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Evaluating Three Supervised Machine Learning Algorithms (LM, BR, and SCG) for Daily Pan Evaporation Estimation in a Semi-Arid Region 期刊论文
发表期刊: WATER. 出版年: 2022, 卷号: 14, 期号: 21
作者:  Aghelpour, Pouya;  Bagheri-Khalili, Zahra;  Varshavian, Vahid;  Mohammadi, Babak
收藏  |  浏览/下载:7/0  |  提交时间:2024/09/20
hydrological modeling  machine learning  supervised learning  pan evaporation  hydroinformatics  
Time series prediction of seasonal precipitation in Iran, using data-driven models: a comparison under different climatic conditions 期刊论文
发表期刊: ARABIAN JOURNAL OF GEOSCIENCES. 出版年: 2021, 卷号: 14, 期号: 7
作者:  Aghelpour, Pouya;  Singh, Vijay P.;  Varshavian, Vahid
收藏  |  浏览/下载:47/0  |  提交时间:2021/11/29
Seasonal precipitation  ANFIS-FCM  Normalized RMSE  Time series prediction  SARIMA  Stochastic models  
Multivariate Drought Forecasting in Short- and Long-Term Horizons Using MSPI and Data-Driven Approaches 期刊论文
发表期刊: JOURNAL OF HYDROLOGIC ENGINEERING. 出版年: 2021, 卷号: 26, 期号: 4
作者:  Aghelpour, Pouya;  Kisi, Ozgur;  Varshavian, Vahid
收藏  |  浏览/下载:39/0  |  提交时间:2021/07/30
Multivariate standardized precipitation index (MSPI)  Multivariate drought  Generalized regression neural network (GRNN)  Adaptive neuro-fuzzy inference system with fuzzy C-means clustering (ANFIS-FCM)  Group method of data handling (GMDH)  
Forecasting Different Types of Droughts Simultaneously Using Multivariate Standardized Precipitation Index (MSPI), MLP Neural Network, and Imperialistic Competitive Algorithm (ICA) 期刊论文
发表期刊: COMPLEXITY. 出版年: 2021, 卷号: 2021
作者:  Aghelpour, Pouya;  Varshavian, Vahid
收藏  |  浏览/下载:14/0  |  提交时间:2021/11/29