[PDF][PDF] Neural networks for control systems

PJ Antsaklis - IEEE Transactions on Neural Networks, 1990 - nd.edu
… If neural network controllers are to be used in the control of dynamic systems, they must
be evaluated against controllers that are designed using conventional control theory. A self-…

[图书][B] Neural networks for control

WT Miller, RS Sutton, PJ Werbos - 1995 - books.google.com
control theory. Part II discusses neural network learning with regard to motion planning and
… in the application of neural network learning to planning and control for dynamical systems. …

[图书][B] Neural networks theory

AI Galushkin - 2007 - books.google.com
… This book is dedicated to my teachers, Russian classics in the field of control theory and
theory of discrete and adaptive systems: Vladimir V Solodovnikov, Lev T. Kuzin, and Yakov Z. …

[图书][B] Artificial neural networks for modelling and control of non-linear systems

JAK Suykens, JPL Vandewalle, BL De Moor - 2012 - books.google.com
… has been tackled from the viewpoint of optimal control theory, in this Chapter we take the
viewpoint of modern (robust) control theory. A model based framework with nonlinear state …

Neural networks for control theory and practice

KS Narendra - Proceedings of the IEEE, 1996 - ieeexplore.ieee.org
… and research, neural network-based controllers … of the theoretical principles involved. In
this paper we review the current status of control practice using neural networks and the theory

An introduction to the use of neural networks in control systems

MT Hagan, HB Demuth… - … and Nonlinear Control …, 2002 - Wiley Online Library
… is to provide a quick overview of neural networks and to explain how they can be used in
control systems. We introduce the multilayer perceptron neural network and describe how it can …

Adaptive control using neural networks

KS Narendra - Neural networks for control, 1990 - direct.mit.edu
… in adaptive control theory will have … theoretical properties such as controllability, observability,
and (most important of all) stability of dynamical systems with multilayer neural networks

Neural networks for control

MT Hagan, HB Demuth - … of the 1999 American control …, 1999 - ieeexplore.ieee.org
… to neural networks and their application in control systems. The field of neural networks
covers a … The method of [SaS1921 uses Lyapunov stability theory in the design of the network

[图书][B] Adaptive control with recurrent high-order neural networks: theory and industrial applications

GA Rovithakis, MA Christodoulou - 2012 - books.google.com
… significant theoretical work on stability, convergence and robustness for the use of neural
networks in control … background in control theory, as well as with stability and robustness con- …

Neural network controller characteristics with regard to adaptive control

T Yabuta, T Yamada - IEEE transactions on systems, man, and …, 1992 - ieeexplore.ieee.org
… by comparison with control theory, especially with the adaptive control theory. If we succeed
in achieving an interface between the NN control and the adaptive control theory, the results …