On necessity and robustness of dissipativity in economic model predictive control

Research output: Contribution to journalArticleResearchpeer review

Authors

External Research Organisations

  • University of Stuttgart
  • Imperial College London
  • University of Florence (UniFi)
View graph of relations

Details

Original languageEnglish
Article number6914561
Pages (from-to)1671-1676
Number of pages6
JournalIEEE Transactions on Automatic Control
Volume60
Issue number6
Publication statusPublished - 1 Jun 2015
Externally publishedYes

Abstract

In this paper, we study a dissipativity property which was recently used in several results on economic model predictive control to ensure optimal operation of a system at steady-state as well as stability. In particular, we first investigate whether this dissipativity property is not only sufficient, but also necessary for optimal steady-state operation. In the most general case, this is not true; nevertheless, under an additional controllability assumption, we show that dissipativity is in fact necessary. Second, we provide a robustness analysis of the dissipativity property with respect to changes in the constraint set, which can result in a change in the considered supply rate.

Keywords

    Dissipativity, economic model predictive control, nonlinear model predictive control

ASJC Scopus subject areas

Cite this

On necessity and robustness of dissipativity in economic model predictive control. / Müller, Matthias A.; Angeli, David; Allgöwer, Frank.
In: IEEE Transactions on Automatic Control, Vol. 60, No. 6, 6914561, 01.06.2015, p. 1671-1676.

Research output: Contribution to journalArticleResearchpeer review

Müller MA, Angeli D, Allgöwer F. On necessity and robustness of dissipativity in economic model predictive control. IEEE Transactions on Automatic Control. 2015 Jun 1;60(6):1671-1676. 6914561. doi: 10.1109/TAC.2014.2361193
Download
@article{73a7e0dcb9104f64a80a04ee276e16b1,
title = "On necessity and robustness of dissipativity in economic model predictive control",
abstract = "In this paper, we study a dissipativity property which was recently used in several results on economic model predictive control to ensure optimal operation of a system at steady-state as well as stability. In particular, we first investigate whether this dissipativity property is not only sufficient, but also necessary for optimal steady-state operation. In the most general case, this is not true; nevertheless, under an additional controllability assumption, we show that dissipativity is in fact necessary. Second, we provide a robustness analysis of the dissipativity property with respect to changes in the constraint set, which can result in a change in the considered supply rate.",
keywords = "Dissipativity, economic model predictive control, nonlinear model predictive control",
author = "M{\"u}ller, {Matthias A.} and David Angeli and Frank Allg{\"o}wer",
note = "Publisher Copyright: {\textcopyright} 2014 IEEE.",
year = "2015",
month = jun,
day = "1",
doi = "10.1109/TAC.2014.2361193",
language = "English",
volume = "60",
pages = "1671--1676",
journal = "IEEE Transactions on Automatic Control",
issn = "0018-9286",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
number = "6",

}

Download

TY - JOUR

T1 - On necessity and robustness of dissipativity in economic model predictive control

AU - Müller, Matthias A.

AU - Angeli, David

AU - Allgöwer, Frank

N1 - Publisher Copyright: © 2014 IEEE.

PY - 2015/6/1

Y1 - 2015/6/1

N2 - In this paper, we study a dissipativity property which was recently used in several results on economic model predictive control to ensure optimal operation of a system at steady-state as well as stability. In particular, we first investigate whether this dissipativity property is not only sufficient, but also necessary for optimal steady-state operation. In the most general case, this is not true; nevertheless, under an additional controllability assumption, we show that dissipativity is in fact necessary. Second, we provide a robustness analysis of the dissipativity property with respect to changes in the constraint set, which can result in a change in the considered supply rate.

AB - In this paper, we study a dissipativity property which was recently used in several results on economic model predictive control to ensure optimal operation of a system at steady-state as well as stability. In particular, we first investigate whether this dissipativity property is not only sufficient, but also necessary for optimal steady-state operation. In the most general case, this is not true; nevertheless, under an additional controllability assumption, we show that dissipativity is in fact necessary. Second, we provide a robustness analysis of the dissipativity property with respect to changes in the constraint set, which can result in a change in the considered supply rate.

KW - Dissipativity

KW - economic model predictive control

KW - nonlinear model predictive control

UR - http://www.scopus.com/inward/record.url?scp=84930613557&partnerID=8YFLogxK

U2 - 10.1109/TAC.2014.2361193

DO - 10.1109/TAC.2014.2361193

M3 - Article

AN - SCOPUS:84930613557

VL - 60

SP - 1671

EP - 1676

JO - IEEE Transactions on Automatic Control

JF - IEEE Transactions on Automatic Control

SN - 0018-9286

IS - 6

M1 - 6914561

ER -

By the same author(s)