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Optimization for Industrial Problems
Preface
Contents
Chapter 1 Overview of Heuristic Optimization
Chapter 2 Statistical Analysis in Solution Space
Chapter 3 Project Management
Chapter 4 Pre-processing: Cleaning up Data
Chapter 5 Data Mining: Knowledge from Data
Chapter 6 Modeling: Neural Networks
Chapter 7 Optimization: Simulated Annealing
Chapter 8 The human aspect in sustainable change and innovation
Index
Optimization for Industrial Problems
123 Patrick BangertOptimization for IndustrialProblems
Patrick Bangert algorithmica technologie Bremen, Germany s GmbH ISBN 978-3-642-24973-0 DOI 10.1007/978-3-642-24974-7 Springer Heidelberg Dordrecht London New York e-ISBN 978-3-642-24974-7 Library of Congress Control Number: 2011945031 Mathematics Subject Classification (2010): 90-08, 90B50 Printedonacid-freepaperSpringer is part of Springer Science+Business Media (www.springer.com)liabletoprosecutionundertheGermanCopyrightLaw.andregulationsandthereforefreeforgeneraluse.Thisworkissubjecttocopyright.Allrightsarereserved,whetherthewholeorpartofthematerialisorpartsthereofispermittedonlyundertheprovisionsoftheGermanCopyrightLawofSeptember9,1965,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer.ViolationsareTheuseofgeneraldescriptivenames,registerednames,trademarks,etc.inthispublicationdoesnotimply,reproductiononmicrofilmorinanyotherway,andstorageindatabanks.Duplicationofthispublicationconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation,broadcasting,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantprotectivelaws© Springer-Verlag Berlin Heidelberg 2012
Itcanbedone!algorithmicatechnologiesGmbHAdvancedInternationalResearchInstituteonIndustrialOptimizationgGmbHDepartmentofMathematics,UniversityCollegeLondon
PrefaceSomeEarlyOpinionsonTechnologyThereispracticallynochancecommunicationsspacesatelliteswillbeusedtoprovidebettertelephone,telegraph,television,orradioserviceinsidetheUnitedStatesT.Craven,FCCCommissioner,1961Thereisnottheslightestindicationthatnuclearenergywilleverbeobtainable.Itwouldmeanthattheatomwouldhavetobeshatteredatwill.AlbertEinstein,1932Heavier-than-airflyingmachinesareimpossible.LordKelvin,1895Wewillnevermakea32bitoperatingsystem.BillGates,1983Suchstartlingannouncementsastheseshouldbedeprecatedasbeingunworthyofscienceandmischievoustoitstrueprogress.WilliamSiemens,onEdison’slightbulb,1880Theenergyproducedbythebreakingdownoftheatomisaverypoorkindofthing.Anyonewhoexpectsasourceofpowerfromthetransformationoftheseatomsistalkingmoonshine.ErnestRutherford,shortlyaftersplittingtheatomforthefirsttime,1917Everythingthatcanbeinventedhasbeeninvented.CharlesH.Duell,CommissioneroftheUSPatentOffice,1899ContentandScopeOptimizationisthedeterminationofthevaluesoftheindependentvariablesinafunctionsuchthatthedependentvariableattainsamaximumoverasuitablydefinedvii
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