TY - JOUR
T1 - Time optimal model predictive control for linear systems based on ellipsoidal and polytopic sets
AU - Ma, Aoyun
AU - Cheng, Qifeng
AU - Liu, Kun
AU - Xia, Yuanqing
N1 - Publisher Copyright:
© 2019 Informa UK Limited, trading as Taylor & Francis Group.
PY - 2021
Y1 - 2021
N2 - Time optimal model predictive control (MPC) strategies are investigated in this paper. We first derive a series of controllable sets described by ellipsoids or convex polytopes offline, then obtain the control input that can steer initial state into the terminal set in the shortest time steps by solving an online optimisation problem with lower computational burden. The constraints of online optimisation problem are determined by the controllable sets. We give the methods to calculate the ellipsoidal controllable sets for linear time-invariant systems and linear time-varying systems, respectively, and propose a new method to calculate the polytopic controllable sets for linear time-varying systems. The recursive feasibility of online optimisation problem and the stability of the closed-loop system can be guaranteed. Numerical examples show that the algorithms work well.
AB - Time optimal model predictive control (MPC) strategies are investigated in this paper. We first derive a series of controllable sets described by ellipsoids or convex polytopes offline, then obtain the control input that can steer initial state into the terminal set in the shortest time steps by solving an online optimisation problem with lower computational burden. The constraints of online optimisation problem are determined by the controllable sets. We give the methods to calculate the ellipsoidal controllable sets for linear time-invariant systems and linear time-varying systems, respectively, and propose a new method to calculate the polytopic controllable sets for linear time-varying systems. The recursive feasibility of online optimisation problem and the stability of the closed-loop system can be guaranteed. Numerical examples show that the algorithms work well.
KW - Time optimal MPC
KW - ellipsoidal controllable sets
KW - linear time-invariant systems
KW - linear time-varying systems
KW - polytopic controllable sets
UR - http://www.scopus.com/inward/record.url?scp=85076145074&partnerID=8YFLogxK
U2 - 10.1080/00207179.2019.1696986
DO - 10.1080/00207179.2019.1696986
M3 - Article
AN - SCOPUS:85076145074
SN - 0020-7179
VL - 94
SP - 2215
EP - 2223
JO - International Journal of Control
JF - International Journal of Control
IS - 8
ER -