Abstract: Highlights•A space sampling based algorithm for large-scale many-objective optimization problems is developed.•An individual-linkage sampling strategy for sampling in the large-scale decision space is introduced.•An environmental selection strategy based on nondominated sorting and reference vector association is introduced.
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