A novel sim2real reinforcement learning algorithm for process control

While reinforcement learning (RL) has potential in advanced process control and optimization, its direct interaction with real industrial processes can pose safety concerns. Model-based pre-training of RL may alleviate such risks. However, the intricate nature of industrial processes complicates the...

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Bibliographic Details

Published in:	Reliability engineering & system safety Vol. 254; p. 110639
Main Authors:	Liang, Huiping, Xie, Junyao, Huang, Biao, Li, Yonggang, Sun, Bei, Yang, Chunhua
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.02.2025
Subjects:	Fix-horizon return Industrial roasting process Model-plant mismatch Process control Reinforcement learning Fix-horizon return Model-plant mismatch Process control Reinforcement learning Industrial roasting process
ISSN:	0951-8320
Online Access:	Get full text
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