Computing ellipsoidal robust forward invariant tubes for nonlinear MPC
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Published version
Author(s)
Villanueva, Mario E
Li, Jiaqi C
Feng, Xuhui
Chachuat, Benoit
Houska, Boris
Type
Journal Article
Abstract
Min-max differential inequalities (DIs) can be used to characterize robust forward invariant tubes with convex cross-section for a large class of nonlinear control systems. The advantage of using set-propagation over other existing approaches for tube MPC is that they avoid the discretization of control policies. Instead, the conservatism of min-max DIs in tube MPC arises from the discretization of sets in the state-space, while the control law is never discretized and remains defined implicitly via the solution of a min-max optimization problem. The contribution of this paper is the development of a practical implementation of min-max DIs for tube MPC using ellipsoidal-tube enclosures. We illustrate these developments with a spring-mass-damper system.
Date Issued
2017-07-01
Date Acceptance
2017-07-01
Citation
IFAC-PapersOnLine, 2017, 50 (1), pp.7175-7180
ISSN
2405-8963
Publisher
IFAC Secretariat
Start Page
7175
End Page
7180
Journal / Book Title
IFAC-PapersOnLine
Volume
50
Issue
1
Copyright Statement
© 2016, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd.
Identifier
http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000423964900191&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=1ba7043ffcc86c417c072aa74d649202
Subjects
robust control
model predictive control
differential inequalities
MODEL-PREDICTIVE CONTROL
INEQUALITIES
SYSTEMS
SET
Publication Status
Published
Coverage Spatial
Toulouse, FRANCE
Date Publish Online
2017-10-18