An Enhanced Chaotic Based Whale Optimization Algorithm For Parameter Extraction of Photovoltaic Models
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作者:
Garip, Zeynep
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Sakarya Uygulamali Bilimler Univ, Bilgisayar Muhendisligi Bolumu, Sakarya, TurkeySakarya Uygulamali Bilimler Univ, Bilgisayar Muhendisligi Bolumu, Sakarya, Turkey
Garip, Zeynep
[1
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Cimen, Murat Erhan
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Sakarya Uygulamali Bilimler Univ, Elekt & Elektr Muhendisligi Bolumu, Sakarya, TurkeySakarya Uygulamali Bilimler Univ, Bilgisayar Muhendisligi Bolumu, Sakarya, Turkey
Cimen, Murat Erhan
[2
]
Boz, Ali Fuat
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机构:Sakarya Uygulamali Bilimler Univ, Bilgisayar Muhendisligi Bolumu, Sakarya, Turkey
Boz, Ali Fuat
机构:
[1] Sakarya Uygulamali Bilimler Univ, Bilgisayar Muhendisligi Bolumu, Sakarya, Turkey
[2] Sakarya Uygulamali Bilimler Univ, Elekt & Elektr Muhendisligi Bolumu, Sakarya, Turkey
Parameter estimation of model of Photovoltaic model has substantial influence on systems performance. Effectiveness of algorithms has been used to estimate parameters to obtain the best performance of Photovoltaic systems. Therefore, in this study, to acquire parameters of photovoltaic systems, Chaotic Henon based Whale optimization algorithm (HWOA) has been proposed such that randomness of Henon map and whale optimization algorithms is combined and hybridized. Furthermore, the proposed four different Chaotic Henon-based Whale optimization algorithms have been shown to increase accuracy and reliability compared to the current whale optimization algorithm. Performances of algorithms have been evaluated by considering statistical values. In addition, Wilcoxon and Friedman tests have been used to test the reliability of the comparison results obtained from the algorithms.Consequently, it has been determined that experimental results of proposed algorithms have better performance than the algorithms in literature.
机构:
Guizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R ChinaGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China
Xiong, Guojiang
Zhang, Jing
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Guizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R ChinaGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China
Zhang, Jing
Shi, Dongyuan
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机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China
Shi, Dongyuan
Zhu, Lin
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机构:
Univ Tennessee, Dept Elect Engn & Comp Sci, Knoxville, TN 37996 USAGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China
Zhu, Lin
Yuan, Xufeng
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Guizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R ChinaGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China
Yuan, Xufeng
Yao, Gang
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机构:
Guizhou Elect Power Grid Dispatching & Control Ct, Guiyang 550002, Peoples R ChinaGuizhou Univ, Coll Elect Engn, Guizhou Key Lab Intelligent Technol Power Syst, Guiyang 550025, Peoples R China