Reinforcement Learning in Process Industries: Review and Perspective
文献类型：期刊论文
| 作者 | 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
 |
| 出版日期 | 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. |
| 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. |
入库方式： OAI收割
来源：自动化研究所
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