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IEEE Access
Article . 2025 . Peer-reviewed
License: CC BY
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IEEE Access
Article . 2025
Data sources: DOAJ
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Optimized Renewable Energy Integration: Advanced Modeling, Control, and Design of a Standalone Microgrid Using Hybrid FA-PSO

Authors: Shiva Talebi; Hamed H. Aly;

Optimized Renewable Energy Integration: Advanced Modeling, Control, and Design of a Standalone Microgrid Using Hybrid FA-PSO

Abstract

The increasing environmental impacts and limited nature of fossil fuels have accelerated the growth of renewable energy sources (RESS). This study addresses the challenges associated with combining renewable energy sources, such as wind, solar, and tidal energy, into power systems, and it focuses on the design and optimization of a hybrid renewable microgrid that uses battery energy storage systems (BESS) to balance supply and demand while considering issues related to battery degradation. Battery degradation is a crucial constraint within the optimization framework. A hybrid optimization technique combining the Firefly Algorithm and Particle Swarm Optimization (FA-PSO) is proposed to enhance system reliability, known as loss of load probability (LPSP), and minimize the net present cost (NPC) of the system. The results and statistical analysis reveal that the proposed hybrid method outperforms the common algorithms used in the literature like genetic algorithm (GA), particle swarm optimization (PSO), ant colony optimization (ACO), and firefly algorithm (FA). This work contributes to the literature by integrating tidal energy into renewable management and emphasizing realistic battery degradation considerations.

Keywords

Battery degradation, particle swarm optimization, energy management system, firefly algorithm, hybrid renewable energy, Electrical engineering. Electronics. Nuclear engineering, net present cost, TK1-9971

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold
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