Combination of Evolutionary Algorithms and Direct Search Approaches for Improving the Dynamic Performance of Grid Connected Solar Power System
Автор: Verma A., Tiwari P., Sharma D.D.
Журнал: Инженерные технологии и системы @vestnik-mrsu
Рубрика: Электротехнологии и электрооборудование
Статья в выпуске: 2, 2025 года.
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Introduction. The Grid Connected Photovoltaic System comprises two fundamental control loops: an external loop responsible for overseeing the DC link voltage, and an internal control loop that regulates the inverter current. The primary element of any control loop is the proportional-integral controller and determining the appropriate gains for this controller is a difficult issue. Aim of the Study. The study aimed to adjust the gains of the PI controllers in both static and dynamic irradiance scenarios for improving DC-link voltage by novel hybrid optimization method named Genetic AlgorithmSimulated Annealing and Genetic AlgorithmPattern search. Material and Methods. In this paper we use two hybrid optimizations techniques called Genetic Algorithmsimulated Annealing and Genetic AlgorithmPattern Search to adjust the gains of the PI controllers in both static and dynamic irradiance scenarios for improving DC-link voltage. Results. Finally, this study presents comparison of DC-link voltage with six cases with manual tuning of PI controller, as well as PI controller by Genetic Algorithmsimulated Annealing, Genetic AlgorithmPattern Search, Genetic Algorithm, Simulated Annealing and Pattern Search. The comparison showed by using Genetic Algorithm-Simulated Annealing, peak overshoot in DC-link voltage is 829.3 V while peak overshoot in DC-link voltage is 1 052 V when DC-link voltage is controlled by manual tuning of PI as well as significant reduction in peak time and settling time in DC-link voltage. Discussion and Conclusion. The results achieved to strengthen the DC-link voltage under both static and dynamic irradiance conditions enable the sustaining of a constant DC-link voltage, which is essential for grid-connected photovoltaic systems. The comparison showed by using Genetic AlgorithmSimulated Annealing, peak overshoot in DC-link voltage is 829.3 V while peak overshoot in DC-link voltage is 1 052 V when DC-link voltage is controlled by manual tuning of PI as well as significant reduction in peak time and settling time in DC-link voltage.
Genetic algorithm, simulated annealing, pattern search, hybridized genetic algorithm and simulated annealing
Короткий адрес: https://sciup.org/147250944
IDR: 147250944 | DOI: 10.15507/2658-4123.035.202502.333-354