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Recent progress in reinforcement learning and adaptive dynamic programming for advanced control applications
D Wang, N Gao, D Liu, J Li… - IEEE/CAA Journal of …, 2023 - ieeexplore.ieee.org
Reinforcement learning (RL) has roots in dynamic programming and it is called
adaptive/approximate dynamic programming (ADP) within the control community. This paper …
adaptive/approximate dynamic programming (ADP) within the control community. This paper …
Finite-time event-triggered control for semi-Markovian switching cyber-physical systems with FDI attacks and applications
This paper addresses the finite-time event-triggered control problem for nonlinear semi-
Markovian switching cyber-physical systems (S-MSCPSs) under false data injection (FDI) …
Markovian switching cyber-physical systems (S-MSCPSs) under false data injection (FDI) …
Sliding-mode surface-based adaptive optimal nonzero-sum games for saturated nonlinear multi-player systems with identifier-critic networks
S Liu, H Wang, Y Liu, N Xu, X Zhao - Neurocomputing, 2024 - Elsevier
This paper addresses the sliding-mode surface-based adaptive optimal nonzero-sum
games control problem for continuous-time nonlinear systems with input constraints. By …
games control problem for continuous-time nonlinear systems with input constraints. By …
Hierarchical sliding-mode surface-based adaptive actor–critic optimal control for switched nonlinear systems with unknown perturbation
This article studies the hierarchical sliding-mode surface (HSMS)-based adaptive optimal
control problem for a class of switched continuous-time (CT) nonlinear systems with …
control problem for a class of switched continuous-time (CT) nonlinear systems with …
Periodic event-triggered adaptive tracking control design for nonlinear discrete-time systems via reinforcement learning
In this paper, an event-triggered control scheme with periodic characteristic is developed for
nonlinear discrete-time systems under an actor–critic architecture of reinforcement learning …
nonlinear discrete-time systems under an actor–critic architecture of reinforcement learning …
Fuzzy approximation-based optimal consensus control for nonlinear multiagent systems via adaptive dynamic programming
This paper investigates the fuzzy approximation-based optimal consensus control problem
for nonlinear multiagent systems with unknown perturbations. By constructing local error …
for nonlinear multiagent systems with unknown perturbations. By constructing local error …
Sliding-mode surface-based approximate optimal control for nonlinear multiplayer Stackelberg-Nash games via adaptive dynamic programming
This paper studies the sliding-mode surface (SMS)-based approximate optimal control issue
for a class of nonlinear multiplayer Stackelberg-Nash games (MSNGs). First, considering …
for a class of nonlinear multiplayer Stackelberg-Nash games (MSNGs). First, considering …
Neural network-based adaptive optimal containment control for non-affine nonlinear multi-agent systems within an identifier-actor-critic framework
This paper addresses the adaptive optimal containment control issue for non-affine
nonlinear multi-agent systems in the presence of periodic disturbances. To deal with the …
nonlinear multi-agent systems in the presence of periodic disturbances. To deal with the …
Event-triggered optimal decentralized control for stochastic interconnected nonlinear systems via adaptive dynamic programming
This paper presents an event-triggered adaptive dynamic programming (ETADP) algorithm
to study the optimal decentralized control issue of interconnected nonlinear systems subject …
to study the optimal decentralized control issue of interconnected nonlinear systems subject …
Adaptive fuzzy decentralized optimal control for interconnected nonlinear systems with unmodeled dynamics via mixed data and event driven method
In this work, based on the adaptive critic learning algorithms and fuzzy logic systems, the
decentralized optimal control problem for interconnected nonlinear systems with unmodeled …
decentralized optimal control problem for interconnected nonlinear systems with unmodeled …