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  • 标题:A Multi-stage Economic NMPC for the Tennessee Eastman Challenge Process
  • 本地全文:下载
  • 作者:Alexandru Tătulea-Codrean ; Jonas Fischer ; Sebastian Engell
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2020
  • 卷号:53
  • 期号:2
  • 页码:6069-6075
  • DOI:10.1016/j.ifacol.2020.12.1678
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractThis paper addresses the design and implementation of a robust nonlinear model predictive control (NMPC) scheme for a benchmark plant-wide control problem. The focus of our research is on the performance of direct optimizing control for a complex large-scale process which is subject to plant-model mismatch and external disturbances. As a benchmark case for control and monitoring applications, the Tennessee Eastman Challenge (TEC) process has been widely employed in many publications. We present a first NMPC implementation for this where only economics criteria are used for the control of the process. The results obtained demonstrate the viability of plant-wide economics optimizing NMPC. We also address the issue of robustness against model uncertainties and employ multi-stage NMPC to tackle these. Different possible multi-stage NMPC implementations are discussed and the trade-offs between economic performance and robustness are highlighted.
  • 关键词:Keywordsrobust NMPCeconomics optimizing controlmulti-stage optimizationplant-wide controlTennessee Eastman Challenge Problem
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