TY - JOUR
T1 - On the Uniqueness of Solution to the Inverse Optimal Control Problem for the Hard-Constrained Minimum Principle Based Method
AU - Islam, Afreen
AU - Herrmann, Guido
AU - Carrasco, Joaquin
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2025
Y1 - 2025
N2 - In this work, the hard-constrained minimum principle based method for solving the inverse optimal control (IOC) problem has been considered. Specifically, this work investigates the kinds of closed-loop system trajectories, initial conditions and system dynamics for which a unique solution to the IOC problem can be obtained for this method. For this purpose, a matrix associated with the optimization problem involved in this IOC approach is tested for full rankness. It was found that for this method, in addition to initial conditions and types of closed-loop system trajectories, the open-loop system dynamics has an important role in determining if a unique solution to the IOC problem can be obtained. Rigorous mathematical and numerical analysis for different types of trajectories, initial conditions and system dynamics have been presented.
AB - In this work, the hard-constrained minimum principle based method for solving the inverse optimal control (IOC) problem has been considered. Specifically, this work investigates the kinds of closed-loop system trajectories, initial conditions and system dynamics for which a unique solution to the IOC problem can be obtained for this method. For this purpose, a matrix associated with the optimization problem involved in this IOC approach is tested for full rankness. It was found that for this method, in addition to initial conditions and types of closed-loop system trajectories, the open-loop system dynamics has an important role in determining if a unique solution to the IOC problem can be obtained. Rigorous mathematical and numerical analysis for different types of trajectories, initial conditions and system dynamics have been presented.
KW - Hard-Constrained Method
KW - Inverse Optimal Control
KW - Minimum Principle
KW - Optimal Control
UR - https://www.scopus.com/pages/publications/105010192841
U2 - 10.1109/LCSYS.2025.3586916
DO - 10.1109/LCSYS.2025.3586916
M3 - Article
AN - SCOPUS:105010192841
SN - 2475-1456
JO - IEEE Control Systems Letters
JF - IEEE Control Systems Letters
ER -