Partial shading condition;
Global maximum power point;
Particle swarm optimization;
Levy flight optimization;
D O I:
10.1016/j.solener.2021.01.049
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
In this paper, a hybrid of bio-inspired control algorithm to track the maximum power point of photovoltaic (PV) system under partial shading conditions is proposed. Particle swarm optimization (PSO) is a well-known method due to its simplicity and ease of implementation. Levy flight optimization (LFO) is a random walk distribution which is also simple and able to provide fast response. In the proposed algorithm, these two methods are integrated together, noted as a hybrid of Levy flight and particle swarm optimization (LPSO) to extract the global maximum power point (GMPP). The proposed LPSO is evaluated under three conditions: (1) under uniform irradiance (2) under non-uniform irradiance and (3) under step-change of irradiance. A prototype is built to verify the effectiveness of the proposed LPSO. Based on the results obtained, it clearly shows that the hybrid LPSO can track the local and global maximum power point effectively. Both simulation and experimental results show that the proposed LPSO is stable and efficient with zero steady-state oscillation. The efficiency of the proposed LPSO is approximately 99.50% for all tested conditions.
机构:Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
Ahmed, Jubaer
;
Salam, Zainal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
Ahmed, Jubaer
;
Salam, Zainal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Alshareef, Muhannad
;
Lin, Zhengyu
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Lin, Zhengyu
;
Ma, Mingyao
论文数: 0引用数: 0
h-index: 0
机构:
Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Ma, Mingyao
;
Cao, Wenping
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Chenni, R.
;
Makhlouf, M.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Makhlouf, M.
;
Kerbache, T.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Kerbache, T.
;
Bouzid, A.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
机构:Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
Ahmed, Jubaer
;
Salam, Zainal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
Ahmed, Jubaer
;
Salam, Zainal
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, MalaysiaUniv Teknol Malaysia, Fac Elect Engn, Ctr Elect Energy Syst, Johor Baharu 81310, Malaysia
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Alshareef, Muhannad
;
Lin, Zhengyu
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Lin, Zhengyu
;
Ma, Mingyao
论文数: 0引用数: 0
h-index: 0
机构:
Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
Ma, Mingyao
;
Cao, Wenping
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, EnglandAston Univ, Power Elect Machine & Power Syst Grp, Birmingham B4 7ET, W Midlands, England
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Chenni, R.
;
Makhlouf, M.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Makhlouf, M.
;
Kerbache, T.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria
Kerbache, T.
;
Bouzid, A.
论文数: 0引用数: 0
h-index: 0
机构:
Mentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, AlgeriaMentouri Univ Route Ain El Bey, Fac Engn Sci, Dept Elect Engn, Constantine, Algeria