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A novel integrated method based on a machine learning model for estimating evapotranspiration in dryland 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 603
作者:  Fu, Tonglin;  Li, Xinrong;  Jia, Rongliang;  Feng, Li
收藏  |  浏览/下载:16/0  |  提交时间:2022/04/28
ARTIFICIAL NEURAL-NETWORK  SUPPORT-VECTOR-MACHINE  DECOMPOSITION  EVAPORATION  ALGORITHM  REGRESSION  EQUATIONS  MARS  SVM  ELM  
Deep learning hybrid model with Boruta-Random forest optimiser algorithm for streamflow forecasting with climate mode indices, rainfall, and periodicity 期刊论文
JOURNAL OF HYDROLOGY, 2021, 卷号: 599
作者:  Ahmed, A. A. Masrur;  Deo, Ravinesh C.;  Feng, Qi;  Ghahramani, Afshin;  Raj, Nawin;  Yin, Zhenliang;  Yang, Linshan
收藏  |  浏览/下载:37/0  |  提交时间:2021/12/07
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:19/0  |  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:17/0  |  提交时间:2022/04/28
ARTIFICIAL NEURAL-NETWORKS  INTERPOLATION TECHNIQUES  RAINFALL DATA  REGRESSION  PERFORMANCE  ALGORITHM  SYSTEM  REGION  ERROR  BASIN  
Two-phase extreme learning machines integrated with the complete ensemble empirical mode decomposition with adaptive noise algorithm for multi-scale runoff prediction problems 期刊论文
JOURNAL OF HYDROLOGY, 2019, 卷号: 570
作者:  Wen, Xiaohu;  Feng, Qi;  Deo, Ravinesh C.;  Wu, Min;  Yin, Zhenliang;  Yang, Linshan;  Singh, Vijay P.
收藏  |  浏览/下载:34/0  |  提交时间:2019/11/08
Expert system  Runoff  Integrated model  Complete ensemble empirical mode decomposition adaptive noise (CEEMDAN)  Variational mode decomposition (VMD)  Extreme learning machine (ELM)