A manifold embedding-based evolutionary algorithm for many-objective optimization with irregular Pareto front shapes

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Zhuanlian Ding, Jinyu Wang, Xihong Jiang, Xingyi Zhang, Dengdi Sun

Published: 2026, Last Modified: 06 Nov 2025Inf. Sci. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a manifold embedding-based evolutionary algorithm for MaOPs with irregular PFs.•Develop an AME (angle-based manifold embedding)-based selection for the proposed MEEA.•Utilize an external archive to retain promising solutions in the evolutionary process.•Experimental results demonstrate that MEEA is a highly effective and competitive algorithm.