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Hybrid Intelligent Systems - Larry R. Medsker

Hybrid Intelligent Systems

Hardcover Published: 30th June 1995
ISBN: 9780792395881
Number Of Pages: 298

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Hybrid Intelligent Systems summarizes the strengths and weaknesses of five intelligent technologies: fuzzy logic, genetic algorithms, case-based reasoning, neural networks and expert systems, reviewing the status and significance of research into their integration. Engineering and scientific examples and case studies are used to illustrate principles and application development techniques. The reader will gain a clear idea of the current status of hybrid intelligent systems and discover how to choose and develop appropriate applications. The book is based on a thorough literature search of recent publications on research and development in hybrid intelligent systems; the resulting 50-page reference section of the book is invaluable.
The book starts with a summary of the five major intelligent technologies and of the issues in and current status of research into them. Each subsequent chapter presents a detailed discussion of a different combination of intelligent technologies, along with examples and case studies. Four chapters contain detailed case studies of working hybrid systems. The book enables the reader to:

  • Describe the important concepts, strengths and limitations of each technology;
  • Recognize and analyze potential problems with the application of hybrid systems;
  • Choose appropriate hybrid intelligent solutions;
  • Understand how applications are designed with any of the approaches covered;
  • Choose appropriate commercial development shells or tools. An invaluable reference source for those who wish to apply intelligent systems techniques to their own problems.

Industry Reviews

` ... is very readable, with clear illustrations, and provides an insightful, informative, and up-to-date account of the basic ideas underlying hybrid intelligent systems. ... provides a good source for gaining a better understanding of hybrid systems.'
Engineering Applications Artificial Intelligence, 10:1 (1996)

Foreword
Preface
Overview of Intelligent Systemsp. 1
Research in Hybrid Intelligent Systemsp. 17
Expert Systems and Neural Networksp. 39
Industrial Experience: The Use of Hybrid Systems in the Power Industryp. 57
Expert Networksp. 75
Fuzzy Logic and Expert Systemsp. 95
Fuzzy Systems and Neural Networksp. 107
Genetic Algorithms and Neural Networksp. 127
Applications Using Hybrid Neural Networks with Fuzzy Logic and Genetic Algorithmsp. 145
Genetic Algorithms and Fuzzy Systemsp. 173
Adaptive Control of an Exothermic Chemical Reaction System Using Fuzzy Logic and Genetic Algorithmsp. 187
Genetic Algorithms and Expert Systemsp. 203
Hybrid Systems with Case-Based Reasoningp. 215
Summary and the Future of Hybrid Intelligent Systemsp. 227
Referencesp. 241
Indexp. 297
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9780792395881
ISBN-10: 0792395883
Audience: General
Format: Hardcover
Language: English
Number Of Pages: 298
Published: 30th June 1995
Publisher: Springer
Country of Publication: US
Dimensions (cm): 23.39 x 15.6  x 1.91
Weight (kg): 0.62

Earn 408 Qantas Points
on this Book