Data-driven control for linear systems using reachable sets

Mohammad Al Khatib, Vikas Kumar Mishra, Naim Bajcinca

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

We consider the problem of designing controllers for linear time-invariant systems based on measured data (without explicitly identifying the matrices of the system). We discuss two methods for stabilization: forward and backward reachable set computations. In the former one, we collect trajectories of the system for different given initial states and compute control inputs enforcing some stability conditions. Then, using the offline computations, we design for any initial condition the online control inputs that stabilize the system. In the second approach, we synthesize offline a contracting set and use it to define online the system's control inputs. We have illustrated the efficiency of our results through an example.

Original languageEnglish
Title of host publication2023 European Control Conference, ECC 2023
PublisherInstitute of Electrical and Electronics Engineers
ISBN (Electronic)9783907144084
DOIs
StatePublished - 1 Jan 2023
Externally publishedYes
Event2023 European Control Conference, ECC 2023 - Bucharest, Romania
Duration: 13 Jun 202316 Jun 2023

Publication series

Name2023 European Control Conference, ECC 2023

Conference

Conference2023 European Control Conference, ECC 2023
Country/TerritoryRomania
CityBucharest
Period13/06/2316/06/23

ASJC Scopus subject areas

  • Control and Optimization
  • Modeling and Simulation

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