Off-policy integral reinforcement learning algorithm in dealing with nonzero sum game for nonlinear distributed parameter systems

Integral reinforcement learning off-policy method for solving nonlinear multi-player nonzero-sum games with saturated actuator

(2019) He Ren et al.   NEUROCOMPUTING

Adaptive fuzzy control of a magnetorheological elastomer vibration isolation system with time-varying sinusoidal excitations

(2019) Jie Fu et al.   JOURNAL OF SOUND AND VIBRATION

Robust non-fragile proportional plus derivative state feedback control for a class of uncertain Takagi–Sugeno fuzzy singular systems

(2019) Yunfei Mu et al.   JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS

Observer-based actuator fault estimation and proportional derivative fault tolerant control for continuous-time singular systems

(2019) Yunfei Mu et al.   OPTIMAL CONTROL APPLICATIONS & METHODS

Containment Control of Semi-Markovian Multiagent Systems With Switching Topologies

(2019) Hongjing Liang et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Adaptive Distributed Observer Approach for Cooperative Containment Control of Nonidentical Networks

(2018) Hongjing Liang et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Data-Based Optimal Control of Multiagent Systems: A Reinforcement Learning Design Approach

(2018) Jilie Zhang et al.   IEEE Transactions on Cybernetics

Data-driven adaptive dynamic programming for continuous-time fully cooperative games with partially constrained inputs

(2017) Qichao Zhang et al.   NEUROCOMPUTING

Off-Policy Actor-Critic Structure for Optimal Control of Unknown Systems With Disturbances

(2016) Ruizhuo Song et al.   IEEE Transactions on Cybernetics

Data-Driven $H_\infty$ Control for Nonlinear Distributed Parameter Systems

(2015) Biao Luo et al.   IEEE Transactions on Neural Networks and Learning Systems

Data-based approximate policy iteration for affine nonlinear continuous-time optimal control design

(2014) Biao Luo et al.   AUTOMATICA

L2 disturbance attenuation for highly dissipative nonlinear spatially distributed processes via HJI approach

(2014) Huai-Ning Wu et al.   JOURNAL OF PROCESS CONTROL

Finite-Approximation-Error-Based Discrete-Time Iterative Adaptive Dynamic Programming

(2014) Qinglai Wei et al.   IEEE Transactions on Cybernetics

Neural-Network-Based Online HJB Solution for Optimal Robust Guaranteed Cost Control of Continuous-Time Uncertain Nonlinear Systems

(2014) Derong Liu et al.   IEEE Transactions on Cybernetics

Output feedback control of dissipative PDE systems with partial sensor information based on adaptive model reduction

(2012) Sivakumar Pitchaiah et al.   AICHE JOURNAL

Approximate Optimal Control Design for Nonlinear One-Dimensional Parabolic PDE Systems Using Empirical Eigenfunctions and Neural Network

(2012) Biao Luo et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Online policy iteration algorithm for optimal control of linear hyperbolic PDE systems

(2012) Biao Luo et al.   JOURNAL OF PROCESS CONTROL

Near-Optimal Control for Nonzero-Sum Differential Games of Continuous-Time Nonlinear Systems Using Single-Network ADP

(2012) Huaguang Zhang et al.   IEEE Transactions on Cybernetics

Multi-player non-zero-sum games: Online adaptive learning solution of coupled Hamilton–Jacobi equations

(2011) Kyriakos G. Vamvoudakis et al.   AUTOMATICA

An iterative adaptive dynamic programming method for solving a class of nonlinear zero-sum differential games

(2010) Huaguang Zhang et al.   AUTOMATICA

Reinforcement Learning for Partially Observable Dynamic Processes: Adaptive Dynamic Programming Using Measured Output Data

(2010) F L Lewis et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Output Feedback Control of Distributed Parameter Systems Using Adaptive Proper Orthogonal Decomposition

(2010) Sivakumar Pitchaiah et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

LQ control design of a class of hyperbolic PDE systems: Application to fixed-bed reactor

(2009) Ilyasse Aksikas et al.   AUTOMATICA

Reinforcement learning and adaptive dynamic programming for feedback control

(2009) Frank L. Lewis et al.   IEEE Circuits and Systems Magazine