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Industrial Applications of Evolutionary Algorithms: Intelligent Systems Reference Library, cartea 34

Autor Ernesto Sanchez, Giovanni Squillero, Alberto Tonda
en Limba Engleză Paperback – 22 feb 2014
"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.
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Specificații

ISBN-13: 9783642443466
ISBN-10: 364244346X
Pagini: 144
Ilustrații: XIV, 130 p.
Dimensiuni: 155 x 235 x 8 mm
Greutate: 0.22 kg
Ediția:2012
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Intelligent Systems Reference Library

Locul publicării:Berlin, Heidelberg, Germany

Public țintă

Research

Cuprins

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.

Textul de pe ultima copertă

"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.

Caracteristici

Recent research in Industrial Applications of Evolutionary Algorithms Presents different case studies of evolutionary algorithms successfully applied to real world problems Written by leading experts in the field