Practical Genetic Algorithms - The Grove Library Website

The book is printed on acid-free paper. Copyright © 2004 by John Wiley & Sons, Inc. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey. Published simultaneously in Canada. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning, or other- wise, except as permitted under Section 107 or 108 of the 1976 United States Copyright Act, without either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, Inc.,

222 Rosewood Drive, Danvers, MA 01923, 978-750-8400, fax 978-646-8600, or on the web at www.copyright.com. Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) 748-6011, fax (201) 748-6008. Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in preparing this book, they make no representations or warranties with respect to the accuracy or completeness of the contents of this book and specifically disclaim any implied warranties of merchantability or fitness for a particular purpose. No warranty may be created or extended by sales representatives or written sales materials. The advice and strategies con- tained herein may not be suitable for your situation. You should consult with a professional where appropriate. Neither the publisher nor author shall be liable for any loss of profit or any other commercial damages, including but not limited to special, incidental, consequential, or other damages. For general information on our other products and services please contact our Customer Care Department within the U.S. at 877-762-2974, outside the U.S. at 317-572-3993 or fax 317-572-4002. Wiley also publishes its books in a variety of electronic formats. Some content that appears in print, however, may not be available in electronic format. Library of Congress Cataloging-in-Publication Data: Haupt, Randy L. Practical genetic algorithms / Randy L. Haupt, Sue Ellen Haupt.—2nd ed. p. cm. Red. ed. of: Practical genetic algorithms. c1998. “A Wiley-Interscience publication.” Includes bibliographical references and index. ISBN 0-471-45565-2 1. Genetic algorithms. I. Haupt, S. E. II. Haupt, Randy L. Practical genetic algorithms. III. Title. QA402.5.H387 2004 519.6¢2—dc22 2004043360 Printed in the Untied States of America 10987654321 To our parents Anna Mae and Howard Haupt Iona and Charles Slagle and our offspring, Bonny Ann and Amy Jean Haupt CONTENTS Preface xi Preface to First Edition xiii List of Symbols xv 1 Introduction to Optimization 1 1.1 Finding the Best Solution 1 1.1.1 What Is Optimization? 2 1.1.2 Root Finding versus Optimization 3 1.1.3 Categories of Optimization 3 1.2 Minimum-Seeking Algorithms 5 1.2.1 Exhaustive Search 5 1.2.2 Analytical Optimization 7 1.2.3 Nelder-Mead Downhill Simplex Method 10 1.2.4 Optimization Based on Line Minimization 13 1.3 Natural Optimization Methods 18 1.4 Biological Optimization: Natural Selection 19 1.5 The Genetic Algorithm 22 Bibliography 24 Exercises 25 2 The Binary Genetic Algorithm 27 2.1 Genetic Algorithms: Natural Selection on a Computer 27...

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