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Intelligent Systems Reference Library #34: Industrial Applications of Evolutionary Algorithms

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Intelligent Systems Reference Library #34: Industrial Applications of Evolutionary Algorithms Cover

 

Synopses & Reviews

Publisher Comments:

"Industrial applications of evolutionary algorithms" is intended as a resource for both experienced users of evolutionary algorithms and researchers that are beginning to approach these fascinating optimization techniques. Experienced users will find interesting details of real-world problems, advice on solving issues related to fitness computation or modeling, and suggestions on how to set the appropriate parameters to reach optimal solutions. Beginners will find a thorough introduction to evolutionary computation, and a complete presentation of several classes of evolutionary algorithms exploited to solve different problems. Inside, scholars will find useful examples on how to fill the gap between purely theoretical examples and industrial problems. The collection of case studies presented is also extremely appealing for anyone interested in Evolutionary Computation, but without direct access to extensive technical literature on the subject. After the introduction, each chapter in the book presents a test case, and is organized so that it can be read independently from the rest: all the information needed to understand the problem and the approach is reported in each part. Chapters are grouped by three themes of particular interest for real-world applications, namely prototype-based validation, reliability and test generation. The authors hope that this volume will help to expose the flexibility and efficiency of evolutionary techniques, encouraging more companies to adopt them; and that, most of all, you will enjoy your reading.

Synopsis:

Ideal as a reference both for experienced users and novices, this publication combines a thorough introduction to evolutionary computation with details of its application to real-world problems and advice on tackling a wealth of issues in its implementation.

Table of Contents

Introduction.- Resources.- Automatic software verification.- Post-silicon speed-path analysis in modern microprocessors through genetic programming.- Antenna array synthesis with Evolutionary Algorithms.- Drift correction of chemical sensors.- Development of on-line test sets for microprocessors.- Uncovering path delay faults with Multi-Objective EAs.- Software-Based Self Testing of system peripherals.- Software-based self-testing on microprocessors.

Product Details

ISBN:
9783642274664
Author:
Sanchez, Ernesto
Publisher:
Springer
Author:
Squillero, Giovanni
Author:
Tonda, Alberto
Subject:
Artificial Intelligence
Subject:
Automatic Software Verification
Subject:
Computational intelligence
Subject:
Drift Correction
Subject:
Evolutionary Algorithms
Subject:
Industrial applications
Subject:
MicroGP
Subject:
Multi-Objective EA
Subject:
Online-Test
Subject:
Prototype-based Validation
Subject:
Artificial Intelligence (incl. Robotics)
Subject:
Appl.Mathematics/Computational Methods of Engineering
Subject:
Mathematics-Applied
Subject:
Multi-Obje
Subject:
ctive EA
Copyright:
Edition Description:
2012
Series:
Intelligent Systems Reference Library
Series Volume:
34
Publication Date:
20120101
Binding:
HARDCOVER
Language:
English
Pages:
126
Dimensions:
235 x 155 mm

Related Subjects

Computers and Internet » Artificial Intelligence » General
Computers and Internet » Computers Reference » Beginning and Reference
Computers and Internet » Computers Reference » General
Science and Mathematics » Mathematics » Applied

Intelligent Systems Reference Library #34: Industrial Applications of Evolutionary Algorithms New Hardcover
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$170.50 In Stock
Product details 126 pages Springer - English 9783642274664 Reviews:
"Synopsis" by , Ideal as a reference both for experienced users and novices, this publication combines a thorough introduction to evolutionary computation with details of its application to real-world problems and advice on tackling a wealth of issues in its implementation.
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