Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm
This study proposes a memetic approach for optimally determining the parameter values of single-diode-equivalent solar cell model. The memetic algorithm, which combines metaheuristic and gradient-based techniques, has the merit of good performance in both global and local searches. First, 10 single...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Wiley
2015-01-01
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| Series: | International Journal of Photoenergy |
| Online Access: | http://dx.doi.org/10.1155/2015/963562 |
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| _version_ | 1832553649392320512 |
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| author | Yourim Yoon Zong Woo Geem |
| author_facet | Yourim Yoon Zong Woo Geem |
| author_sort | Yourim Yoon |
| collection | DOAJ |
| description | This study proposes a memetic approach for optimally determining the parameter values of single-diode-equivalent solar cell model. The memetic algorithm, which combines metaheuristic and gradient-based techniques, has the merit of good performance in both global and local searches. First, 10 single algorithms were considered including genetic algorithm, simulated annealing, particle swarm optimization, harmony search, differential evolution, cuckoo search, least squares method, and pattern search; then their final solutions were used as initial vectors for generalized reduced gradient technique. From this memetic approach, we could further improve the accuracy of the estimated solar cell parameters when compared with single algorithm approaches. |
| format | Article |
| id | doaj-art-f3b82d4ef95b44e2aa7d6c6e6a843ff8 |
| institution | Kabale University |
| issn | 1110-662X 1687-529X |
| language | English |
| publishDate | 2015-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Photoenergy |
| spelling | doaj-art-f3b82d4ef95b44e2aa7d6c6e6a843ff82025-02-03T05:53:37ZengWileyInternational Journal of Photoenergy1110-662X1687-529X2015-01-01201510.1155/2015/963562963562Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic AlgorithmYourim Yoon0Zong Woo Geem1Department of Computer Engineering, Gachon University, 1342 Seongnam Daero, Seongnam 461-701, Republic of KoreaDepartment of Energy IT, Gachon University, 1342 Seongnam Daero, Seongnam 461-701, Republic of KoreaThis study proposes a memetic approach for optimally determining the parameter values of single-diode-equivalent solar cell model. The memetic algorithm, which combines metaheuristic and gradient-based techniques, has the merit of good performance in both global and local searches. First, 10 single algorithms were considered including genetic algorithm, simulated annealing, particle swarm optimization, harmony search, differential evolution, cuckoo search, least squares method, and pattern search; then their final solutions were used as initial vectors for generalized reduced gradient technique. From this memetic approach, we could further improve the accuracy of the estimated solar cell parameters when compared with single algorithm approaches.http://dx.doi.org/10.1155/2015/963562 |
| spellingShingle | Yourim Yoon Zong Woo Geem Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm International Journal of Photoenergy |
| title | Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm |
| title_full | Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm |
| title_fullStr | Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm |
| title_full_unstemmed | Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm |
| title_short | Parameter Optimization of Single-Diode Model of Photovoltaic Cell Using Memetic Algorithm |
| title_sort | parameter optimization of single diode model of photovoltaic cell using memetic algorithm |
| url | http://dx.doi.org/10.1155/2015/963562 |
| work_keys_str_mv | AT yourimyoon parameteroptimizationofsinglediodemodelofphotovoltaiccellusingmemeticalgorithm AT zongwoogeem parameteroptimizationofsinglediodemodelofphotovoltaiccellusingmemeticalgorithm |