Reinforcement Learning in Process Industries: Review and Perspective

doi:10.1109/JAS.2024.124227

CORC > 自动化研究所 > 中国科学院自动化研究所 > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	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
刊名	IEEE/CAA Journal of Automatica Sinica
	2024
卷号	11 期号:2 页码:283-300
关键词	Process control process systems engineering reinforcement learning
ISSN号	2329-9266
DOI	10.1109/JAS.2024.124227
英文摘要	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.
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/54544]
专题	自动化研究所_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.