Abstract
This paper proposes a new hybrid algorithm with a combination between the wind driven optimization (WDO) algorithm and the differential evolution with integrated mutation per iteration (DEIM) algorithm. The proposed algorithm, a wind driven optimization based on differential evolution with integrated mutation per iteration (WDO-based on DEIM) algorithm, is utilized to extract the unknown parameters in both of a single-diode photovoltaic (PV) cell model and a double-diode PV cell model. To show the effectiveness of the proposed model, its performance is validated internally by comparing the generated current-voltage (I-V) characteristic curves by the proposed algorithm with the actual I-V characteristic curves, and externally with those obtained by the WDO and DEIM algorithms. The results show the superiority of the proposed model. According to the normalized-root-mean-square error (nRMSE), the mean absolute percentage error (MAPE) and the coefficient of determination (R2) of the achieved results, the proposed WDO-based on DEIM algorithm outperforms the aforementioned algorithms. Finally, the average efficiency of the WDO-based on DEIM algorithm is 95.31%, while it is 81.08% for the WDO algorithm and 88.37% for DEIM algorithm in the single-diode PV cell model. While, it is 96.78% based on WDO-based on DEIM algorithm and it is 92.30% for the WDO algorithm and 91.42% for DEIM algorithm in the double-diode PV cell model.
Original language | English |
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Title of host publication | 2019 20th International Conference on Intelligent System Application to Power Systems (ISAP) |
Place of Publication | Piscataway, NJ |
Publisher | Institute of Electrical and Electronics Engineers (IEEE) |
Pages | 1-6 |
Number of pages | 6 |
ISBN (Electronic) | 9781728131924 |
ISBN (Print) | 9781728131931 |
DOIs | |
Publication status | Published - 2019 |
Event | 2019 20th International Conference on Intelligent System Application to Power Systems - New Delhi, India Duration: 10 Dec 2019 → 14 Dec 2019 Conference number: 20th https://ieeexplore.ieee.org/xpl/conhome/9048608/proceeding |
Conference
Conference | 2019 20th International Conference on Intelligent System Application to Power Systems |
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Abbreviated title | ISAP |
Country/Territory | India |
City | New Delhi |
Period | 10/12/19 → 14/12/19 |
Internet address |