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Author

Yahui Shan

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Open access Sep 2026

A hierarchical reinforcement learning based subtask-coordinated scheduling method for constrained multi-objective evolutionary algorithm

Experimental results demonstrate that the proposed method consistently outperforms nine state-of-the-art constrained multi-objective evolutionary algorithms (CMOEAs) in terms of convergence, feasibility, and diversity, thereby confirming its effectiveness and strong general applicability.

Lu-Peng Hao, Yahui Shan, Guangyin Jin et al. · 0 citations
Open access Jul 2026

A multi-objective energy-efficient clustering routing protocol for environmental monitoring in industrial IoT.

Experimental evaluations under various IWSN environmental monitoring scenarios show that CCNCSO-CRP outperforms state-of-the-art protocols including LEACH-C, VSSLS-SIACR, and FOAEAUC-SARP, and provides reliable technical support for high-performance environmental parameter detection and intelligent early warning system...

Yunpeng Lv, Tingfa Zhou, Bo-Hui Zhou et al. · 0 citations

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