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Multiscale extrapolative learning algorithm for predictive soil moisture modeling & applications 期刊论文
发表期刊: EXPERT SYSTEMS WITH APPLICATIONS. 出版年: 2023, 卷号: 213
作者:  Chakraborty, Debaditya;  Basagaoglu, Hakan;  Alian, Sara;  Mirchi, Ali;  Moriasi, Daniel N.;  Starks, Patrick J.;  Verser, Jerry A.
收藏  |  浏览/下载:10/0  |  提交时间:2024/09/29
Artificial Intelligence  Data generator  Soil moisture analysis  Crop yield analysis  Climate change impacts  
Interpretable vs. noninterpretable machine learning models for data-driven hydro-climatological process modeling (R) 期刊论文
发表期刊: EXPERT SYSTEMS WITH APPLICATIONS. 出版年: 2021, 卷号: 170
作者:  Chakraborty, Debaditya;  Basagaoglu, Hakan;  Winterle, James
收藏  |  浏览/下载:40/0  |  提交时间:2021/11/29
Deep learning  Boosting  Transfer learning  Hydroclimate  Reference crop evapotranspiration  Model explainability  
Reliable Evapotranspiration Predictions with a Probabilistic Machine Learning Framework 期刊论文
发表期刊: WATER. 出版年: 2021, 卷号: 13, 期号: 4
作者:  Basagaoglu, Hakan;  Chakraborty, Debaditya;  Winterle, James
收藏  |  浏览/下载:18/0  |  提交时间:2021/07/30
evapotranspiration  machine learning  probabilistic model  shapley analysis  
Explainable AI reveals new hydroclimatic insights for ecosystem-centric groundwater management 期刊论文
发表期刊: ENVIRONMENTAL RESEARCH LETTERS. 出版年: 2021, 卷号: 16, 期号: 11
作者:  Chakraborty, Debaditya;  Basagaoglu, Hakan;  Gutierrez, Lilianna;  Mirchi, Ali
收藏  |  浏览/下载:8/0  |  提交时间:2021/11/29
forecasting model  explainable artificial intelligence  climate change  groundwater depletion  hydrological drought