2022, 卷号: 15
作者:  Yang, Hong;  Ju, Jianting;  Guo, Hengliang;  Qiao, Baojin;  Nie, Bingkang;  Zhu, Liping
收藏  |  浏览/下载:69/0  |  提交时间:2022/06/21
MULTISPECTRAL SATELLITE IMAGERY  WATER DEPTH  NEURAL-NETWORKS  AIRBORNE LIDAR  REGRESSION  RETRIEVAL  MODEL  
Statistical forecast of the marine surge 期刊论文
Natural Hazards, 2021, 卷号: 108, 期号: 3
作者:  Quintana G.I.;  Tandeo P.;  Drumetz L.;  Leballeur L.;  Pavec M.
收藏  |  浏览/下载:75/0  |  提交时间:2021/09/01
Data science  Machine learning  Marine surge  Neural networks  Regression  Sea level  Time-series analysis  
Inter-comparison of several soil moisture downscaling methods over the Qinghai-Tibet Plateau, China 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 592
作者:  Qu, Yuquan;  Zhu, Zhongli;  Montzka, Carsten;  Chai, Linna;  Liu, Shaomin;  Ge, Yong;  Liu, Jin;  Lu, Zheng;  He, Xinlei;  Zheng, Jie;  Han, Tian
收藏  |  浏览/下载:33/0  |  提交时间:2022/04/28
REGRESSION NEURAL-NETWORKS  LAND-SURFACE TEMPERATURE  L-BAND RADIOMETER  HIGH-RESOLUTION  AMSR-E  RANDOM FOREST  SATELLITE  ALGORITHM  SMOS  RADAR  
Merging multiple satellite-based precipitation products and gauge observations using a novel double machine learning approach 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 594
作者:  Zhang, Ling;  Li, Xin;  Zheng, Donghai;  Zhang, Kun;  Ma, Qimin;  Zhao, Yanbo;  Ge, Yingchun
收藏  |  浏览/下载:25/0  |  提交时间:2022/04/28
ARTIFICIAL NEURAL-NETWORKS  INTERPOLATION TECHNIQUES  RAINFALL DATA  REGRESSION  PERFORMANCE  ALGORITHM  SYSTEM  REGION  ERROR  BASIN  
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:32/0  |  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