A reinforcement learning-based temperature control of fluidized bed reactor in gas-phase polyethylene process

Xiaodong Hong,Zhoupeng Shou, Wanke Chen,Zuwei Liao,Jingyuan Sun,Yao Yang,Jingdai Wang,Yongrong Yang

Computers & Chemical Engineering（2024）

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摘要

•A temperature cascade control scheme integrating DRL and PID is developed.•A strategy is proposed for training robust controllers without overfitting.•The PID-DRL cascade control shows better performances in a gas-phase PE process.

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关键词

Temperature control,Deep reinforcement learning,Cascade control,Gas-phase polyethylene process

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