Cuckoo search optimization;
Multiagent system;
Multiagent system based cuckoo search;
optimization;
Lambert W-function;
Parameter Estimation;
MODELS;
D O I:
10.1016/j.asoc.2022.108678
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
In this paper, a multiagent system based cuckoo search optimization (MASCSO) algorithm is developed by combining a multiagent system (MAS) and cuckoo search optimization (CSO) to exploit the complementary nature of the MAS and CSO. The existing behavioral rules in MAS are modified to get improved convergence. The MASCSO algorithm is tested on benchmark single objective bounded constrained functions. Nonparametric statistical analysis is performed to validate the MASCSO algorithm against benchmark algorithms. The proposed MASCSO algorithm is applied to estimate parameters of photovoltaic (PV) cell and module using Lambert W-function (MASCSO(L)) and Direct (MASCSO(D)) current estimation approaches, respectively. The relative power error percentage at the maximum power point (%4PMPP) is proposed to justify the effectiveness of these parameter estimation techniques. The results indicated that parameters estimated from MASCSO(L) technique have lowered %4PMPP by 54.46% and 38.88%, respectively, for PV cell and module. (c) 2022 Elsevier B.V. All rights reserved.
机构:
Agadir Ibn Zohr Univ, Fac Sci, Lab Elect Signal Proc & Phys Modeling, BP 8106, Agadir 80000, MoroccoZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
Ben Hmamou, Dris
Elyaqouti, Mustapha
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机构:
Ibn Zohr Univ, Agadir Fac Sci, Mat & Renewable Energy Lab, BP 8106, Agadir 80000, MoroccoZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
Elyaqouti, Mustapha
Arjdal, Elhanafi
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机构:
Agadir Ibn Zohr Univ, Fac Sci, Lab Elect Signal Proc & Phys Modeling, BP 8106, Agadir 80000, MoroccoZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
Arjdal, Elhanafi
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机构:
Ibrahim, Ahmed
Abdul-Ghaffar, H. I.
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机构:
Bani Swief Technol Univ, Egyptian Korean Fac Ind & Energy Technol, Dept Mech, Bani Swief, Egypt
New Urban Communities Author, New Minia City, Minia, EgyptZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
Abdul-Ghaffar, H. I.
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机构:
Aboelsaud, Raef
Obukhov, Sergey
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机构:
Natl Res Tomsk Polytech Univ, Tomsk 634050, RussiaZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
Obukhov, Sergey
Diab, Ahmed A. Zaki
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机构:
Minia Univ, Dept Elect Engn, Fac Engn, Al Minya 61111, EgyptZagazig Univ, Elect Power & Machines Dept, Fac Engn, Zagazig, Egypt
机构:
Univ Teknol Petronas, Seri Iskandar 32610, Perak Darul Rid, MalaysiaUniv Sci & Technol Oran, Fac Elect Engn, Mat & Its Applicat Elect Engn Lab, BP 1505, Oran 31000, Algeria
Vasant, Pandian
Stambouli, Amine Boudghene
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Univ Sci & Technol Oran, Fac Elect Engn, Mat & Its Applicat Elect Engn Lab, BP 1505, Oran 31000, AlgeriaUniv Sci & Technol Oran, Fac Elect Engn, Mat & Its Applicat Elect Engn Lab, BP 1505, Oran 31000, Algeria
Stambouli, Amine Boudghene
Tioursi, Mustapha
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Univ Sci & Technol Oran, Fac Elect Engn, Mat & Its Applicat Elect Engn Lab, BP 1505, Oran 31000, AlgeriaUniv Sci & Technol Oran, Fac Elect Engn, Mat & Its Applicat Elect Engn Lab, BP 1505, Oran 31000, Algeria