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Fuzzy Logic Augmentation of Neural and Optimization Algorithms: Theoretical Aspects and Real Applications

  • Oscar Castillo
  • Patricia Melin
  • Janusz Kacprzyk

Part of the Studies in Computational Intelligence book series (SCI, volume 749)

Table of contents

  1. Front Matter
    Pages i-xi
  2. Type-2 Fuzzy Logic in Metaheuristics

  3. Neural Networks Theory and Applications

    1. Front Matter
      Pages 67-67
    2. Fernando Gaxiola, Patricia Melin, Fevrier Valdez, Juan Ramón Castro
      Pages 69-80
    3. Jorge A. Cerecedo-Cordoba, Juan Javier González Barbosa, J. David Terán-Villanueva, Juan Frausto-Solís
      Pages 81-88
    4. Karen Fabiola Mares, Rosario Baltazar, Miguel Ángel Casillas, Víctor Zamudio, Lenin Lemus
      Pages 89-98
    5. Olga Quiroz-Ramírez, Andrés Espinal, Manuel Ornelas-Rodríguez, Alfonso Rojas-Domínguez, Daniela Sánchez, Héctor Puga-Soberanes et al.
      Pages 99-112
  4. Metaheuristics: Theory and Applications

    1. Front Matter
      Pages 113-113
    2. Adán Godínez-Bautista, Luis Carlos Padierna, Alfonso Rojas-Domínguez, Héctor Puga, Martín Carpio
      Pages 115-130
    3. Anylu Melo-Vega, Juan Frausto-Solís, Guadalupe Castilla-Valdez, Ernesto Liñán-García, Juan Javier González-Barbosa, David Terán-Villanueva
      Pages 141-152
    4. Juan de Anda-Suárez, Martín Carpio, Solai Jeyakumar, Héctor José Puga-Soberanes, Juan F. Mosiño, Laura Cruz-Reyes
      Pages 153-167
    5. M. A. Sotelo-Figueroa, Arturo Hernández-Aguirre, Andrés Espinal, J. A. Soria-Alcaraz, Janet Ortiz-López
      Pages 169-177
  5. Fuzzy Control

    1. Front Matter
      Pages 179-179
    2. Ulises Orozco-Rosas, Oscar Montiel, Roberto Sepúlveda
      Pages 207-222
    3. Yoshio Rubio, Kenia Picos, Ulises Orozco-Rosas, Carlos Sepúlveda, Enrique Ballinas, Oscar Montiel et al.
      Pages 223-240
  6. Fuzzy Logic Applications

    1. Front Matter
      Pages 253-253
    2. Amita Jain, Charu Gupta
      Pages 255-273
    3. Amaury Hernandez-Aguila, Mario Garcia-Valdez, Oscar Castillo
      Pages 275-286
    4. Arturo Garcia-Garcia, Andres Mendez-Vazquez, Marek Z. Reformat
      Pages 287-307
    5. Juan Carlos Guzmán, Patricia Melin, German Prado-Arechiga
      Pages 309-318
    6. Martha Pulido, Patricia Melin, German Prado-Arechiga
      Pages 319-327
  7. Optimization and Evolutionary Algorithms

    1. Front Matter
      Pages 363-363
    2. Daniel A. Martínez-Vega, Laura Cruz-Reyes, Claudia Gomez-Santillan, Nelson Rangel-Valdez, Gilberto Rivera, Alejandro Santiago
      Pages 365-378
    3. Fausto Balderas, Eduardo Fernandez, Claudia Gomez-Santillan, Laura Cruz-Reyes, Nelson Rangel-Valdez, Maria Lucila Morales-Rodríguez
      Pages 379-388
    4. Laura Cruz-Reyes, Mercedes Perez-Villafuerte, Nelson Rangel, Eduardo Fernandez, Claudia Gomez, Patricia Sanchez-Solis
      Pages 401-414
    5. Wendoly J. Gpe. Romero-Rodríguez, R. Baltazar, Juan Martín Carpio Valadez, Héctor Puga, J. F. Mosiño, V. Zamudio
      Pages 415-427
  8. Hybrid Intelligent Systems

    1. Front Matter
      Pages 429-429
    2. Rodolfo A. Pazos R., Andres A. Verastegui, José A. Martínez F., Martin Carpio, Juana Gaspar H.
      Pages 431-448
    3. Fanny G. Maldonado-Nava, Juan Frausto-Solís, Juan Paulo Sánchez-Hernández, Juan Javier González Barbosa, Ernesto Liñán-García
      Pages 449-459
    4. Rodolfo A. Pazos R., José A. Martínez F., Alan G. Aguirre L., Marco A. Aguirre L.
      Pages 461-473
    5. Javier A. Rangel-González, Juan Frausto-Solis, J. Javier González-Barbosa, Rodolfo A. Pazos-Rangel, Héctor J. Fraire-Huacuja
      Pages 475-485
    6. Norberto Castillo-García, Paula Hernández Hernández
      Pages 487-500
    7. Gabriela L. Rodríguez-Cortés, Anabel Martínez-Vargas, Oscar Montiel-Ross
      Pages 501-513
    8. Valentín Calzada-Ledesma, Héctor José Puga-Soberanes, Alfonso Rojas-Domínguez, Manuel Ornelas-Rodriguez, Martín Carpio, Claudia Guadalupe Gómez
      Pages 515-525

About this book

Introduction

This book comprises papers on diverse aspects of fuzzy logic, neural networks, and nature-inspired optimization meta-heuristics and their application in various areas such as intelligent control and robotics, pattern recognition, medical diagnosis, time series prediction and optimization of complex problems. The book is organized into seven main parts, each with a collection of papers on a similar subject. The first part presents new concepts and algorithms based on type-2 fuzzy logic for dynamic parameter adaptation in meta-heuristics. The second part discusses network theory and applications, and includes papers describing applications of neural networks in diverse areas, such as time series prediction and pattern recognition. The third part addresses the theory and practice of meta-heuristics in different areas of application, while the fourth part describes diverse fuzzy logic applications in the control area, which can be considered as intelligent controllers. The next two parts explore applications in areas, such as time series prediction, and pattern recognition and new optimization and evolutionary algorithms and their applications respectively. Lastly, the seventh part addresses the design and application of different hybrid intelligent systems.

Keywords

Type-2 Fuzzy Logic in Metaheuristics Neural Networks Metaheuristics Fuzzy Control Fuzzy Logic Optimization and Evolutionary Algorithms Hybrid Intelligent Systems

Editors and affiliations

  • Oscar Castillo
    • 1
  • Patricia Melin
    • 2
  • Janusz Kacprzyk
    • 3
  1. 1.Division of Graduate Studies and ResearchTijuana Institute of TechnologyTijuanaMexico
  2. 2.Division of Graduate Studies and Research Tijuana Institute of Technology TijuanaMexico
  3. 3.Systems Research InstitutePolish Academy of Sciences WarszawaPoland

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-319-71008-2
  • Copyright Information Springer International Publishing AG 2018
  • Publisher Name Springer, Cham
  • eBook Packages Engineering
  • Print ISBN 978-3-319-71007-5
  • Online ISBN 978-3-319-71008-2
  • Series Print ISSN 1860-949X
  • Series Online ISSN 1860-9503
  • Buy this book on publisher's site
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