A distributed model predictive control algorithm with the gap metric output feedback decoupling

Jiaorao WANG, Zuhua XU*, Chunyue SONG*, Yi YAO, Jun ZHAO

*Corresponding author for this work

Research output: Journal PublicationsJournal Article (refereed)peer-review

4 Citations (Scopus)

Abstract

A distributed model predictive control (DMPC) algorithm with the gap metric output feedback decoupling is proposed. For large-scale systems including strongly coupled subsystems and inaccessible states, we initially address the gap metric output feedback decoupling to weakly decouple the subsystems. The gap metric is used to analyze the similarity between the original subsystems and the decoupled ones so that subsystems’ interactions are decreased while their dynamic characteristics are unchanged. With the decoupling, reducing the communication between controllers will not limit control performance. Then a new transmission strategy is developed to improve computational efficiency of DMPC. At each sampling time, controllers communicate with each other only once and solve local control laws based on the previous optimal solutions. Furthermore, the output feedback is weighted as an input compensation to reduce the influence of model mismatch. Case studies on a reactor separator process demonstrate the effectiveness of the proposed method.

Original languageEnglish
Article number107167
Number of pages9
JournalComputers and Chemical Engineering
Volume145
Early online date13 Nov 2020
DOIs
Publication statusPublished - Feb 2021
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2020 Elsevier Ltd

Funding

This work was supported partially by the National Key Research and Development Program of China (No. 2017YFA0700300), partially by the Key Research and Development Program of Guangdong (No. 2020B0101050001), and partially by the Independent Project of State Key Laboratory of Industrial Control Technology (ITC1902).

Keywords

  • Distributed model predictive control
  • Dynamic matrix control
  • Gap metric
  • Large-scale systems
  • Output feedback decoupling

Fingerprint

Dive into the research topics of 'A distributed model predictive control algorithm with the gap metric output feedback decoupling'. Together they form a unique fingerprint.

Cite this