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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：25/0  |  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)  
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：6/0  |  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：2/0  |  提交时间：2021/11/30
entropy theory  drought forecasting  multivariate standardized precipitation index  joint deficit index  machine learning  heuristic optimization algorithms  
Comparison of SVM, ANFIS and GEP in modeling monthly potential evapotranspiration in an arid region (Case study: Sistan and Baluchestan Province, Iran) 期刊论文
发表期刊: WATER SUPPLY. 出版年: 2019, 卷号: 19, 期号: 2, 页码: 392-403
作者:  Mohammadrezapour, Omolbani;  Piri, Jamshid;  Kisi, Ozgur
收藏  |  浏览/下载：10/0  |  提交时间：2019/11/29
adaptive neuro-fuzzy inference system  arid region  climate parameters  gene expression programming  modeling  support vector machine  
Modelling long term monthly rainfall using geographical inputs: assessing heuristic and geostatistical models 期刊论文
发表期刊: METEOROLOGICAL APPLICATIONS. 出版年: 2019, 卷号: 26, 期号: 4, 页码: 698-710
作者:  Kisi, Ozgur;  Karimi, Sahar Mohsenzadeh;  Shiri, Jalal;  Keshavarzi, Ali
收藏  |  浏览/下载：4/0  |  提交时间：2021/11/30
kriging  LSSVM  MT  rainfall  
Evolutionary support vector machine for evapotranspiration estimation (case study: Haji Abad region, Hormozgan province) 期刊论文
发表期刊: DESALINATION AND WATER TREATMENT. 出版年: 2018, 卷号: 111, 页码: 183-191
作者:  Mohamrnadrezapour, Omolbani;  Moradi, Abolfath;  Kisi, Ozgur;  Sharifazari, Salman
收藏  |  浏览/下载：3/0  |  提交时间：2019/11/29
Evapotranspiration  Lysimetric data  Estimation  SVM  Genetic algorithm  ANN  
Precipitation pattern modeling using cross-station perception: regional investigation 期刊论文
发表期刊: ENVIRONMENTAL EARTH SCIENCES. 出版年: 2018, 卷号: 77, 期号: 19
作者:  Sulaiman, Sadeq Oleiwi;  Shiri, Jalal;  Shiralizadeh, Hamed;  Kisi, Ozgur;  Yaseen, Zaher Mundher
收藏  |  浏览/下载：9/0  |  提交时间：2019/11/29
Precipitation forecasting  Intelligence models  Cross-station modeling  Semi-arid environment  
Stream-flow forecasting using extreme learning machines: A case study in a semi-arid region in Iraq 期刊论文
发表期刊: JOURNAL OF HYDROLOGY. 出版年: 2016, 卷号: 542, 页码: 603-614
作者:  Yaseen, Zaher Mundher;  Jaafar, Othman;  Deo, Ravinesh C.;  Kisi, Ozgur;  Adamowski, Jan;  Quilty, John;  El-Shafie, Ahmed
Adobe PDF(1369Kb)  |  收藏  |  浏览/下载：14/3  |  提交时间：2019/11/29
Extreme learning machine  Stream:flow forecasting  Support vector regression  Generalized regression neural network  Semi-arid  Iraq  
Comparison of heuristic and empirical approaches for estimating reference evapotranspiration from limited inputs in Iran 期刊论文
发表期刊: COMPUTERS AND ELECTRONICS IN AGRICULTURE. 出版年: 2014, 卷号: 108, 页码: 230-241
作者:  Shiri, Jalal;  Nazemi, Amir Hossein;  Sadraddini, Ali Ashraf;  Landeras, Gorka;  Kisi, Ozgur;  Fard, Ahmad Fakheri;  Marti, Pau
收藏  |  浏览/下载：9/0  |  提交时间：2019/11/29
ET0 models  Heuristic data driven  Iran  Local application  Pooled application  
Pan Evaporation Modeling Using Neural Computing Approach for Different Climatic Zones 期刊论文
发表期刊: WATER RESOURCES MANAGEMENT. 出版年: 2012, 卷号: 26, 期号: 11, 页码: 3231-3249
作者:  Kim, Sungwon;  Shiri, Jalal;  Kisi, Ozgur
收藏  |  浏览/下载：6/0  |  提交时间：2019/11/29
Pan evaporation  Neural networks models  Multilayer perceptron  Generalized regression  Support vector machine  Linacre method