Multi-objective evolutionary multi-tasking algorithm using cross-dimensional and prediction-based knowledge transfer

Qunjian Chen, Xiaoliang Ma, Yanan Yu, Yiwen Sun, Zexuan Zhu

Abstract: Highlights•A novel evolutionary multiobjective multi-tasking algorithm MS-MOMFEA is proposed.•Cross-dimensional search is introduced to accelerate the convergence.•Prediction-based search is proposed to facilitate knowledge transfer.•MS-MOMFEA is efficient at solving various multi-factorial optimization problems.