Reinforcement Learning in Process Industries: Review and Perspective

doi:10.1109/JAS.2024.124227

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	Reinforcement Learning in Process Industries: Review and Perspective
	Oguzhan Dogru; Junyao Xie; Om Prakash; Ranjith Chiplunkar; Jansen Soesanto; Hongtian Chen; Kirubakaran Velswamy; Fadi Ibrahim; Biao Huang
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2024
卷号	11 期号:2 页码:283-300
摘要	This survey paper provides a review and perspective on intermediate and advanced reinforcement learning (RL) techniques in process industries. It offers a holistic approach by covering all levels of the process control hierarchy. The survey paper presents a comprehensive overview of RL algorithms, including fundamental concepts like Markov decision processes and different approaches to RL, such as value-based, policy-based, and actor-critic methods, while also discussing the relationship between classical control and RL. It further reviews the wide-ranging applications of RL in process industries, such as soft sensors, low-level control, high-level control, distributed process control, fault detection and fault tolerant control, optimization, planning, scheduling, and supply chain. The survey paper discusses the limitations and advantages, trends and new applications, and opportunities and future prospects for RL in process industries. Moreover, it highlights the need for a holistic approach in complex systems due to the growing importance of digitalization in the process industries.
关键词	Process control process systems engineering reinforcement learning
DOI	10.1109/JAS.2024.124227
引用统计
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/54544
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Oguzhan Dogru,Junyao Xie,Om Prakash,et al. Reinforcement Learning in Process Industries: Review and Perspective[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(2):283-300.
APA	Oguzhan Dogru.,Junyao Xie.,Om Prakash.,Ranjith Chiplunkar.,Jansen Soesanto.,...&Biao Huang.(2024).Reinforcement Learning in Process Industries: Review and Perspective.IEEE/CAA Journal of Automatica Sinica,11(2),283-300.
MLA	Oguzhan Dogru,et al."Reinforcement Learning in Process Industries: Review and Perspective".IEEE/CAA Journal of Automatica Sinica 11.2(2024):283-300.

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