Fr. 179.00

Discrete-time Neural Observers - Analysis and Applications

English · Paperback / Softback

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Description

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Discrete-Time Neural Observers: Analysis and Applications presents recent advances in the theory of neural state estimation for discrete-time unknown nonlinear systems with multiple inputs and outputs. The book includes rigorous mathematical analyses, based on the Lyapunov approach, that guarantee their properties. In addition, for each chapter, simulation results are included to verify the successful performance of the corresponding proposed schemes.
In order to complete the treatment of these schemes, the authors also present simulation and experimental results related to their application in meaningful areas, such as electric three phase induction motors and anaerobic process, which show the applicability of such designs. The proposed schemes can be employed for different applications beyond those presented.
The book presents solutions for the state estimation problem of unknown nonlinear systems based on two schemes. For the first one, a full state estimation problem is considered; the second one considers the reduced order case with, and without, the presence of unknown delays. Both schemes are developed in discrete-time using recurrent high order neural networks in order to design the neural observers, and the online training of the respective neural networks is performed by Kalman Filtering.

List of contents

1. Introduction2. Mathematical Preliminaries3. Full order neural observers4. Reduced order neural observers5. Neural observers with unknown time delays6. Final Remarks

Product details

Authors Alma Alanis, Alma Y Alanis, Alma y. Alanis, Alma Y Alanis, Edgar Sanchez, Edgar N Sanchez, Edgar N. Sanchez, Edgar/ Alanis Sanchez, Sanchez Edgar N., Alma Y Alanis
Publisher Academic Press London
 
Languages English
Product format Paperback / Softback
Released 31.03.2017
 
EAN 9780128105436
ISBN 978-0-12-810543-6
No. of pages 150
Dimensions 191 mm x 235 mm x 6 mm
Subjects Natural sciences, medicine, IT, technology > IT, data processing > General, dictionaries

Computer Vision, COMPUTERS / Data Science / Neural Networks, Neural networks and fuzzy systems, Neural networks & fuzzy systems

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