数值分析
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作者 [美]Timothy Sauer 著
出版社 机械工业出版社
出版时间 2012-06
版次 2
装帧 平装
货号 6
上书时间 2024-12-23
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作者
[美]Timothy Sauer 著
出版社
机械工业出版社
出版时间
2012-06
版次
2
ISBN
9787111385820
定价
89.00元
装帧
平装
开本
16开
纸张
胶版纸
页数
646页
正文语种
英语
原版书名
Numerical Analysis, Second Edition
丛书
华章数学原版精品系列
【内容简介】
《数值分析(英文版·第2版)》英文影印版由Pearson Education Asia Ltd.授权机械工业出版社独家出版。未经出版者书面许可,不得以任何方式复制或抄袭本书内容。
【作者简介】
Timothy Sauer 乔治梅森大学数学系教授。1982年于加州大学伯克利分校获得数学专业博士学位,师从著名数学家Robin Hartshorne。他的主要研究领域为动力系统、计算数学和数学生物学。他是《SIAM Journal on Applied Dynamical Systems》、《Journal of Difference Equations and Applications》和《Physica D》等学术期刊的编委。
【目录】
PREFACE CHAPTER0Fundamentals 0.1EvaluatingaPolynomial 0.2BinaryNumbe 0.2.1Decimaltobinary 0.2.2BinarytodecimaI 0.3FloatingPointRepresentationofReaINumbe 0.3.1Floatingpointfclrmats 0.3.2MachinereDresentatiOn 0.3.3Additionoffloatingpointnumbe 0.4LossofSignificance 0.5ReviewofCalculus SoftwareandFurtherReading CHAPTER1SolvingEquatio 1.1TheBisectionMethod 1.1.1Bracketingaroot 1.1.2Howaccurateandhowfast? 1.2Fixed.PointIteration 1.2.1Fixedpointsofafunction 1.2.2GeometryofFixed.Pointlteration 1.2.3LinearconvergenceofFixed.PointIteration 1.2.4Stoppingcriteria 1.3LimitsofAccuracy 1.3.1Forwardandbackwarderror 1.3.2TheWilki onpolynomial 1.3.3Se itivityofroot.finding 1.4Newton'sMethod 1.4.1QuadraticconvergenceofNewton'sMethod 1.4.2LinearconvergenceofNewton'sMethod 1.5Root.FindingwithoutDerivatives 1.5.1SecantMethodandvariants 1.5.2Brent3Method RealityCheck1:KinematicsoftheStewartplatform SoftwareandFurtherReading CHAPTER2SystemsofEquatio 2.1GaussianElimination 2.1.1NaiveGaussianelimination 2.1.2Operationcounts 2.2TheLUFactOrizatiOn 2.2.1MatrixformofGaussianelimination 2.2.2BacksubstitutionwiththeLUf2Ictorization 2.2.3ComplexityoftheLUfactorization 2.3SourcesofError 2.3.1Errormagnificationandconditionnumber 2.3.2Swamping 2.4ThePA=LUFactOrization 2.4.1PartiaIpivoting 2.4.2Permutationmatrices 2.4.3PA=LUfactorization RealityCheck2:TheEuler.BernoulliBeam 2.5IterativeMethods 2.5.1JacobiMethod 2.5.2Gauss—SeidelMethodandSOR 2.5.3Convergenceofiterativemethods 2.5.4Spa ematrixcomputatio 2.6Methodsforsymmetricpositive.definitematrices 2.6.1Symmetricpositive.definitematrices 2.6.2Choleskyfactorization 2.6.3ConjugateGradientMethod 2.6.4PrecOnditioninq 2.7NonlinearSystemsofEquatio 2.7.1MultivariateNewton'sMethod 2.7.2Broyden'sMethod SoftwareandFurtherReading CHAPTER3Interpolation 3.1DataandInterpolatingFunctio 3.1.1Lagrangeinterpolation 3.1.2Newton'sdivideddifferences 3.1.3Howmanydegreedpolynomialspassthroughn points? 3.1.4Codeforinterpolation 3.1.5Representingfunctio byapproximatingpolynomials 3.2InterpolationError 3.2.1Interpolationerrorformula 3.2.2ProofofNewtonformanderrorformula 3.2.3Rungephenomenon 3.3ChebyshevInterpolation 3.3.1Chebyshev'stheorem 3.3.2Chebyshevpolynomials 3.3.3ChangeofintervaI 3.4CubicSplines 3.4.1Propertiesofsplines 3.4.2Endpointconditio 3.5BEzierCurves RealityCheck3:FontsfromBeziercurves SoftWareandFurtherReading CHAPTER4LeastSquares 4.1LeastSquaresandtheNormaIEquatio 4.1.1Inco istentsystemsofequatio 4.1.2Fittingmodelstodata 4.1.3ConditioningofIeastsquares 4.2ASurveyofModels 4.2.1Periodicdata 4.2.2Datalinearization 4.3QRFactorization 4.3.1Gram.SchmidtOrthoaonaIizatiOnandIeastsquares 4.3.2ModifiedGram.Schmidtorthogonalization 4.3.3Householderreflecto 4.4GeneralizedMinimumResiduaI(GMRES)Method 4.4.1Krylovmethods 4.4.2PrecOnditiOnedGMRES 4.5NonlinearLeastSquares 4.5.1Gauss.NewtonMethod 4.5.2Modelswithnonlinearparamete 4.5.3TheLevenberg.MarquardtMethod. ReatityCheck4:GPS,Conditioning,andNonlinearLeastSquares SoftwareandFurtherReading CHAPTER5NumericalDifferentiationand Inteqration 5.1NumericaIDifferentiation 5.1.1Finitedifferenceformulas 5.1.2Roundingerror 5.1.3Extrapolation 5.1.4Symbolicdifferentiationandintegration 5.2Newton.CotesFormulasforNumericaIIntegration 5.2.1TrapezoidRule 5.2.2Simpson'sRule 5.2.3CompositeNewton.Cotesformulas 5.2.40penNewton.CotesMethods 5.3RombergIntegration 5.4AdaptiveQuadrature 5.5GaussianQuadrature RealityCheck5:MotionControlinComputer.AidedModeling SOftwareandFurtherReading CHAPTER6OrdinaryDifferentiaiEquatio 6.1InitialValueProblems 6.1.1Euler'sMethod 6.1.2Existence,uniqueness.andcontinuityforsolutio 6.1.3Fi t.orderIinearequatio 6.2AnalysisofIVPSolve 6.2.1Localandglobaltruncationerror 6.2.2TheexplicitTrapezoidMethod 6.2.3TaylorMethods 6.3SystemsofOrdinaryDifl.erentialEquatio 6.3.1Higher0rderequatio 6.3.2Computersimulation:thependulum 6.3.3Computersimulation:orbitaImechanics 6.4Runge.KuttaMethodsandApplicatio 6.4.1TheRunge.Kuttafamily 6.4.2Computersimulation:theHodgkin.Huxleyneuron 6.4.3Computersimulation:theLorenzequatio RealityCheck6TheTacomaNarrowsBridge 6.5VariableStep.SizeMethods 6.5.1EmbeddedRunge.Kuttapai 6.5.20rder4/5methods 6.6ImplicitMethodsandSti仟Equatio 6.7MultistepMethods 6.7.1Generatingmultistepmethods 6.7.2Explicitmultistepmethods 6.7.3Implicitmultistepmethods SoftwareandFurtherReading CHAPTER7BoundaryValueProblems 7.1ShootingMethod 7.1.1Solutio ofboundaryvalueproblems 7.1.2ShootingMethodimplementation RealityCheck7:BucklingofaCircularRing 7.2FiniteDifferenceMethods 7.2.1Linearboundaryvalueproblems 7.2.2Nonlinearboundaryvalueproblems 7.3CollocationandtheFiniteElementMethod 7.3.1Collocation 7.3.2FiniteelementsandtheGalerkinMethod SoftwareandFurtherReading CHAPTER8PartialDifferentialEquatio 8.1ParabolicEquatio 8.1.1ForwardDifferenceMethod 8.1.2StabilityanalysisofForwardDifierenceMethod 8.1.3BackwardDi仟lerenceMethod 8.1.4Crank.NicolsonMethod 8.2Hyperbolk:Equatio 8.2.1Thewaveequation 8.2.2TheCFLcondition 8.3EllipticEquatio 8.3.1FiniteDifferenceMethodforellipticequatio