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Hydrological Responses to the Future Climate Change in a Data Scarce Region, Northwest China: Application of Machine Learning Models 期刊论文
WATER, 2019, 卷号: 11, 期号: 8
作者:  Zhu, Rui;  Yang, Linshan;  Liu, Tao;  Wen, Xiaohu;  Zhang, Liming;  Chang, Yabin
收藏  |  浏览/下载：31/0  |  提交时间：2019/10/08
global climate model  hydrological response  extreme learning machine  support vector regression  Heihe River  
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：36/0  |  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)  
Design and evaluation of SVR, MARS and M5Tree models for 1, 2 and 3-day lead time forecasting of river flow data in a semiarid mountainous catchment 期刊论文
STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT, 2018, 卷号: 32, 期号: 9
作者:  Yin, Zhenliang;  Feng, Qi;  Wen, Xiaohu;  Deo, Ravinesh C.;  Yang, Linshan;  Si, Jianhua;  He, Zhibin
收藏  |  浏览/下载：45/0  |  提交时间：2019/11/08
River flow forecasting  Support vector regression  Multivariate adaptive regression spline  M5Tree model  Data-driven model  
Comparative Study of Hybrid-Wavelet Artificial Intelligence Models for Monthly Groundwater Depth Forecasting in Extreme Arid Regions, Northwest China 期刊论文
WATER RESOURCES MANAGEMENT, 2018, 卷号: 32, 期号: 1
作者:  Yu, Haijiao;  Wen, Xiaohu;  Feng, Qi;  Deo, Ravinesh C.;  Si, Jianhua;  Wu, Min
收藏  |  浏览/下载：37/0  |  提交时间：2019/11/08
Discrete wavelet transform  Artificial neural network  Support vector regression  Groundwater level fluctuations  Extreme arid regions  
Identifying separate impacts of climate and land use/cover change on hydrological processes in upper stream of Heihe River, Northwest China 期刊论文
HYDROLOGICAL PROCESSES, 2017, 卷号: 31, 期号: 5
作者:  Yang, Linshan;  Feng, Qi;  Yin, Zhenliang;  Wen, Xiaohu;  Si, Jianhua;  Li, Changbin;  Deo, Ravinesh C.
收藏  |  浏览/下载：33/0  |  提交时间：2019/11/08
climate change  Heihe River Basin  hydrological processes  LUCC  SWAT  
Detecting climate variability impacts on reference and actual evapotranspiration in the Taohe River Basin, NW China 期刊论文
HYDROLOGY RESEARCH, 2017, 卷号: 48, 期号: 2
作者:  Yang, Linshan;  Feng, Qi;  Li, Changbin;  Si, Jianhua;  Wen, Xiaohu;  Yin, Zhenliang
收藏  |  浏览/下载：52/0  |  提交时间：2019/11/08
actual evapotranspiration  climate variability impacts  reference evapotranspiration  sensitivity coefficient  Taohe River Basin  
Future Projection with an Extreme-Learning Machine and Support Vector Regression of Reference Evapotranspiration in a Mountainous Inland Watershed in North-West China 期刊论文
WATER, 2017, 卷号: 9, 期号: 11
作者:  Yin, Zhenliang;  Feng, Qi;  Yang, Linshan;  Deo, Ravinesh C.;  Wen, Xiaohu;  Si, Jianhua;  Xiao, Shengchun
收藏  |  浏览/下载：46/0  |  提交时间：2019/11/08
reference evapotranspiration (ET0)  extreme-learning machine  support vector regression  ET0 projection  climate change  
Integrating genetic algorithm and support vector machine for modeling daily reference evapotranspiration in a semi-arid mountain area 期刊论文
HYDROLOGY RESEARCH, 2017, 卷号: 48, 期号: 5
作者:  Yin, Zhenliang;  Wen, Xiaohu;  Feng, Qi;  He, Zhibin;  Zou, Songbing;  Yang, Linshan
收藏  |  浏览/下载：55/0  |  提交时间：2019/11/08
climatic variables  genetic algorithm  reference evapotranspiration modeling  semi-arid mountain areas  support vector machine  
Wavelet analysis-artificial neural network conjunction models for multi-scale monthly groundwater level predicting in an arid inland river basin, northwestern China 期刊论文
HYDROLOGY RESEARCH, 2017, 卷号: 48, 期号: 6
作者:  Wen, Xiaohu;  Feng, Qi;  Deo, Ravinesh C.;  Wu, Min;  Si, Jianhua
收藏  |  浏览/下载：28/0  |  提交时间：2019/11/08
arid environment  artificial neural network  discrete wavelet transforms  forecasting  groundwater level  
Stable isotopic and geochemical identification of groundwater evolution and recharge sources in the arid Shule River Basin of Northwestern China 期刊论文
HYDROLOGICAL PROCESSES, 2015, 卷号: 29, 期号: 22
作者:  Guo, Xiaoyan;  Feng, Qi;  Liu, Wei;  Li, Zongxing;  Wen, Xiaohu;  Si, Jianhua;  Xi, Haiyang;  Guo, Rui;  Jia, Bing
收藏  |  浏览/下载：51/0  |  提交时间：2019/11/08
groundwater  stable isotope  geochemical evolution  recharge sources