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Robust Mpc for Actuator–Fault Tolerance Using Set–Based Passive Fault Detection and Active Fault Isolation

Authors :
Xu Feng
Puig Vicenç
Ocampo-Martinez Carlos
Olaru Sorin
Niculescu Silviu-Iulian
Source :
International Journal of Applied Mathematics and Computer Science, Vol 27, Iss 1, Pp 43-61 (2017)
Publication Year :
2017
Publisher :
Sciendo, 2017.

Abstract

In this paper, a fault-tolerant control (FTC) scheme is proposed for actuator faults, which is built upon tube-based model predictive control (MPC) as well as set-based fault detection and isolation (FDI). In the class of MPC techniques, tubebased MPC can effectively deal with system constraints and uncertainties with relatively low computational complexity compared with other robust MPC techniques such as min-max MPC. Set-based FDI, generally considering the worst case of uncertainties, can robustly detect and isolate actuator faults. In the proposed FTC scheme, fault detection (FD) is passive by using invariant sets, while fault isolation (FI) is active by means of MPC and tubes. The active FI method proposed in this paper is implemented by making use of the constraint-handling ability of MPC to manipulate the bounds of inputs.

Details

Language :
English
ISSN :
20838492
Volume :
27
Issue :
1
Database :
Directory of Open Access Journals
Journal :
International Journal of Applied Mathematics and Computer Science
Publication Type :
Academic Journal
Accession number :
edsdoj.6e7b746e2cd249f4b47105802434c2cb
Document Type :
article
Full Text :
https://doi.org/10.1515/amcs-2017-0004