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Advances in Computational Intelligence

Theory and Practice

  • Book
  • © 2003

Overview

Editors:
  1. Hans-Paul Schwefel

    1. Fachbereich Informatik Lehrstuhl Informatik XI, Universität Dortmund, Dortmund, Germany

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  2. Ingo Wegener

    1. Lehrstuhl Informatik II, Universität Dortmund, Dortmund, Germany

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  3. Klaus Weinert

    1. Fakultät Maschinenbau Institut für Spannende Fertigung, Universität Dortmund, Dortmund, Germany

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  • Broad variety of problems is introduced, motivated, and new results are presented
  • An overview provides a systematic approach to Computational Intelligence techniques like fuzzy logic, evolutionary algorithms, and neural networks
  • Current CI methods are discussed
  • Theoretical foundations and hihgly relevant application examples complement each other
  • Includes supplementary material: sn.pub/extras

Part of the book series: Natural Computing Series (NCS)

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Table of contents (8 chapters)

  1. Front Matter

    Pages I-IX
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  2. Introduction

    1. Introduction

      • Ulrich Hammel, Boris Naujoks, Hans-Paul Schwefel
      Pages 1-11

  3. Fuzzy Logic

    1. Front Matter

      Pages 13-13
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    2. Mathematical Foundations of Fuzzy Inference

      • Stephan Lehmke, Bernd Reusch, Karl-Heinz Temme, Helmut Thiele
      Pages 15-45

    3. Data-Based Fuzzy Modeling for Complex Applications

      • Harro Kiendl, Peter Krause, Daniel Schauten, Timo Slawinski
      Pages 46-77

    4. Fuzzy Modeling to Cope with Ambiguities

      • Harro Kiendl, Peter Krause, Daniel Schauten, Timo Slawinski
      Pages 78-103

  4. Evolutionary Algorithms

    1. Front Matter

      Pages 105-105
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    2. Theory of Evolutionary Algorithms and Genetic Programming

      • Stefan Droste, Thomas Jansen, Günter Rudolph, Hans-Paul Schwefel, Karsten Tinnefeld, Ingo Wegener
      Pages 107-144

    3. Design of Evolutionary Algorithms and Applications in Surface Reconstruction

      • Thomas Beielstein, Jörn Mehnen, Lutz Schönemann, Hans-Paul Schwefel, Tobias Surmann, Klaus Weinert et al.
      Pages 145-193

    4. Genetic Programming and Its Application in Machining Technology

      • Wolfgang Banzhaf, Markus Brameier, Marc Stautner, Klaus Weinert
      Pages 194-241

  5. Machine Learning and Optimization

    1. Front Matter

      Pages 243-243
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    2. Novel Learning Tasks, Optimization, and Their Application

      • Guido Daniel, Jan Dienstuhl, Sebastian Engell, Sven Felske, Karl Goser, Ralf Klinkenberg et al.
      Pages 245-318

  6. Back Matter

    Pages 319-325
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Keywords

About this book

The 30 coherently written chapters by leading researchers presented in this anthology are devoted to basic results achieved in computational intelligence since 1997. The book provides complete coverage of the core issues in the field, especially in fuzzy logic and control as well as for evolutionary optimization algorithms including genetic programming, in a comprehensive and systematic way. Theoretical and methodological investigations are complemented by prototypic applications for design and management tasks in electrical engineering, mechanical engineering, and chemical engineering.
This book will become a valuable source of reference for researchers active in computational intelligence. Advanced students and professionals interested in learning about and applying advanced techniques of computational intelligence will appreciate the book as a useful guide enhanced by numerous examples and applications in a variety of fields.

Reviews

From the reviews:

"The 30 coherently written chapters by leading researchers presented in this anthology are devoted to basic results achieved in computational intelligence since 1997. … This book will become a valuable source of reference for researchers active in computational intelligence. Advanced students and professionals interested in learning about and applying advanced techniques of computational intelligence will appreciate the book as a useful guide enhanced by numerous examples and applications in a variety of fields." (PHINEWS, Vol. 2, October 2002)

Editors and Affiliations

  • Fachbereich Informatik Lehrstuhl Informatik XI, Universität Dortmund, Dortmund, Germany

    Hans-Paul Schwefel

  • Lehrstuhl Informatik II, Universität Dortmund, Dortmund, Germany

    Ingo Wegener

  • Fakultät Maschinenbau Institut für Spannende Fertigung, Universität Dortmund, Dortmund, Germany

    Klaus Weinert

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