Computer Arithmetic and Self-Validating Numerical Methods

Computer Arithmetic and Self-Validating Numerical Methods

von: Christian Ullrich

Elsevier Reference Monographs, 2014

ISBN: 9781483267814 , 316 Seiten

Format: PDF

Kopierschutz: DRM

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Preis: 54,95 EUR

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Computer Arithmetic and Self-Validating Numerical Methods


 

Front Cover

1

Computer Arithmetic and Self-Validating Numerical Methods

4

Copyright Page

5

Table of Contents

6

Contributors

8

Preface

10

Acknowledgments

12

Chapter 1. What Do We Need Beyond IEEE Arithmetic ?

14

1 Introduction

14

2 Scalar products and IEEE arithmetic

15

3 Algorithms for the scalar product

17

4 Problems and suggestions

21

5 Designs and implementations

28

6 Conclusions

39

References

40

Chapter 2. Chips for High Precision Arithmetic

46

1. Introduction

46

2. Exploration of the Design Space

47

3. Architecture of the ARITHMOS Processor

50

4. Architecture Evaluation

61

5. Conclusions

65

Acknowledgement

66

References

66

Chapter 3. Enclosure Methods

68

1. Introduction

68

2. Notation

69

3. Interval arithmetic evaluation

69

4. Outlook

84

References

84

Chapter 4. Differentiation Arithmetics

86

1. Evaluation Arithmetics

86

2. Code List Representation of Functions

87

3. Formal Power Series Arithmetic

88

4. Automatic Differentiation

90

5. Taylor Arithmetics

91

6. Rounded Taylor Arithmetic

92

7. Partial Derivatives

95

8. Gradient and Hessian Arithmetic

96

9. Serial Computation of Gradients and Hessians

97

10. Parallel Implementation of Differentiation Arithmetics

100

References

102

Chapter 5. Industrial Applications of Interval Techniques

104

1. Introduction

104

2. High Accuracy

105

3. When should interval techniques be considered?

113

4. An example - Least squares

114

5. An example - Nonlinear systems

116

6. What are some limitations of interval techniques?

118

7. What should you DO?

123

Acknowledgments

124

References

125

Chapter 6. Programming Languages for Enclosure Methods

128

1 Introduction

128

2 The Role of Arithmetic

130

3 New Developments

135

4 New Datatype Dotprecision

137

5 Scalar Product Expressions

139

6 Program Parts with Highly Accurate Evaluation of Expressions

142

7 Final Remarks

146

References

146

Chapter 7. The Determination of Guaranteed Bounds to Eigenvalues with the Use of Variational Methods

Chapter 7. The Determination of Guaranteed Bounds to Eigenvalues with the Use of Variational Methods

1. Introduction

150

2. Eigenvalue problems with bilinear forms

151

3. Determination of guaranteed bounds to eigenvalues by means of matrix eigenvalue problems

152

4. Inclusion theorems and variational methods

154

6. Further numerical tests

164

Chapter 8. The Determination of Guaranteed Bounds to Eigenvalues with the Use of Variational Methods

Chapter 8. The Determination of Guaranteed Bounds to Eigenvalues with the Use of Variational Methods

168

168

1 Introduction

168

2 Matrix eigenvalue problems

169

3 An eigenvalue problem with an ordinary differential equation

177

References

182

Chapter 9. Validated Solution of Initial Value Problems for

Chapter 9. Validated Solution of Initial Value Problems for

184

184

Introduction

184

1 The Method, Areas for Improvement

185

2 Accuracy Control

187

3 Minimizing the Effort

190

4 A priori Inclusion

193

5 Representation of Inclusion Sets

195

6 Stiff Systems

196

References

199

Chapter 10. Guaranteed Inclusions of Solutions of some Types of Boundary Value Problems

202

1. Introduction and operators of monotonie type

202

2. Choice of a suitable class of approximating functions

203

3. The algorithm

204

4. Interval-Analysis

204

5. Some remarks for the numerical computation

205

6. Some classes of operators of montonic type

205

7. Mixed boundary value problems (Kreiss-Lorenz [89])

206

8. Discontinuous boundary values, Cavity flow

207

9. A nonlinear delay equation

209

10. Generalizations and Outlook

209

References

210

Chapter 11. Periodic Solutions: Enclosure, Verification, and Applications

212

1. Introduction

212

2. Periodic Solutions via Discretizations of ODEs and Discretization Errors

215

3. The Logistic Equation

219

4. The Lotka-Volterra Problem

220

5. The Lorenz Problem

221

6. The Restricted Three Body Problem of Celestial Mechanics

234

7. Periodic Solutions of Mathematical Models for Gear Drive Vibrations

244

9. Conclusions and Final Remarks

248

List of References

253

Chapter 12. Numerical Algorithms for Existence Proofs and Error Estimates for Two-Point Boundary Value Problems

260

1. Introduction

260

2. The construction of T

262

3. The choice of D

263

4. Constructing

4. Constructing

264

264

5. On the procedures A and

5. On the procedures A and

6. Some results on differential inequalities

267

7. Veryfying (L) in some special cases

268

8. Transformation, general remarks

273

9. Transformation into an integral equation

275

10. Transformation by using breakpoints

278

References

280

Chapter 13. Aspects of Self-Validating Numerics in Banach Spaces

282

1. Introduction

283

2. One Autonomous Nonlinear PDE

286

3. Systems of First Order Autonomous Nonlinear PDEs

294

4. Generalized Hyperbolic Nonlinear Systems

300

5. Remarks on Boundary Conditions and Parallel Computations

302

6. A First Approach to the Problem

305

7. Some Algorithmic Aspects

307

8. Conclusions

310

References

311

Appendix: IMACS-GAMM Resolution on Computer Arithmetic

314

NOTES AND REPORTS IN MATHEMATIC SINCIENCE AND ENGINEERING

316