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Hybrid machine learning system based on multivariate data decomposition and feature selection for improved multitemporal evapotranspiration forecasting 期刊论文
发表期刊: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 出版年: 2024, 卷号: 135
作者:  Lee, Jinwook;  Bateni, Sayed M.;  Jun, Changhyun;  Heggy, Essam;  Jamei, Mehdi;  Kim, Dongkyun;  Ghafouri, Hamid Reza;  Deenik, Jonathan L.
收藏  |  浏览/下载：25/0  |  提交时间：2024/10/04
Reference evapotranspiration  Multitemporal forecasting  Multivariate variational mode decomposition  KBest selection  Hybrid system  
Data-Driven Models for Predicting Solar Radiation in Semi-Arid Regions 期刊论文
发表期刊: CMC-COMPUTERS MATERIALS & CONTINUA. 出版年: 2023, 卷号: 74, 期号: 1, 页码: 1625-1640
作者:  Jamei, Mehdi;  Bailek, Nadjem;  Bouchouicha, Kada;  Hassan, Muhammed A.;  Elbeltagi, Ahmed;  Kuriqi, Alban;  Al-Ansar, Nadhir;  Almorox, Javier;  El-kenawy, El-Sayed M.
收藏  |  浏览/下载：14/0  |  提交时间：2024/09/29
Solar radiation prediction  random forest  locally-weighted linear regression  additive regression  
A high dimensional features-based cascaded forward neural network coupled with MVMD and Boruta-GBDT for multi-step ahead forecasting of surface soil moisture 期刊论文
发表期刊: ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. 出版年: 2023, 卷号: 120
作者:  Jamei, Mehdi;  Ali, Mumtaz;  Karbasi, Masoud;  Sharma, Ekta;  Jamei, Mozhdeh;  Chu, Xuefeng;  Yaseen, Zaher Mundher
收藏  |  浏览/下载：23/0  |  提交时间：2024/09/29
Surface soil moisture forecasting  Microwave remote sensing  SMAP  Cascaded forward neural network  Bidirectional gated recurrent unit  Boruta-GBDT  Multivariate variational model decomposition  
Sunshine duration measurements and predictions in Saharan Algeria region: an improved ensemble learning approach 期刊论文
发表期刊: THEORETICAL AND APPLIED CLIMATOLOGY. 出版年: 2022
作者:  El-kenawy, El-Sayed M.;  Ibrahim, Abdelhameed;  Bailek, Nadjem;  Bouchouicha, Kada;  Hassan, Muhammed A.;  Jamei, Mehdi;  Al-Ansari, Nadhir
收藏  |  浏览/下载：47/0  |  提交时间：2022/02/12
Sunshine duration  Solar energy  Hybrid ensemble learning approach  Algerian desert  
Long-term multi-step ahead forecasting of root zone soil moisture in different climates: Novel ensemble-based complementary data-intelligent paradigms 期刊论文
发表期刊: AGRICULTURAL WATER MANAGEMENT. 出版年: 2022, 卷号: 269
作者:  Jamei, Mehdi;  Karbasi, Masoud;  Malik, Anurag;  Jamei, Mozhdeh;  Kisi, Ozgur;  Yaseen, Zaher Mundher
收藏  |  浏览/下载：11/0  |  提交时间：2024/09/20
Root zone soil moisture  Microwave  Categorical boosting  Extreme gradient boosting  Empirical wavelet  Forecasting  
Predicting daily soil temperature at multiple depths using hybrid machine learning models for a semi-arid region in Punjab, India 期刊论文
发表期刊: ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. 出版年: 2022, 卷号: 29, 期号: 47, 页码: 71270-71289
作者:  Malik, Anurag;  Tikhamarine, Yazid;  Sihag, Parveen;  Shahid, Shamsuddin;  Jamei, Mehdi;  Karbasi, Masoud
收藏  |  浏览/下载：12/0  |  提交时间：2024/09/20
Soil temperature  Climatic parameters  Gamma test  Machine learning techniques  Punjab