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Theoretical numerical analysis : a functional analysis framework / Kendall Atkinson, Weimin Han.
Math/Physics/Astronomy Library QA320 .A85 2001
Available
- Format:
- Book
- Author/Creator:
- Atkinson, Kendall E.
- Series:
- Texts in applied mathematics ; 39.
- Texts in applied mathematics ; 39
- Language:
- English
- Subjects (All):
- Functional analysis.
- Physical Description:
- xvi, 450 pages : illustrations ; 24 cm.
- Place of Publication:
- New York : Springer, [2001]
- Summary:
- An introduction to functional analysis intended for graduate students pursuing research involving numerical analysis at a more theoretical and abstract level. The book blends functional analysis, numerical analysis and computational techniques including extensive exercises.
- Contents:
- 1 Linear Spaces 1
- 1.2 Normed spaces 7
- 1.2.1 Convergence 9
- 1.2.2 Banach spaces 11
- 1.2.3 Completion of normed spaces 12
- 1.3 Inner product spaces 18
- 1.3.1 Hilbert spaces 22
- 1.3.2 Orthogonality 23
- 1.4 Spaces of continuously differentiable functions 30
- 1.4.1 Holder spaces 31
- 1.5 L[superscript p] spaces 32
- 1.6 Compact sets 35
- 2 Linear Operators on Normed Spaces 38
- 2.1 Operators 39
- 2.2 Continuous linear operators 41
- 2.2.1 L(V,W) as a Banach space 45
- 2.3 The geometric series theorem and its variants 46
- 2.3.1 A generalization 49
- 2.3.2 A perturbation result 50
- 2.4 Some more results on linear operators 55
- 2.4.1 An extension theorem 55
- 2.4.2 Open mapping theorem 57
- 2.4.3 Principle of uniform boundedness 58
- 2.4.4 Convergence of numerical quadratures 59
- 2.5 Linear functionals 62
- 2.5.1 An extension theorem for linear functionals 63
- 2.5.2 The Riesz representation theorem 64
- 2.6 Adjoint operators 67
- 2.7 Types of convergence 72
- 2.8 Compact linear operators 73
- 2.8.1 Compact integral operators on C(D) 74
- 2.8.2 Properties of compact operators 76
- 2.8.3 Integral operators on L[superscript 2](a,b) 78
- 2.8.4 The Fredholm alternative theorem 79
- 2.8.5 Additional results on Fredholm integral equations 83
- 2.9 The resolvent operator 87
- 2.9.1 R([lambda]) as a holomorphic function 89
- 3 Approximation Theory 92
- 3.1 Interpolation theory 93
- 3.1.1 Lagrange polynomial interpolation 94
- 3.1.2 Hermite polynomial interpolation 98
- 3.1.3 Piecewise polynomial interpolation 98
- 3.1.4 Trigonometric interpolation 101
- 3.2 Best approximation 105
- 3.2.1 Convexity, lower semicontinuity 105
- 3.2.2 Some abstract existence results 107
- 3.2.3 Existence of best approximation 110
- 3.2.4 Uniqueness of best approximation 111
- 3.3 Best approximations in inner product spaces 113
- 3.4 Orthogonal polynomials 117
- 3.5 Projection operators 121
- 3.6 Uniform error bounds 124
- 3.6.1 Uniform error bounds for L[superscript 2]-approximations 126
- 3.6.2 Interpolatory projections and their convergence 128
- 4 Nonlinear Equations and Their Solution by Iteration 131
- 4.1 The Banach fixed-point theorem 131
- 4.2 Applications to iterative methods 135
- 4.2.1 Nonlinear equations 135
- 4.2.2 Linear systems 136
- 4.2.3 Linear and nonlinear integral equations 139
- 4.2.4 Ordinary differential equations in Banach spaces 143
- 4.3 Differential calculus for nonlinear operators 146
- 4.3.1 Frechet and Gateaux derivatives 146
- 4.3.2 Mean value theorems 149
- 4.3.3 Partial derivatives 151
- 4.3.4 The Gateaux derivative and convex minimization 152
- 4.4 Newton's method 154
- 4.4.1 Newton's method in a Banach space 155
- 4.4.2 Applications 157
- 4.5 Completely continuous vector fields 159
- 4.5.1 The rotation of a completely continuous vector field 161
- 4.6 Conjugate gradient iteration 162
- 5 Finite Difference Method 171
- 5.1 Finite difference approximations 171
- 5.2 Lax equivalence theorem 177
- 5.3 More on convergence 186
- 6 Sobolev Spaces 193
- 6.1 Weak derivatives 193
- 6.2.1 Sobolev spaces of integer order 199
- 6.2.2 Sobolev spaces of real order 204
- 6.2.3 Sobolev spaces over boundaries 206
- 6.3 Properties 207
- 6.3.1 Approximation by smooth functions 207
- 6.3.2 Extensions 208
- 6.3.3 Sobolev embedding theorems 208
- 6.3.4 Traces 210
- 6.3.5 Equivalent norms 211
- 6.3.6 A Sobolev quotient space 215
- 6.4 Characterization of Sobolev spaces via the Fourier transform 219
- 6.5 Periodic Sobolev spaces 222
- 6.5.1 The dual space 225
