Approximate dynamic programming for two-player zero-sum game related to H ∞ control of unknown nonlinear continuous-time systems

Integral reinforcement learning and experience replay for adaptive optimal control of partially-unknown constrained-input continuous-time systems

(2013) Hamidreza Modares et al.   AUTOMATICA

Wavelet reduced order observer based adaptive tracking control for a class of uncertain nonlinear systems using reinforcement learning

(2013) Manish Sharma et al.   INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS

A policy iteration approach to online optimal control of continuous-time constrained-input systems

(2013) Hamidreza Modares et al.   ISA TRANSACTIONS

Adaptive Optimal Control of Unknown Constrained-Input Systems Using Policy Iteration and Neural Networks

(2013) Hamidreza Modares et al.   IEEE Transactions on Neural Networks and Learning Systems

A novel actor–critic–identifier architecture for approximate optimal control of uncertain nonlinear systems

(2012) S. Bhasin et al.   AUTOMATICA

Reinforcement Learning and Feedback Control: Using Natural Decision Methods to Design Optimal Adaptive Controllers

(2012)   IEEE CONTROL SYSTEMS MAGAZINE

Online solution of nonquadratic two-player zero-sum games arising in theH ∞ control of constrained input systems

(2012) Hamidreza Modares et al.   INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING

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

Robust H∞ control for nonlinear uncertain stochastic T–S fuzzy systems with time delays

(2011) T. Senthilkumar et al.   APPLIED MATHEMATICS LETTERS

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

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

(2010) Kyriakos G. Vamvoudakis et al.   AUTOMATICA

Disturbance attenuation analysis of state feedback Nash strategy for two-player Linear Quadratic Sequential Games

(2009) Dan Shen et al.   INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS

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

(2009) Draguna Vrabie et al.   NEURAL NETWORKS

Neurodynamic Programming and Zero-Sum Games for Constrained Control Systems

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