Abstract: Highlights•We propose geometric batch optimization for equal circle packing on large scale.•We propose several partition strategies for geometric batch optimization.•An adaptive neighbor object maintenance method is proposed.•An efficient solution-space exploring and descent heuristic is proposed.•New and better solutions are found on 105 out of 122 benchmark instances.
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