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Oscar Castillo - Fuzzy Logic Hybrid Extensions of Neural and Optimization Algorithms: Theory and Applications

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Oscar Castillo Fuzzy Logic Hybrid Extensions of Neural and Optimization Algorithms: Theory and Applications
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Book cover of Fuzzy Logic Hybrid Extensions of Neural and Optimization - photo 1
Book cover of Fuzzy Logic Hybrid Extensions of Neural and Optimization Algorithms: Theory and Applications
Volume 940
Studies in Computational Intelligence
Series Editor
Janusz Kacprzyk
Polish Academy of Sciences, Warsaw, Poland

The series Studies in Computational Intelligence (SCI) publishes new developments and advances in the various areas of computational intelligencequickly and with a high quality. The intent is to cover the theory, applications, and design methods of computational intelligence, as embedded in the fields of engineering, computer science, physics and life sciences, as well as the methodologies behind them. The series contains monographs, lecture notes and edited volumes in computational intelligence spanning the areas of neural networks, connectionist systems, genetic algorithms, evolutionary computation, artificial intelligence, cellular automata, self-organizing systems, soft computing, fuzzy systems, and hybrid intelligent systems. Of particular value to both the contributors and the readership are the short publication timeframe and the world-wide distribution, which enable both wide and rapid dissemination of research output.

Indexed by SCOPUS, DBLP, WTI Frankfurt eG, zbMATH, SCImago.

All books published in the series are submitted for consideration in Web of Science.

More information about this series at http://www.springer.com/series/7092

Editors
Oscar Castillo and Patricia Melin
Fuzzy Logic Hybrid Extensions of Neural and Optimization Algorithms: Theory and Applications
1st ed. 2021
Logo of the publisher Editors Oscar Castillo Division of Graduate Studies - photo 2
Logo of the publisher
Editors
Oscar Castillo
Division of Graduate Studies and Research, Tijuana Institute of Technology, Tijuana, Mexico
Patricia Melin
Division of Graduate Studies and Research, Tijuana Institute of Technology, Tijuana, Mexico
ISSN 1860-949X e-ISSN 1860-9503
Studies in Computational Intelligence
ISBN 978-3-030-68775-5 e-ISBN 978-3-030-68776-2
https://doi.org/10.1007/978-3-030-68776-2
The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021
This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.
The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.
The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG

The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

We describe in this book, recent developments on fuzzy logic, neural networks and meta-heuristic optimization algorithms, as well as their hybrid combinations, and their application in areas such as intelligent control and robotics, pattern recognition, medical diagnosis, time series prediction and optimization of complex problems. There are papers with the main theme of type-1 and type-2 fuzzy logic, which basically consists of papers that propose new concepts and algorithms based on type-1 and type-2 fuzzy logic and their applications. There are also papers that present theory and practice of meta-heuristics in different areas of application. There are interesting papers on diverse applications of fuzzy logic, neural networks and hybrid intelligent systems in medical applications. In addition, we can find papers describing applications of fuzzy logic, neural networks and meta-heuristics in robotics problems. Another set of papers are presenting theory and practice of neural networks in different areas of application, including convolutional and deep learning neural networks. There are also a group of papers that present theory and practice of optimization and evolutionary algorithms in different areas of application. Finally, we can find a set of papers describing applications of fuzzy logic, neural networks and meta-heuristics in pattern recognition problems.

In conclusion, the edited book comprises papers on diverse aspects of fuzzy logic, neural networks and nature-inspired optimization meta-heuristics for forming hybrid intelligent systems and their application in areas such as intelligent control and robotics, pattern recognition, time series prediction and optimization of complex problems. There are theoretical aspects as well as application papers.

Oscar Castillo
Patricia Melin
Tijuana, Mexico
October 2020
Contents
Yutzil Poma and Patricia Melin
Lucio Amzquita , Oscar Castillo , Jos Soria and Prometeo Cortes-Antonio
Anabel Martnez-Vargas , M. A. Coso-Len , Andrs J. Garca-Prez and Oscar Montiel
Martha Pulido and Patricia Melin
Julio C. Mnica , Patricia Melin and Daniela Snchez
Ivette Miramontes , Patricia Melin , Oscar Carvajal and German Prado-Arechiga
Maribel Guerrero-Luis , Fevrier Valdez and Oscar Castillo
Ruth Rodriguez , Claudia I. Gonzalez , Gabriela E. Martinez and Patricia Melin
Jonathan Fregoso , Claudia I. Gonzalez and Gabriela E. Martinez
Guadalupe Carmona-Arroyo , Jenny Betsab Vzquez-Aguirre and Marcela Quiroz-Castellanos
Francisco Fernndez de Vega , Cayetano Cruz , Patricia Hernndez and Mario Garca-Valdez
Marylu L. Lagunes , Oscar Castillo , Fevrier Valdez and Jose Soria
Ulises Orozco-Rosas , Kenia Picos , Oscar Montiel and Oscar Castillo
Hector Joaqun Fraire Huacuja , Miguel ngel Garca Morales , Mario Csar Lpez Locs , Claudia Guadalupe Gmez Santilln , Laura Cruz Reyes and Mara Lucila Morales Rodrguez
Hector Fraire , Eduardo Rodrguez and Alejandro Santiago
Hctor Joaqun Fraire Huacuja , Javier Alberto Rangel Gonzlez , Juan Frausto Sols , Marco Antonio Aguirre Lam , Lucila Morales Rodrguez and Juan Martn Carpio Valadez
Claudia Guadalupe Gmez-Santilln , Alejandro Estrada Padilla , Hctor Fraire-Huacuja , Laura Cruz-Reyes , Nelson Rangel-Valdez and Mara Lucila Morales-Rodrguez
Teodoro Macias-Escobar , Laura Cruz-Reyes and Bernab Dorronsoro
Cecilia Leal-Ramrez and Hctor Echavarra-Heras
Fevrier Valdez , Juan Carlos Vazquez and Patricia Melin
Carlos Eric Llorente-Peralta , Laura Cruz-Reyes and Rafael Alejandro Espn-Andrade
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