Dynamic constrained evolutionary optimization based on deep Q-network

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Zhengping Liang, Ruitai Yang, Jigang Wang, Ling Liu, Xiaoliang Ma, Zexuan Zhu

Published: 2024, Last Modified: 28 May 2026Expert Syst. Appl. 2024EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A change response strategy based on DQN is proposed for complex DCOPs.•An offspring generation strategy based on penalty and DQN is proposed for complex DCOPs.•A new complex dynamic constrained test suite C-GMPB is proposed.