TY - JOUR
T1 - Adaptive Fuzzy Inverse Optimal Control of Nonlinear Switched Systems
AU - Zeng, Danping
AU - Liu, Zhi
AU - Wang, Yaonan
AU - Chen, C. L.Philip
AU - Zhang, Yun
AU - Wu, Zongze
N1 - Publisher Copyright:
© 1993-2012 IEEE.
PY - 2023/9/1
Y1 - 2023/9/1
N2 - Existing approaches to optimal control of uncertain switched systems require heavy computations for approximating and learning the optimal solution of the Hamilton-Jacobi-Bellman equation. To overcome this problem, a fuzzy adaptive inverse optimal control strategy is first developed for switched systems, which minimizes not only the cost function but also circumvents solving the Hamilton-Jacobi-Bellman equation. Specifically, an alternative practical inverse approach is developed by two Lyapunov functions method, based on which the inverse optimality regarding a meaningful cost function is achieved. In addition, a new condition of admissible edge-dependent average dwell time is developed by applying the extended multiple Lyapunov functions method. Guided by this weaker condition, the stability of the considered switched system is proved. Finally, simulations are carried out to verify the developed method.
AB - Existing approaches to optimal control of uncertain switched systems require heavy computations for approximating and learning the optimal solution of the Hamilton-Jacobi-Bellman equation. To overcome this problem, a fuzzy adaptive inverse optimal control strategy is first developed for switched systems, which minimizes not only the cost function but also circumvents solving the Hamilton-Jacobi-Bellman equation. Specifically, an alternative practical inverse approach is developed by two Lyapunov functions method, based on which the inverse optimality regarding a meaningful cost function is achieved. In addition, a new condition of admissible edge-dependent average dwell time is developed by applying the extended multiple Lyapunov functions method. Guided by this weaker condition, the stability of the considered switched system is proved. Finally, simulations are carried out to verify the developed method.
KW - Admissible edge-dependent average dwell time
KW - backstepping
KW - fuzzy adaptive control
KW - inverse optimal control
KW - switched systems
UR - https://www.scopus.com/pages/publications/85149389420
U2 - 10.1109/TFUZZ.2023.3244836
DO - 10.1109/TFUZZ.2023.3244836
M3 - 文章
AN - SCOPUS:85149389420
SN - 1063-6706
VL - 31
SP - 3093
EP - 3107
JO - IEEE Transactions on Fuzzy Systems
JF - IEEE Transactions on Fuzzy Systems
IS - 9
ER -