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Actuator fault tolerance evaluation approach of nonlinear model predictive control systems using viability theory

Authors: Majid Ghaniee Zarch; Vicenç Puig; Javad Poshtan; Mahdi Aliyari Shoorehdeli;

Actuator fault tolerance evaluation approach of nonlinear model predictive control systems using viability theory

Abstract

In this paper, an approach to evaluate the actuator fault tolerance of a nonlinear model predictive control (NMPC) system using viability theory is proposed. Viability theory provides several concepts formulated in a set form (viability kernel and capture basin) that are very useful to assess if after the fault the NMPC controller will be able to achieve their goal either using a reconfiguration or an accommodation strategy. By representing the nonlinear model of the system in a linear parameter varying (LPV) form and using zonotopes to evaluate viability sets, an algorithm is developed and implemented that is able to assess the tolerance of the NMPC controller. To illustrate the proposed approach two application examples based on well-known control problems (a pasteurization plant and a mobile robot) are used.

This work has been funded by the Spanish Ministry of Economy and Competitiveness (MINECO) and FEDER through the projects ECOCIS (Ref. DPDEOCS (ref. DPI2016-76493) and SCAV (ref. DPI2017-88403-R), the FPI grant (ref. BES-2014-068319), the María de Maeztu Seal of Excellence to IRI (ref. MDM-2016-0656), and by AGAUR of Generalitat de Catalunya through the Advanced Control Systems (SAC) group grant (ref. 2017-SGR-482).

Peer reviewed

Keywords

Set invariance theory, Linear parameter varying system, :Informàtica::Automàtica i control [Àrees temàtiques de la UPC], Errors de sistemes (Enginyeria), Viability theory, Fault tolerance evaluation, Àrees temàtiques de la UPC::Informàtica::Automàtica i control, Tolerància als errors (Enginyeria), Fault tolerance (Engineering), Model predictive control, System failures (Engineering)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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OpenAIRE UsageCountsViews provided by UsageCounts
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