As a mechanical engineer specializing in evolutionary metaheuristic algorithms like PSO, GA, NSGAII..., with extensive experience in utilizing historical data to develop regression models for use as objective functions, I propose tackling an optimization problem concerning maximizing battery life, maximizing performance, or finding a balance between the two) . Leveraging diverse metaheuristic algorithms, we'll optimize charging and discharging strategies to extend battery life while maximizing performance. By integrating historical data-driven regression models, we'll refine our objective function, ensuring accuracy and relevance. This comprehensive approach promises to yield innovative solutions applicable across engineering domains. With my expertise, I'm eager to undertake this task, delivering impactful results through meticulous optimization methodologies.