The WT contributes a power output of 1 kW. Additionally, the system is designed with a switching frequency (f) of 50 kHz, ensuring efficient energy conversion and system stability. In Fig. 3 Analysis of PV panel (a) Temperature of PV panels (b) Irradiation of PV panels.
The solar energy setup consists of multiple panels that work together to achieve optimal power generation. The system parameter specifications include a solar peak power of 7.5 kW with a capacity of 500 W, supported by 15 panels.
5. Conclusion The proposed hybrid approach optimizes the DC link voltage in PV and wind microgrids, utilizing a FOPID controller enhanced by the STOA and APINN. This method demonstrates significant improvements in system performance, including rapid response times, high accuracy, and improved energy efficiency.
These results underscore the effectiveness of the STOA-APINN method for optimizing performance in energy conversion systems. For future work, we aim to conduct real-world analyses to improve the efficiency and applicability of the proposed strategy.
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