A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning

doi:10.1016/j.swevo.2025.102087

A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning

2025-07-19

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DOI：10.1016/j.swevo.2025.102087

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Abstract

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• A dynamic task-assisted method is designed to solve constrained multimodal problems. • Three auxiliary tasks evolve cooperatively. • Dynamic selection of auxiliary tasks with reinforcement learning. • A new indicator for integrated evaluation of the quality of solutions is designed.

Keywords:

dynamic task-assisted method

constrained multimodal problems

auxiliary tasks

reinforcement learning

solution quality evaluation

A dynamic task-assisted constrained multimodal multi-objective optimization algorithm based on reinforcement learning

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