A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models
Publication type: Journal Article
Publication date: 2020-01-01
scimago Q1
wos Q1
SJR: 2.659
CiteScore: 19.8
Impact factor: 10.9
ISSN: 01968904, 18792227
Energy Engineering and Power Technology
Fuel Technology
Nuclear Energy and Engineering
Renewable Energy, Sustainability and the Environment
Abstract
Quickly, accurately and reliably extract the parameters of solar photovoltaic (PV) model is very critical to simulate, evaluate and control the PV systems. During the past few years, many analytical, numerical and meta-heuristic algorithms have been suggested to extract the parameters of PV models based on the experimental data. However, extracting the parameters of PV models is still a great challenge. In this paper, a new hybrid algorithm based on grey wolf optimizer and cuckoo search (GWOCS) is developed to extract the parameters of different PV cell models with the experimental data under different operating conditions. In GWOCS, a new opposition learning strategy for the decision layer individuals (i.e., α, β, and δ) is proposed to enhance diversity of GWO. The main advantage of GWOCS is its ability to balance between exploration and exploitation. The performance of GWOCS is firstly tested on 10 complex benchmark functions. Then, the GWOCS is applied to extract the parameters of several solar PV cell models under different operating conditions. The comprehensively experimental results show the GWOCS is a promising candidate approach to extract the parameters of solar PV models.
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Total citations:
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Cai S. et al. A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models // Energy Conversion and Management. 2020. Vol. 203. p. 112243.
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Cai S., Jiao J., Xu M., Long W. A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models // Energy Conversion and Management. 2020. Vol. 203. p. 112243.
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TY - JOUR
DO - 10.1016/j.enconman.2019.112243
UR - https://doi.org/10.1016/j.enconman.2019.112243
TI - A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models
T2 - Energy Conversion and Management
AU - Cai, Shaohong
AU - Jiao, Jianjun
AU - Xu, Ming
AU - Long, Wen
PY - 2020
DA - 2020/01/01
PB - Elsevier
SP - 112243
VL - 203
SN - 0196-8904
SN - 1879-2227
ER -
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@article{2020_Cai,
author = {Shaohong Cai and Jianjun Jiao and Ming Xu and Wen Long},
title = {A new hybrid algorithm based on grey wolf optimizer and cuckoo search for parameter extraction of solar photovoltaic models},
journal = {Energy Conversion and Management},
year = {2020},
volume = {203},
publisher = {Elsevier},
month = {jan},
url = {https://doi.org/10.1016/j.enconman.2019.112243},
pages = {112243},
doi = {10.1016/j.enconman.2019.112243}
}