Iterative ADP learning algorithms for discrete-time multi-player games

Data-based approximate optimal control for nonzero-sum games of multi-player systems using adaptive dynamic programming

(2018) He Jiang et al.   NEUROCOMPUTING

Improved Stability and Stabilization Results for Stochastic Synchronization of Continuous-Time Semi-Markovian Jump Neural Networks With Time-Varying Delay

(2018) Yanling Wei et al.   IEEE Transactions on Neural Networks and Learning Systems

Discrete-Time Local Value Iteration Adaptive Dynamic Programming: Convergence Analysis

(2018) Qinglai Wei et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Event-Triggered Optimal Control for Partially Unknown Constrained-Input Systems via Adaptive Dynamic Programming

(2017) Yuanheng Zhu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Intelligent Critic Control With Disturbance Attenuation for Affine Dynamics Including an Application to a Microgrid System

(2017) Ding Wang et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

H ∞ control with constrained input for completely unknown nonlinear systems using data-driven reinforcement learning method

(2017) He Jiang et al.   NEUROCOMPUTING

Off-Policy Integral Reinforcement Learning Method to Solve Nonlinear Continuous-Time Multiplayer Nonzero-Sum Games

(2017) Ruizhuo Song et al.   IEEE Transactions on Neural Networks and Learning Systems

Adaptive Critic Nonlinear Robust Control: A Survey

(2017) Ding Wang et al.   IEEE Transactions on Cybernetics

Using reinforcement learning techniques to solve continuous-time non-linear optimal tracking problem without system dynamics

(2016) Yuanheng Zhu et al.   IET Control Theory and Applications

Online approximate solution of HJI equation for unknown constrained-input nonlinear continuous-time systems

(2016) Xiong Yang et al.   INFORMATION SCIENCES

Guaranteed cost neural tracking control for a class of uncertain nonlinear systems using adaptive dynamic programming

(2016) Xiong Yang et al.   NEUROCOMPUTING

Model-Free Optimal Tracking Control via Critic-Only Q-Learning

(2016) Biao Luo et al.   IEEE Transactions on Neural Networks and Learning Systems

Value Iteration Adaptive Dynamic Programming for Optimal Control of Discrete-Time Nonlinear Systems

(2016) Qinglai Wei et al.   IEEE Transactions on Cybernetics

Experience Replay for Optimal Control of Nonzero-Sum Game Systems With Unknown Dynamics

(2016) Dongbin Zhao et al.   IEEE Transactions on Cybernetics

Data-Based Adaptive Critic Designs for Nonlinear Robust Optimal Control With Uncertain Dynamics

(2016) Ding Wang et al.   IEEE Transactions on Systems Man Cybernetics-Systems

An Approximate Optimal Control Approach for Robust Stabilization of a Class of Discrete-Time Nonlinear Systems With Uncertainties

(2016) Ding Wang et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Complete stability analysis of a heuristic approximate dynamic programming control design

(2015) Yury Sokolov et al.   AUTOMATICA

Model-Free Optimal Control for Affine Nonlinear Systems With Convergence Analysis

(2015) Dongbin Zhao et al.   IEEE Transactions on Automation Science and Engineering

Reinforcement learning solution for HJB equation arising in constrained optimal control problem

(2015) Biao Luo et al.   NEURAL NETWORKS

Approximate $N$ -Player Nonzero-Sum Game Solution for an Uncertain Continuous Nonlinear System

(2015) Marcus Johnson et al.   IEEE Transactions on Neural Networks and Learning Systems

Infinite Horizon Self-Learning Optimal Control of Nonaffine Discrete-Time Nonlinear Systems

(2015) Qinglai Wei et al.   IEEE Transactions on Neural Networks and Learning Systems

MEC—A Near-Optimal Online Reinforcement Learning Algorithm for Continuous Deterministic Systems

(2015) Dongbin Zhao et al.   IEEE Transactions on Neural Networks and Learning Systems

Multiple Actor-Critic Structures for Continuous-Time Optimal Control Using Input-Output Data

(2015) Ruizhuo Song et al.   IEEE Transactions on Neural Networks and Learning Systems

Off-Policy Reinforcement Learning for $ H_\infty $ Control Design

(2015) Biao Luo et al.   IEEE Transactions on Cybernetics

Reinforcement-Learning-Based Robust Controller Design for Continuous-Time Uncertain Nonlinear Systems Subject to Input Constraints

(2015) Derong Liu et al.   IEEE Transactions on Cybernetics

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

(2014) Biao Luo et al.   AUTOMATICA

Neural-network-based robust optimal control design for a class of uncertain nonlinear systems via adaptive dynamic programming

(2014) Ding Wang et al.   INFORMATION SCIENCES

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

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

Online Adaptive Policy Learning Algorithm for $H_{\infty }$ State Feedback Control of Unknown Affine Nonlinear Discrete-Time Systems

(2014) Huaguang Zhang et al.   IEEE Transactions on Cybernetics

Online Synchronous Approximate Optimal Learning Algorithm for Multi-Player Non-Zero-Sum Games With Unknown Dynamics

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

Neural-network-based zero-sum game for discrete-time nonlinear systems via iterative adaptive dynamic programming algorithm

(2013) Derong Liu et al.   NEUROCOMPUTING

Policy Iteration Adaptive Dynamic Programming Algorithm for Discrete-Time Nonlinear Systems

(2013) Derong Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Neural-Network-Based Optimal Control for a Class of Unknown Discrete-Time Nonlinear Systems Using Globalized Dual Heuristic Programming

(2012) Derong Liu et al.   IEEE Transactions on Automation Science and Engineering

A boundedness result for the direct heuristic dynamic programming

(2012) Feng Liu et al.   NEURAL NETWORKS

Zero-Sum Two-Player Game Theoretic Formulation of Affine Nonlinear Discrete-Time Systems Using Neural Networks

(2012) Shahab Mehraeen et al.   IEEE Transactions on Cybernetics

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

Online actor–critic algorithm to solve the continuous-time infinite horizon optimal control problem

(2010) Kyriakos G. Vamvoudakis et al.   AUTOMATICA

Adaptive Dynamic Programming: An Introduction

(2009) Fei-Yue Wang et al.   IEEE Computational Intelligence Magazine

Discrete-Time Nonlinear HJB Solution Using Approximate Dynamic Programming: Convergence Proof

(2008) A. Al-Tamimi et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS