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Prediction of Irrigation Water Requirements for Green Beans-Based Machine Learning Algorithm Models in Arid Region 期刊论文
发表期刊: WATER RESOURCES MANAGEMENT. 出版年: 2023, 卷号: 37, 期号: 4, 页码: 1557-1580
作者:  Mokhtar, Ali;  Al-Ansari, Nadhir;  El-Ssawy, Wessam;  Graf, Renata;  Aghelpour, Pouya;  He, Hongming;  Hafez, Salma M.;  Abuarab, Mohamed
收藏  |  浏览/下载：16/0  |  提交时间：2024/09/29
Water resources management  Climate change  Evapotranspiration  Hybrid models  Long short-term memory  
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  
A novel hybrid dragonfly optimization algorithm for agricultural drought prediction 期刊论文
发表期刊: STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT. 出版年: 2021
作者:  Aghelpour, Pouya;  Mohammadi, Babak;  Mehdizadeh, Saeid;  Bahrami-Pichaghchi, Hadigheh;  Duan, Zheng
收藏  |  浏览/下载：34/0  |  提交时间：2021/07/30
Palmer drought severity index  Drought prediction  Dragonfly algorithm  Stochastic model  Iran  
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
Comparison of three different bio-inspired algorithms to improve ability of neuro fuzzy approach in prediction of agricultural drought, based on three different indexes 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2020, 卷号: 170
作者:  Aghelpour, Pouya;  Bahrami-Pichaghchi, Hadigheh;  Kisi, Ozgur
收藏  |  浏览/下载：20/0  |  提交时间：2020/05/22
Agricultural drought  MSPI  SPI  PDSI  Bio-inspired algorithms  
A Theoretical Approach for Forecasting Different Types of Drought Simultaneously, Using Entropy Theory and Machine-Learning Methods 期刊论文
发表期刊: ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION. 出版年: 2020, 卷号: 9, 期号: 12
作者:  Aghelpour, Pouya;  Mohammadi, Babak;  Biazar, Seyed Mostafa;  Kisi, Ozgur;  Sourmirinezhad, Zohreh
收藏  |  浏览/下载：17/0  |  提交时间：2021/11/30
entropy theory  drought forecasting  multivariate standardized precipitation index  joint deficit index  machine learning  heuristic optimization algorithms