Abstract: Highlights•An evolutionary optimization-learning hybrid algorithm is proposed.•An optimization-learning hybrid encoding scheme is designed.•In the optimization part, a small storage devices integration strategy is designed to reduce the dimensions.•In the learning part, a genetic programming algorithm is adopted to learn state allocation rules.
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