TY - GEN
T1 - Data-driven control for linear systems using reachable sets
AU - Khatib, Mohammad Al
AU - Mishra, Vikas Kumar
AU - Bajcinca, Naim
N1 - Publisher Copyright:
© 2023 EUCA.
PY - 2023/1/1
Y1 - 2023/1/1
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85166472494&partnerID=8YFLogxK
U2 - 10.23919/ECC57647.2023.10178233
DO - 10.23919/ECC57647.2023.10178233
M3 - Conference contribution
AN - SCOPUS:85166472494
T3 - 2023 European Control Conference, ECC 2023
BT - 2023 European Control Conference, ECC 2023
PB - Institute of Electrical and Electronics Engineers
T2 - 2023 European Control Conference, ECC 2023
Y2 - 13 June 2023 through 16 June 2023
ER -