RealityCheck8:Heatdistributiononacoolingfin 8.3.2FiniteElementMethodforellipticequatio 8.4Nonlinearpartialdifferentialequatio 8.4.1ImplicitNewtonsolver 8.4.2Nonlinearequatio intwospacedime io SoftwareandFurtherReading CHAPTER9RandomNumbe andApplicatio 9.1RandomNumbe 9.1.1Pseudo.randomnumbe 9.1.2Exponentialandnormalrandomnumbe 9.2MonteCarloSimulation 9.2.1PowerIawsforMonteCarloestimation 9.2.2Quasi.randomnumbe 9.3DiscreteandContinuousBrownianMotion 9.3.1Randomwalks 9.3.2ContinuousBrownianmotion 9.4StochasticDifFerentialEquatio 9.4.1Addingnoisetodifferentialequatio 9.4.2NumericaImethodsforSDEs RealityCheck9:TheBlack.ScholesFormulaSoftwareandFurtherReading CHAPTER10TrigonometricInterpolationandtheFFT 10.1TheFourierTra foml 10.1.1Complexarithmetic 10.1.2DiscreteFourierTra form 10.1.3TheFastFourierTra form 10.2TrigonometricInterpolation 10.2.1TheDFTInterpolationTheorem 10.2.2E币cientevaluationoftrigonometricfunctio 10.3TheFFTandSignalProcessing 10.3.1Orthogonalityandinterpolation 10.3.2Leastsquaresfittingwithtrigonometricfunctio 10.3.3Sound,noise,andfiltering RelityCheck10:TheWienerFilter SoftwareandFurtherReading CHAPTER11Compression 11.1TheDiscreteCosineTra form 11.1.1One.dime ionaIDCT 11.1.2TheDCTandleastsquaresapproximation 11.2Two.Dime ionaIDCTandlmageCompression 11.2.1Two.dime ionalDCT 11.2.2lmagecompression 11.23Quantization 11.3HufFmanCoding 11.3.1Informationtheoryandcoding 11.3.2HuffmancodingfortheJPEGformat 11.14ModifiedDCTandAudioCompression 11.4.1ModifiedDiscreteCosineTra form 11.4.2Bitquantization RealityCheck11:ASimpleAudioCodec SoftwareandFurtherReading CHAPTER12EigenvaluesandSingularValues 12.IPowerIterationMethods 12.1.1PowerIteration 12.1.2ConvergenceofPowerIteration 12.1.3lnve ePowerIteration 12.1.4RayleighQuotientIteration 12.2QRAlgorithm 12.2.1Simultaneousiteration 12.2.2ReaISchurformandtheQRalgorithm 12.2.3UpperHessenbergform RealityCheck12:HowSea~hEnginesRatePageQuality 12.3SingularValueDecomposition 12.3.1FindingtheSVDingeneral 12.3.2SpeciaIcase:symmetricmatrices 12.4Applicatio oftheSVD 12.4.1PropertiesoftheSVD 12.4.2Dime ionreduction 12.4.3Compression 12.4.4CalculatingtheSVD SoftwareandFurtherReading CHAPTER13Optimization 13.1Unco trainedOptimizationwithoutDerivatives 13.1.1GoldenSectionSearch 13.1.2Successiveparabolicinterpolation 13.1.3Nelder.Meadsearch 13.2Unco trainedOptimizationwithDerivatives 13.2.1Newton'sMethod 13.2.2SteepestDescent 13.2.3ConjugateGradientSearch RealityCheck13:MolecularConformationandNumerical 0ptimization SoftwareandFurtherReading AppendixA A.1MatrixFundamentals A.2BlockMultiplication A.3EigenvaluesandEigenvecto A.4SymmetricMatrices A.5VectorCalculus AppendixB B.1StartingMATLAB B.2Graphics B.3programminginMATLAB B.4FlowControl B.5Functio B.6Matrix0peratio B.7AnimationandMovies ANSWERST0SELECTEDEXERCISES BIBLIOGRAPHY INDEX
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