Neural Networks Modeling and Control

Neural Networks Modeling and Control
PDF
  • eBook:
    Neural Networks Modeling and Control: Applications for Unknown Nonlinear Delayed Systems in Discrete Time
  • Author:
    Jorge D. Rios, Alma Y. Alanis, Nancy Arana-Daniel, Carlos Lopez-Franco, Edgar N. Sanchez
  • Edition:
    1 edition
  • Categories:
  • Data:
    February 3, 2020
  • ISBN:
    0128170786
  • ISBN-13:
    9780128170786
  • Language:
    English
  • Pages:
    158 pages
  • Format:
    PDF

Book Description
Neural Networks Modelling and Control: Applications for Unknown Nonlinear Delayed Systems in Discrete Time focuses on modeling and control of discrete-time unknown nonlinear delayed systems under uncertainties based on Artificial Neural Networks. First, a Recurrent High Order Neural Network (RHONN) is used to identify discrete-time unknown nonlinear delayed systems under uncertainties, then a RHONN is used to design neural observers for the same class of systems. Therefore, both neural models are used to synthesize controllers for trajectory tracking based on two methodologies: sliding mode control and Inverse Optimal Neural Control.
As well as considering the different neural control models and complications that are associated with them, this book also analyzes potential applications, prototypes and future trends.

Content

Chapter 1: Introduction
Chapter 2: Mathematical preliminaries
Chapter 3: Neural identification using recurrent high-order neural networks for discrete nonlinear systems with unknown time delays
Chapter 4: Identifier–controller scheme for uncertain nonlinear discrete systems with unknown time delays
Chapter 5: Neural observer based on a RHONN for uncertain nonlinear discrete systems with unknown time delays
Chapter 6: Observer–controller scheme for uncertain nonlinear discrete systems with unknown delays
Chapter 7: Conclusions

Download Neural Networks Modeling and Control: Applications for Unknown Nonlinear Delayed Systems in Discrete Time PDF or ePUB format free


Free sample

Download in .PDF format



Add comments
Прокомментировать
Введите код с картинки:*
Кликните на изображение чтобы обновить код, если он неразборчив
Copyright © 2019