Reinforcement learning for control: Performance, stability, and deep approximators

L Buşoniu, T De Bruin, D Tolić, J Kober… - Annual Reviews in …, 2018 - Elsevier
Reinforcement learning (RL) offers powerful algorithms to search for optimal controllers of
systems with nonlinear, possibly stochastic dynamics that are unknown or highly uncertain …

State and output feedback nonlinear model predictive control: An overview

R Findeisen, L Imsland, F Allgower, BA Foss - European journal of control, 2003 - Elsevier
The purpose of this paper is twofold. In the first part, we give a review on the current state of
nonlinear model predictive control (NMPC). After a brief presentation of the basic principle of …

Secure communication based on quantized synchronization of chaotic neural networks under an event-triggered strategy

W He, T Luo, Y Tang, W Du, YC Tian… - IEEE transactions on …, 2019 - ieeexplore.ieee.org
This article presents a secure communication scheme based on the quantized
synchronization of master-slave neural networks under an event-triggered strategy. First, a …

[图书][B] Nonlinear control systems: an introduction

A Isidori - 1985 - Springer
(I. la) m= f (x)+[gi (x) ui i= I (1. lb) y= h (x) and we want to examine to what extent the behavior
of such a system could be made" linear" under the effect of an appropriate feedback control …

Dynamic surface control for a class of nonlinear systems

D Swaroop, JK Hedrick, PP Yip… - IEEE transactions on …, 2000 - ieeexplore.ieee.org
A method is proposed for designing controllers with arbitrarily small tracking error for
uncertain, mismatched nonlinear systems in the strict feedback form. This method is another" …

High‐gain observers in nonlinear feedback control

HK Khalil, L Praly - … Journal of Robust and Nonlinear Control, 2014 - Wiley Online Library
In this document, we present the main ideas and results concerning high‐gain observers
and some of their applications in control. The introduction gives a brief history of the topic …

Networked control systems with communication constraints: Tradeoffs between transmission intervals, delays and performance

WPMH Heemels, AR Teel… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
There are many communication imperfections in networked control systems (NCS) such as
varying transmission delays, varying sampling/transmission intervals, packet loss …

[图书][B] Constructive nonlinear control

R Sepulchre, M Jankovic, PV Kokotovic - 2012 - books.google.com
Constructive Nonlinear Control presents a broad repertoire of constructive nonlinear
designs not available in other works by widening the class of systems and design tools …

Small-gain theorem for ISS systems and applications

ZP Jiang, AR Teel, L Praly - Mathematics of Control, Signals and Systems, 1994 - Springer
We introduce a concept of input-to-output practical stability (IOpS) which is a natural
generalization of input-to-state stability proposed by Sontag. It allows us to establish two …

Robust adaptive dynamic programming and feedback stabilization of nonlinear systems

Y Jiang, ZP Jiang - IEEE Transactions on Neural Networks and …, 2014 - ieeexplore.ieee.org
This paper studies the robust optimal control design for a class of uncertain nonlinear
systems from a perspective of robust adaptive dynamic programming (RADP). The objective …