- 6.5.2 Embedding results 226
- 6.5.3 Approximation results 227
- 6.5.4 An illustrative example of an operator 228
- 6.5.5 Spherical polynomials and spherical harmonics 229
- 6.6 Integration by parts formulas 234
- 7 Variational Formulations of Elliptic Boundary Value Problems 238
- 7.1 A model boundary value problem 239
- 7.2 Some general results on existence and uniqueness 241
- 7.3 The Lax-Milgram lemma 244
- 7.4 Weak formulations of linear elliptic boundary value problems 248
- 7.4.1 Problems with homogeneous Dirichlet boundary conditions 249
- 7.4.2 Problems with non-homogeneous Dirichlet boundary conditions 249
- 7.4.3 Problems with Neumann boundary conditions 251
- 7.4.4 Problems with mixed boundary conditions 253
- 7.4.5 A general linear second-order elliptic boundary value problem 254
- 7.5 A boundary value problem of linearized elasticity 257
- 7.6 Mixed and dual formulations 260
- 7.7 Generalized Lax-Milgram lemma 264
- 7.8 A nonlinear problem 265
- 8 The Galerkin Method and Its Variants 270
- 8.1 The Galerkin method 270
- 8.2 The Petrov-Galerkin method 276
- 8.3 Generalized Galerkin method 278
- 9 Finite Element Analysis 281
- 9.1 One-dimensional examples 283
- 9.1.1 Linear elements for a second-order problem 283
- 9.1.2 High-order elements and the condensation technique 286
- 9.1.3 Reference element technique, non-conforming method 288
- 9.2 Basics of the finite element method 291
- 9.2.1 Triangulation 291
- 9.2.2 Polynomial spaces on the reference elements 293
- 9.2.3 Affine-equivalent finite elements 295
- 9.2.4 Finite element spaces 296
- 9.2.5 Interpolation 298
- 9.3 Error estimates of finite element interpolations 300
- 9.3.1 Interpolation error estimates on the reference element 300
- 9.3.2 Local interpolation error estimates 301
- 9.3.3 Global interpolation error estimates 304
- 9.4 Convergence and error estimates 308
- 10 Elliptic Variational Inequalities and Their Numerical Approximations 313
- 10.2 Elliptic variational inequalities of the first kind 319
- 10.3 Approximation of EVIs of the first kind 323
- 10.4 Elliptic variational inequalities of the second kind 326
- 10.5 Approximation of EVIs of the second kind 331
- 10.5.1 Regularization technique 333
- 10.5.2 Method of Lagrangian multipliers 335
- 10.5.3 Method of numerical integration 337
- 11 Numerical Solution of Fredholm Integral Equations of the Second Kind 342
- 11.1 Projection methods: General theory 343
- 11.1.1 Collocation methods 343
- 11.1.2 Galerkin methods 345
- 11.1.3 A general theoretical framework 346
- 11.2.1 Piecewise linear collocation 351
- 11.2.2 Trigonometric polynomial collocation 354
- 11.2.3 A piecewise linear Galerkin method 356
- 11.2.4 A Galerkin method with trigonometric polynomials 358
- 11.3 Iterated projection methods 362
- 11.3.1 The iterated Galerkin method 364
- 11.3.2 The iterated collocation solution 366
- 11.4 The Nystrom method 372
- 11.4.1 The Nystrom method for continuous kernel functions 373
- 11.4.2 Properties and error analysis of the Nystrom method 376
- 11.4.3 Collectively compact operator approximations 383
- 11.5 Product integration 385
- 11.5.1 Error analysis 388
- 11.5.2 Generalizations to other kernel functions 390
- 11.5.3 Improved error results for special kernels 392
- 11.5.4 Product integration with graded meshes 392
- 11.5.5 The relationship of product integration and collocation methods 396
- 11.6 Projection methods for nonlinear equations 398
- 11.6.1 Linearization 398
- 11.6.2 A homotopy argument 401
- 11.6.3 The approximating finite-dimensional problem 402
- 12 Boundary Integral Equations 405
- 12.1 Boundary integral equations 406
- 12.1.1 Green's identities and representation formula 407
- 12.1.2 The Kelvin transformation and exterior problems 409
- 12.1.3 Boundary integral equations of direct type 413
- 12.2 Boundary integral equations of the second kind 419
- 12.2.1 Evaluation of the double layer potential 421
- 12.2.2 The exterior Neumann problem 425
- 12.3 A boundary integral equation of the first kind 431
- 12.3.1 A numerical method 433.
- Notes:
- Includes bibliographical references (pages [436]-444) and index.
- Local Notes:
- Acquired for the Penn Libraries with assistance from the Anne and Joseph Trachtman Memorial Book Fund.
- ISBN:
- 0387951423
- OCLC:
- 44750759
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