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Global solar radiat...
Global solar radiation prediction over North Dakota using air temperature : Development of novel hybrid intelligence model
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- Tao, Hai (author)
- School of Computer Science, Baoji University of Arts and Sciences, 721007, China
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- Ewees, Ahmed A. (author)
- Department of e-Systems, University of Bisha, Bisha 61922, Saudi Arabia. Department of Computer, Damietta University, Damietta 34517, Egypt
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- Al-Sulttani, Omran (author)
- Department of Water Resources Engineering, College of Engineering, University of Baghdad, Baghdad, Iraq
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- Beyaztas, Ufuk (author)
- Department of Economics and Finance, Piri Reis University, Istanbul, Turkey
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- Hameed, Mohammed Majeed (author)
- Department of Civil Engineering, Al-Maaref University College, Ramadi, Iraq
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- Salih, Sinan Q. (author)
- Institute of Research and Development, Duy Tan University, Da Nang 550000, Viet Nam. Computer Science Department, Dijlah University College, Baghdad, Iraq
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- Armanuos, Asaad M. (author)
- Irrigation and Hydraulics Engineering Department, Civil Engineering Department, Faculty of Engineering, Tanta University, Egypt
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- Al-Ansari, Nadhir, 1947- (author)
- Luleå tekniska universitet,Geoteknologi
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- Voyant, Cyril (author)
- University of Corsica, CNRS UMR SPE 6134, 20250 Corte, France
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- Shahid, Shamsuddin (author)
- School of Civil Engineering, Faculty of Engineering, Universiti Teknologi Malaysia (UTM), 81310, Johor Bahru, Malaysia
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- Yaseen, Zaher Mundher (author)
- Faculty of Civil Engineering, Ton Duc Thang University, Ho Chi Minh City, Viet Nam
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School of Computer Science, Baoji University of Arts and Sciences, 721007, China Department of e-Systems, University of Bisha, Bisha 61922, Saudi Arabia Department of Computer, Damietta University, Damietta 34517, Egypt (creator_code:org_t)
- Netherland : Elsevier, 2021
- 2021
- English.
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In: Energy Reports. - Netherland : Elsevier. - 2352-4847. ; 7, s. 136-157
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https://ltu.diva-por... (primary) (Raw object)
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Abstract
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- Accurate solar radiation (SR) prediction is one of the essential prerequisites of harvesting solar energy. The current study proposed a novel intelligence model through hybridization of Adaptive Neuro-Fuzzy Inference System (ANFIS) with two metaheuristic optimization algorithms, Salp Swarm Algorithm (SSA) and Grasshopper Optimization Algorithm (GOA) (ANFIS-muSG) for global SR prediction at different locations of North Dakota, USA. The performance of the proposed ANFIS-muSG model was compared with classical ANFIS, ANFIS-GOA, ANFIS-SSA, ANFIS-Grey Wolf Optimizer (ANFIS-GWO), ANFIS-Particle Swarm Optimization (ANFIS-PSO), ANFIS-Genetic Algorithm (ANFIS-GA) and ANFISDragonfly Algorithm (ANFIS-DA). Consistent maximum, mean and minimum air temperature data for nine years (2010–2018) were used to build the models. ANFIS-muSG showed 25.7%–54.8% higher performance accuracy in terms of root mean square error compared to other models at different locations of the study areas. The model developed in this study can be employed for SR prediction from temperature only. The results indicate the potential of hybridization of ANFIS with the metaheuristic optimization algorithms for improvement of prediction ccuracy.
Subject headings
- TEKNIK OCH TEKNOLOGIER -- Samhällsbyggnadsteknik -- Geoteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Civil Engineering -- Geotechnical Engineering (hsv//eng)
Keyword
- Solar radiation
- Metaheuristic algorithms
- Optimizer
- Renewable energy
- North Dakota
- Soil Mechanics
- Geoteknik
Publication and Content Type
- ref (subject category)
- art (subject category)
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Tao, Hai
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Ewees, Ahmed A.
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Al-Sulttani, Omr ...
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Beyaztas, Ufuk
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Hameed, Mohammed ...
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Salih, Sinan Q.
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Armanuos, Asaad ...
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Al-Ansari, Nadhi ...
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Voyant, Cyril
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Shahid, Shamsudd ...
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Yaseen, Zaher Mu ...
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- About the subject
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- ENGINEERING AND TECHNOLOGY
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ENGINEERING AND ...
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and Civil Engineerin ...
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and Geotechnical Eng ...
- Articles in the publication
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Energy Reports
- By the university
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Luleå University of Technology