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Solving constrained optimal control problems of linear switched systems requires two main steps: determining the optimal control and finding optimal switching instants that minimize a well-defined functional cost. In this contest, this paper suggests a hybrid approach based on two main methods: Ant Colony Optimization (ACO) and Pontryagin Maximum Principle (PMP).