Iterative learning model predictive control for multi-phase batch processes | |
Wang, Youqing ; Zhou, Donghua ; Gao, Furong | |
2010-05-06 ; 2010-05-06 | |
关键词 | multi-phase batch process iterative learning control model predictive control constraint quadratic programming FAULT-TOLERANT CONTROL CONTROL-SYSTEM MULTISTAGE DESIGN Automation & Control Systems Engineering, Chemical |
中文摘要 | Multi-phase batch process is common in industry, such as injection molding process, fermentation and sequencing batch reactor; however, it is still an open problem to control and analyze this kind of processes. Motivated by injection molding processes, the multi-phase batch process in each cycle is formulated as a switched system with internally forced switching instant. Controlling multi-phase batch processes can be decomposed into two subtasks: detecting the dynamics-switching-time; designing the control law for each phase with considering switching effect. In this paper, it is assumed that the dynamics-switching-time can be obtained in real-time and only the second subtask is studied. To exploit the repetitive nature of batch processes, iterative learning control scheme is used in batch direction. To deal with constraints, updating law is designed by using model predictive control scheme. An online iterative learning model predictive control (ILMPC) law is first proposed with a quadratic programming problem to be solved online. To reduce computation burden, an offline ILMPC is also proposed and compared. Applications on injection molding processes show that the proposed algorithms can control multi-phase batch processes well. (C) 2007 Elsevier Ltd. All rights reserved. |
语种 | 英语 ; 英语 |
出版者 | ELSEVIER SCI LTD ; OXFORD ; THE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, OXON, ENGLAND |
内容类型 | 期刊论文 |
源URL | [http://hdl.handle.net/123456789/9129] ![]() |
专题 | 清华大学 |
推荐引用方式 GB/T 7714 | Wang, Youqing,Zhou, Donghua,Gao, Furong. Iterative learning model predictive control for multi-phase batch processes[J],2010, 2010. |
APA | Wang, Youqing,Zhou, Donghua,&Gao, Furong.(2010).Iterative learning model predictive control for multi-phase batch processes.. |
MLA | Wang, Youqing,et al."Iterative learning model predictive control for multi-phase batch processes".(2010). |
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