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The Firefly Algorithm is a nature-inspired metaheuristic optimization algorithm that was first developed by Xin-She Yang in 2008. This algorithm mathematically mimics the behavior of fireflies in nature, which use bioluminescence to influence and interact with each other. Fireflies with higher brightness attract others toward them; this mechanism enables the algorithm to guide the search toward better solutions within the solution space. The algorithm operates on a population-based structure and