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

Optimal control for discrete-time affine non-linear systems using general value iteration

(2013) H. Li et al.   IET Control Theory and Applications

Optimal control of unknown nonaffine nonlinear discrete-time systems based on adaptive dynamic programming

(2012) Ding Wang et al.   AUTOMATICA

An iterative adaptive dynamic programming algorithm for optimal control of unknown discrete-time nonlinear systems with constrained inputs

(2012) Derong Liu et al.   INFORMATION SCIENCES

An iterative -optimal control scheme for a class of discrete-time nonlinear systems with unfixed initial state

(2012) Qinglai Wei et al.   NEURAL NETWORKS

Simple and Fast Calculation of the Second-Order Gradients for Globalized Dual Heuristic Dynamic Programming in Neural Networks

(2012) M. Fairbank et al.   IEEE Transactions on Neural Networks and Learning Systems

Neural Network Based Online Simultaneous Policy Update Algorithm for Solving the HJI Equation in Nonlinear $H_{\infty}$ Control

(2012) Huai-Ning Wu et al.   IEEE Transactions on Neural Networks and Learning Systems

Online Optimal Control of Affine Nonlinear Discrete-Time Systems With Unknown Internal Dynamics by Using Time-Based Policy Update

(2012) T. Dierks et al.   IEEE Transactions on Neural Networks and Learning Systems

Finite-Approximation-Error-Based Optimal Control Approach for Discrete-Time Nonlinear Systems

(2012) Derong Liu 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

Data-Driven Robust Approximate Optimal Tracking Control for Unknown General Nonlinear Systems Using Adaptive Dynamic Programming Method

(2011) Huaguang Zhang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Reinforcement Learning Controller Design for Affine Nonlinear Discrete-Time Systems using Online Approximators

(2011) Qinmin Yang et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Efficient Model Learning Methods for Actor–Critic Control

(2011) I. Grondman et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Experience Replay for Real-Time Reinforcement Learning Control

(2011) Sander Adam et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE

Online solution of nonlinear two-player zero-sum games using synchronous policy iteration

(2011) Kyriakos G. Vamvoudakis et al.   INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL

A neural-network-based iterative GDHP approach for solving a class of nonlinear optimal control problems with control constraints

(2011) Ding Wang et al.   NEURAL COMPUTING & APPLICATIONS

Finite-horizon neuro-optimal tracking control for a class of discrete-time nonlinear systems using adaptive dynamic programming approach

(2011) Ding Wang et al.   NEUROCOMPUTING

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

(2010) 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

Reinforcement learning and adaptive dynamic programming for feedback control

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

Adaptive Dynamic Programming: An Introduction

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

Neural-Network-Based Near-Optimal Control for a Class of Discrete-Time Affine Nonlinear Systems With Control Constraints

(2009) Huaguang Zhang et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Neural network approach to continuous-time direct adaptive optimal control for partially unknown nonlinear systems

(2009) Draguna Vrabie et al.   NEURAL NETWORKS

Adaptive optimal control for continuous-time linear systems based on policy iteration

(2008) D. Vrabie et al.   AUTOMATICA

Neurodynamic Programming and Zero-Sum Games for Constrained Control Systems

(2008) M. Abu-Khalaf et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Adaptive Critic Learning Techniques for Engine Torque and Air–Fuel Ratio Control

(2008) Derong Liu et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS