Description

Book Synopsis

An introductory textbook covering the fundamentals of linear finite element analysis (FEA)

This book constitutes the first volume in a two-volume set that introduces readers to the theoretical foundations and the implementation of the finite element method (FEM). The first volume focuses on the use of the method for linear problems. A general procedure is presented for the finite element analysis (FEA) of a physical problem, where the goal is to specify the values of a field function. First, the strong form of the problem (governing differential equations and boundary conditions) is formulated. Subsequently, a weak form of the governing equations is established. Finally, a finite element approximation is introduced, transforming the weak form into a system of equations where the only unknowns are nodal values of the field function. The procedure is applied to one-dimensional elasticity and heat conduction, multi-dimensional steady-state scalar field problems (heat cond

Table of Contents

Preface xiv

About the Companion Website xviii

1 Introduction 1

1.1 Physical Processes and Mathematical Models 1

1.2 Approximation, Error, and Convergence 3

1.3 Finite Element Method for Differential Equations 5

1.4 Brief History of the Finite Element Method 6

1.5 Finite Element Software 8

1.6 Significance of Finite Element Analysis for Engineering 8

1.7 Typical Process for Obtaining a Finite Element Solution for a Physical Problem 12

1.8 A Note on Linearity and the Principle of Superposition 14

References 16

2 Strong and Weak Form for One-Dimensional Problems 17

2.1 Strong Form for One-Dimensional Elasticity Problems 17

2.2 General Expressions for Essential and Natural B.C. in One-Dimensional Elasticity Problems 23

2.3 Weak Form for One-Dimensional Elasticity Problems 24

2.4 Equivalence of Weak Form and Strong Form 28

2.5 Strong Form for One-Dimensional Heat Conduction 32

2.6 Weak Form for One-Dimensional Heat Conduction 37

Problems 44

References 46

3 Finite Element Formulation for One-Dimensional Problems 47

3.1 Introduction—Piecewise Approximation 47

3.2 Shape (Interpolation) Functions 51

3.3 Discrete Equations for Piecewise Finite Element Approximation 59

3.4 Finite Element Equations for Heat Conduction 66

3.5 Accounting for Nodes with Prescribed Solution Value (“Fixed” Nodes) 67

3.6 Examples on One-Dimensional Finite Element Analysis 68

3.7 Numerical Integration—Gauss Quadrature 91

3.8 Convergence of One-Dimensional Finite Element Method 100

3.9 Effect of Concentrated Forces in One-Dimensional Finite Element Analysis 106

Problems 108

References 111

4 Multidimensional Problems: Mathematical Preliminaries 112

4.1 Introduction 112

4.2 Basic Definitions 113

4.3 Green’s Theorem—Divergence Theorem and Green’s Formula 118

4.4 Procedure for Multidimensional Problems 121

Problems 122

References 122

5 Two-Dimensional Heat Conduction and Other Scalar Field Problems 123

5.1 Strong Form for Two-Dimensional Heat Conduction 123

5.2 Weak Form for Two-Dimensional Heat Conduction 129

5.3 Equivalence of Strong Form and Weak Form 131

5.4 Other Scalar Field Problems 133

Problems 139

6 Finite Element Formulation for Two-Dimensional Scalar Field Problems 141

6.1 Finite Element Discretization and Piecewise Approximation 141

6.2 Three-Node Triangular Finite Element 148

6.3 Four-Node Rectangular Element 153

6.4 Isoparametric Finite Elements and the Four-Node Quadrilateral (4Q) Element 158

6.5 Numerical Integration for Isoparametric Quadrilateral Elements 165

6.6 Higher-Order Isoparametric Quadrilateral Elements 176

6.7 Isoparametric Triangular Elements 178

6.8 Continuity and Completeness of Isoparametric Elements 181

6.9 Concluding Remarks: Finite Element Analysis for Other Scalar Field Problems 183

Problems 183

References 188

7 Multidimensional Elasticity 189

7.1 Introduction 189

7.2 Definition of Strain Tensor 189

7.3 Definition of Stress Tensor 191

7.4 Representing Stress and Strain as Column Vectors—The Voigt Notation 193

7.5 Constitutive Law (Stress-Strain Relation) for Multidimensional Linear Elasticity 194

7.6 Coordinate Transformation Rules for Stress, Strain, and Material Stiffness Matrix 199

7.7 Stress, Strain, and Constitutive Models for Two-Dimensional (Planar) Elasticity 202

7.8 Strong Form for Two-Dimensional Elasticity 208

7.9 Weak Form for Two-Dimensional Elasticity 212

7.10 Equivalence between the Strong Form and the Weak Form 215

7.11 Strong Form for Three-Dimensional Elasticity 218

7.12 Using Polar (Cylindrical) Coordinates 220

References 225

8 Finite Element Formulation for Two-Dimensional Elasticity 226

8.1 Piecewise Finite Element Approximation—Assembly Equations 226

8.2 Accounting for Restrained (Fixed) Displacements 231

8.3 Postprocessing 232

8.4 Continuity—Completeness Requirements 232

8.5 Finite Elements for Two-Dimensional Elasticity 232

Problems 251

9 Finite Element Formulation for Three-Dimensional Elasticity 257

9.1 Weak Form for Three-Dimensional Elasticity 257

9.2 Piecewise Finite Element Approximation—Assembly Equations 258

9.3 Isoparametric Finite Elements for Three-Dimensional Elasticity 264

Problems 287

Reference 288

10 Topics in Applied Finite Element Analysis 289

10.1 Concentrated Loads in Multidimensional Analysis 289

10.2 Effect of Autogenous (Self-Induced) Strains—The Special Case of Thermal Strains 291

10.3 The Patch Test for Verification of Finite Element Analysis Software 294

10.4 Subparametric and Superparametric Elements 295

10.5 Field-Dependent Natural Boundary Conditions: Emission Conditions and Compliant Supports 296

10.6 Treatment of Nodal Constraints 302

10.7 Treatment of Compliant (Spring) Connections Between Nodal Points 309

10.8 Symmetry in Analysis 311

10.9 Axisymmetric Problems and Finite Element Analysis 316

10.10 A Brief Discussion on Efficient Mesh Refinement 319

Problems 321

References 323

11 Convergence of Multidimensional Finite Element Analysis, Locking Phenomena in Multidimensional Solids and Reduced Integration 324

11.1 Convergence of Multidimensional Finite Elements 324

11.2 Effect of Element Shape in Multidimensional Analysis 327

11.3 Incompatible Modes for Quadrilateral Finite Elements 328

11.4 Volumetric Locking in Continuum Elements 333

11.5 Uniform Reduced Integration and Spurious Zero-Energy (Hourglass) Modes 337

11.6 Resolving the Problem of Hourglass Modes: Hourglass Stiffness 339

11.7 Selective-Reduced Integration 346

11.8 The B-bar Method for Resolving Locking 348

Problems 351

References 352

12 Multifield (Mixed) Finite Elements 353

12.1 Multifield Weak Forms for Elasticity 354

12.2 Mixed (Multifield) Finite Element Formulations 359

12.3 Two-Field (Stress-Displacement) Formulations and the Pian-Sumihara Quadrilateral Element 367

12.4 Displacement-Pressure (u-p) Formulations and Finite Element Approximations 370

12.5 Stability of Mixed u-p Formulations—the inf-sup Condition 374

12.6 Assumed (Enhanced)-Strain Methods and the B-bar Method as a Special Case 377

12.7 A Concluding Remark for Multifield Elements 381

References 381

13 Finite Element Analysis of Beams 383

13.1 Basic Definitions for Beams 383

13.2 Differential Equations and Boundary Conditions for 2D Beams 385

13.3 Euler-Bernoulli Beam Theory 388

13.4 Strong Form for Two-Dimensional Euler-Bernoulli Beams 392

13.5 Weak Form for Two-Dimensional Euler-Bernoulli Beams 394

13.6 Finite Element Formulation: Two-Node Euler-Bernoulli Beam Element 397

13.7 Coordinate Transformation Rules for Two-Dimensional Beam Elements 404

13.8 Timoshenko Beam Theory 408

13.9 Strong Form for Two-Dimensional Timoshenko Beam Theory 411

13.10 Weak Form for Two-Dimensional Timoshenko Beam Theory 411

13.11 Two-Node Timoshenko Beam Finite Element 415

13.12 Continuum-Based Beam Elements 418

13.13 Extension of Continuum-Based Beam Elements to General Curved Beams 424

13.14 Shear Locking and Selective-Reduced Integration for Thin Timoshenko Beam Elements 440

Problems 443

References 446

14 Finite Element Analysis of Shells 447

14.1 Introduction 447

14.2 Stress Resultants for Shells 451

14.3 Differential Equations of Equilibrium and Boundary Conditions for Flat Shells 452

14.4 Constitutive Law for Linear Elasticity in Terms of Stress Resultants and Generalized Strains 456

14.5 Weak Form of Shell Equations 464

14.6 Finite Element Formulation for Shell Structures 472

14.7 Four-Node Planar (Flat) Shell Finite Element 480

14.8 Coordinate Transformations for Shell Elements 485

14.9 A “Clever” Way to Approximately Satisfy C1 Continuity Requirements for Thin Shells—The Discrete Kirchhoff Formulation 500

14.10 Continuum-Based Formulation for Nonplanar (Curved) Shells 510

Problems 521

References 522

15 Finite Elements for Elastodynamics, Structural Dynamics, and Time-Dependent Scalar Field Problems 523

15.1 Introduction 523

15.2 Strong Form for One-Dimensional Elastodynamics 525

15.3 Strong Form in the Presence of Material Damping 527

15.4 Weak Form for One-Dimensional Elastodynamics 529

15.5 Finite Element Approximation and Semi-Discrete Equations of Motion 530

15.6 Three-Dimensional Elastodynamics 536

15.7 Semi-Discrete Equations of Motion for Three-Dimensional Elastodynamics 539

15.8 Structural Dynamics Problems 539

15.9 Diagonal (Lumped) Mass Matrices and Mass Lumping Techniques 546

15.10 Strong and Weak Form for Time-Dependent Scalar Field (Parabolic) Problems 549

15.11 Semi-Discrete Finite Element Equations for Scalar Field (Parabolic) Problems 555

15.12 Solid and Structural Dynamics as a “Parabolic” Problem: The State-Space Formulation 557

Problems 558

References 559

16 Analysis of Time-Dependent Scalar Field (Parabolic) Problems 560

16.1 Introduction 560

16.2 Single-Step Algorithms 562

16.3 Linear Multistep Algorithms 568

16.4 Predictor-Corrector Algorithms—Runge-Kutta (RK) Methods 569

16.5 Convergence of a Time-Stepping Algorithm 572

16.6 Modal Analysis and Its Use for Determining the Stability for Systems with Many Degrees of Freedom 583

Problems 587

References 587

17 Solution Procedures for Elastodynamics and Structural Dynamics 588

17.1 Introduction 588

17.2 Modal Analysis: What Will NOT Be Presented in Detail 589

17.3 Step-by-Step Algorithms for Direct Integration of Equations of Motion 594

17.4 Application of Step-By-Step Algorithms for Discrete Systems with More than One Degrees of Freedom 608

17.4 Problems 613

References 613

18 Verification and Validation for the Finite Element Method 615

18.1 Introduction 615

18.2 Code Verification 615

18.3 Solution Verification 622

18.4 Numerical Uncertainty 627

18.5 Sources and Types of Uncertainty 629

18.6 Validation Experiments 630

18.7 Validation Metrics 631

18.8 Extrapolation of Model Prediction Uncertainty 633

18.9 Predictive Capability 634

References 634

19 Numerical Solution of Linear Systems of Equations 637

19.1 Introduction 637

19.2 Direct Methods 638

19.3 Iterative Methods 640

19.4 Parallel Computing and the Finite Element Method 644

19.5 Parallel Conjugate Gradient Method 649

References 653

Appendix A: Concise Review of Vector and Matrix Algebra 654

A.1 Preliminary Definitions 654

A.2 Matrix Mathematical Operations 656

A.3 Eigenvalues and Eigenvectors of a Matrix 660

A.4 Rank of a Matrix 662

Appendix B: Review of Matrix Analysis for Discrete Systems 664

B.1 Truss Elements 664

B.2 One-Dimensional Truss Analysis 666

B.3 Solving the Global Stiffness Equations of a Discrete System and Postprocessing 671

B.4 The ID Array Concept (for Equation Assembly) 673

B.5 Fully Automated Assembly: The Connectivity (LM) Array Concept 680

B.6 Advanced Interlude—Programming of Assembly When the Restrained Degrees of Freedom Have Nonzero Values 682

B.7 Advanced Interlude 2: Algorithms for Postprocessing 683

B.8 Two-Dimensional Truss Analysis—Coordinate Transformation Equations 684

B.9 Extension to Three-Dimensional Truss Analysis 693

Problem 694

Appendix C: Minimum Potential Energy for Elasticity—Variational Principles 695

Appendix D: Calculation of Displacement and Force Transformations for Rigid-Body Connections 700

Index 706

Fundamentals of Finite Element Analysis

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    A Paperback / softback by Ioannis Koutromanos

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      View other formats and editions of Fundamentals of Finite Element Analysis by Ioannis Koutromanos

      Publisher: John Wiley & Sons Inc
      Publication Date: 08/12/2017
      ISBN13: 9781119260080, 978-1119260080
      ISBN10: 1119260086

      Description

      Book Synopsis

      An introductory textbook covering the fundamentals of linear finite element analysis (FEA)

      This book constitutes the first volume in a two-volume set that introduces readers to the theoretical foundations and the implementation of the finite element method (FEM). The first volume focuses on the use of the method for linear problems. A general procedure is presented for the finite element analysis (FEA) of a physical problem, where the goal is to specify the values of a field function. First, the strong form of the problem (governing differential equations and boundary conditions) is formulated. Subsequently, a weak form of the governing equations is established. Finally, a finite element approximation is introduced, transforming the weak form into a system of equations where the only unknowns are nodal values of the field function. The procedure is applied to one-dimensional elasticity and heat conduction, multi-dimensional steady-state scalar field problems (heat cond

      Table of Contents

      Preface xiv

      About the Companion Website xviii

      1 Introduction 1

      1.1 Physical Processes and Mathematical Models 1

      1.2 Approximation, Error, and Convergence 3

      1.3 Finite Element Method for Differential Equations 5

      1.4 Brief History of the Finite Element Method 6

      1.5 Finite Element Software 8

      1.6 Significance of Finite Element Analysis for Engineering 8

      1.7 Typical Process for Obtaining a Finite Element Solution for a Physical Problem 12

      1.8 A Note on Linearity and the Principle of Superposition 14

      References 16

      2 Strong and Weak Form for One-Dimensional Problems 17

      2.1 Strong Form for One-Dimensional Elasticity Problems 17

      2.2 General Expressions for Essential and Natural B.C. in One-Dimensional Elasticity Problems 23

      2.3 Weak Form for One-Dimensional Elasticity Problems 24

      2.4 Equivalence of Weak Form and Strong Form 28

      2.5 Strong Form for One-Dimensional Heat Conduction 32

      2.6 Weak Form for One-Dimensional Heat Conduction 37

      Problems 44

      References 46

      3 Finite Element Formulation for One-Dimensional Problems 47

      3.1 Introduction—Piecewise Approximation 47

      3.2 Shape (Interpolation) Functions 51

      3.3 Discrete Equations for Piecewise Finite Element Approximation 59

      3.4 Finite Element Equations for Heat Conduction 66

      3.5 Accounting for Nodes with Prescribed Solution Value (“Fixed” Nodes) 67

      3.6 Examples on One-Dimensional Finite Element Analysis 68

      3.7 Numerical Integration—Gauss Quadrature 91

      3.8 Convergence of One-Dimensional Finite Element Method 100

      3.9 Effect of Concentrated Forces in One-Dimensional Finite Element Analysis 106

      Problems 108

      References 111

      4 Multidimensional Problems: Mathematical Preliminaries 112

      4.1 Introduction 112

      4.2 Basic Definitions 113

      4.3 Green’s Theorem—Divergence Theorem and Green’s Formula 118

      4.4 Procedure for Multidimensional Problems 121

      Problems 122

      References 122

      5 Two-Dimensional Heat Conduction and Other Scalar Field Problems 123

      5.1 Strong Form for Two-Dimensional Heat Conduction 123

      5.2 Weak Form for Two-Dimensional Heat Conduction 129

      5.3 Equivalence of Strong Form and Weak Form 131

      5.4 Other Scalar Field Problems 133

      Problems 139

      6 Finite Element Formulation for Two-Dimensional Scalar Field Problems 141

      6.1 Finite Element Discretization and Piecewise Approximation 141

      6.2 Three-Node Triangular Finite Element 148

      6.3 Four-Node Rectangular Element 153

      6.4 Isoparametric Finite Elements and the Four-Node Quadrilateral (4Q) Element 158

      6.5 Numerical Integration for Isoparametric Quadrilateral Elements 165

      6.6 Higher-Order Isoparametric Quadrilateral Elements 176

      6.7 Isoparametric Triangular Elements 178

      6.8 Continuity and Completeness of Isoparametric Elements 181

      6.9 Concluding Remarks: Finite Element Analysis for Other Scalar Field Problems 183

      Problems 183

      References 188

      7 Multidimensional Elasticity 189

      7.1 Introduction 189

      7.2 Definition of Strain Tensor 189

      7.3 Definition of Stress Tensor 191

      7.4 Representing Stress and Strain as Column Vectors—The Voigt Notation 193

      7.5 Constitutive Law (Stress-Strain Relation) for Multidimensional Linear Elasticity 194

      7.6 Coordinate Transformation Rules for Stress, Strain, and Material Stiffness Matrix 199

      7.7 Stress, Strain, and Constitutive Models for Two-Dimensional (Planar) Elasticity 202

      7.8 Strong Form for Two-Dimensional Elasticity 208

      7.9 Weak Form for Two-Dimensional Elasticity 212

      7.10 Equivalence between the Strong Form and the Weak Form 215

      7.11 Strong Form for Three-Dimensional Elasticity 218

      7.12 Using Polar (Cylindrical) Coordinates 220

      References 225

      8 Finite Element Formulation for Two-Dimensional Elasticity 226

      8.1 Piecewise Finite Element Approximation—Assembly Equations 226

      8.2 Accounting for Restrained (Fixed) Displacements 231

      8.3 Postprocessing 232

      8.4 Continuity—Completeness Requirements 232

      8.5 Finite Elements for Two-Dimensional Elasticity 232

      Problems 251

      9 Finite Element Formulation for Three-Dimensional Elasticity 257

      9.1 Weak Form for Three-Dimensional Elasticity 257

      9.2 Piecewise Finite Element Approximation—Assembly Equations 258

      9.3 Isoparametric Finite Elements for Three-Dimensional Elasticity 264

      Problems 287

      Reference 288

      10 Topics in Applied Finite Element Analysis 289

      10.1 Concentrated Loads in Multidimensional Analysis 289

      10.2 Effect of Autogenous (Self-Induced) Strains—The Special Case of Thermal Strains 291

      10.3 The Patch Test for Verification of Finite Element Analysis Software 294

      10.4 Subparametric and Superparametric Elements 295

      10.5 Field-Dependent Natural Boundary Conditions: Emission Conditions and Compliant Supports 296

      10.6 Treatment of Nodal Constraints 302

      10.7 Treatment of Compliant (Spring) Connections Between Nodal Points 309

      10.8 Symmetry in Analysis 311

      10.9 Axisymmetric Problems and Finite Element Analysis 316

      10.10 A Brief Discussion on Efficient Mesh Refinement 319

      Problems 321

      References 323

      11 Convergence of Multidimensional Finite Element Analysis, Locking Phenomena in Multidimensional Solids and Reduced Integration 324

      11.1 Convergence of Multidimensional Finite Elements 324

      11.2 Effect of Element Shape in Multidimensional Analysis 327

      11.3 Incompatible Modes for Quadrilateral Finite Elements 328

      11.4 Volumetric Locking in Continuum Elements 333

      11.5 Uniform Reduced Integration and Spurious Zero-Energy (Hourglass) Modes 337

      11.6 Resolving the Problem of Hourglass Modes: Hourglass Stiffness 339

      11.7 Selective-Reduced Integration 346

      11.8 The B-bar Method for Resolving Locking 348

      Problems 351

      References 352

      12 Multifield (Mixed) Finite Elements 353

      12.1 Multifield Weak Forms for Elasticity 354

      12.2 Mixed (Multifield) Finite Element Formulations 359

      12.3 Two-Field (Stress-Displacement) Formulations and the Pian-Sumihara Quadrilateral Element 367

      12.4 Displacement-Pressure (u-p) Formulations and Finite Element Approximations 370

      12.5 Stability of Mixed u-p Formulations—the inf-sup Condition 374

      12.6 Assumed (Enhanced)-Strain Methods and the B-bar Method as a Special Case 377

      12.7 A Concluding Remark for Multifield Elements 381

      References 381

      13 Finite Element Analysis of Beams 383

      13.1 Basic Definitions for Beams 383

      13.2 Differential Equations and Boundary Conditions for 2D Beams 385

      13.3 Euler-Bernoulli Beam Theory 388

      13.4 Strong Form for Two-Dimensional Euler-Bernoulli Beams 392

      13.5 Weak Form for Two-Dimensional Euler-Bernoulli Beams 394

      13.6 Finite Element Formulation: Two-Node Euler-Bernoulli Beam Element 397

      13.7 Coordinate Transformation Rules for Two-Dimensional Beam Elements 404

      13.8 Timoshenko Beam Theory 408

      13.9 Strong Form for Two-Dimensional Timoshenko Beam Theory 411

      13.10 Weak Form for Two-Dimensional Timoshenko Beam Theory 411

      13.11 Two-Node Timoshenko Beam Finite Element 415

      13.12 Continuum-Based Beam Elements 418

      13.13 Extension of Continuum-Based Beam Elements to General Curved Beams 424

      13.14 Shear Locking and Selective-Reduced Integration for Thin Timoshenko Beam Elements 440

      Problems 443

      References 446

      14 Finite Element Analysis of Shells 447

      14.1 Introduction 447

      14.2 Stress Resultants for Shells 451

      14.3 Differential Equations of Equilibrium and Boundary Conditions for Flat Shells 452

      14.4 Constitutive Law for Linear Elasticity in Terms of Stress Resultants and Generalized Strains 456

      14.5 Weak Form of Shell Equations 464

      14.6 Finite Element Formulation for Shell Structures 472

      14.7 Four-Node Planar (Flat) Shell Finite Element 480

      14.8 Coordinate Transformations for Shell Elements 485

      14.9 A “Clever” Way to Approximately Satisfy C1 Continuity Requirements for Thin Shells—The Discrete Kirchhoff Formulation 500

      14.10 Continuum-Based Formulation for Nonplanar (Curved) Shells 510

      Problems 521

      References 522

      15 Finite Elements for Elastodynamics, Structural Dynamics, and Time-Dependent Scalar Field Problems 523

      15.1 Introduction 523

      15.2 Strong Form for One-Dimensional Elastodynamics 525

      15.3 Strong Form in the Presence of Material Damping 527

      15.4 Weak Form for One-Dimensional Elastodynamics 529

      15.5 Finite Element Approximation and Semi-Discrete Equations of Motion 530

      15.6 Three-Dimensional Elastodynamics 536

      15.7 Semi-Discrete Equations of Motion for Three-Dimensional Elastodynamics 539

      15.8 Structural Dynamics Problems 539

      15.9 Diagonal (Lumped) Mass Matrices and Mass Lumping Techniques 546

      15.10 Strong and Weak Form for Time-Dependent Scalar Field (Parabolic) Problems 549

      15.11 Semi-Discrete Finite Element Equations for Scalar Field (Parabolic) Problems 555

      15.12 Solid and Structural Dynamics as a “Parabolic” Problem: The State-Space Formulation 557

      Problems 558

      References 559

      16 Analysis of Time-Dependent Scalar Field (Parabolic) Problems 560

      16.1 Introduction 560

      16.2 Single-Step Algorithms 562

      16.3 Linear Multistep Algorithms 568

      16.4 Predictor-Corrector Algorithms—Runge-Kutta (RK) Methods 569

      16.5 Convergence of a Time-Stepping Algorithm 572

      16.6 Modal Analysis and Its Use for Determining the Stability for Systems with Many Degrees of Freedom 583

      Problems 587

      References 587

      17 Solution Procedures for Elastodynamics and Structural Dynamics 588

      17.1 Introduction 588

      17.2 Modal Analysis: What Will NOT Be Presented in Detail 589

      17.3 Step-by-Step Algorithms for Direct Integration of Equations of Motion 594

      17.4 Application of Step-By-Step Algorithms for Discrete Systems with More than One Degrees of Freedom 608

      17.4 Problems 613

      References 613

      18 Verification and Validation for the Finite Element Method 615

      18.1 Introduction 615

      18.2 Code Verification 615

      18.3 Solution Verification 622

      18.4 Numerical Uncertainty 627

      18.5 Sources and Types of Uncertainty 629

      18.6 Validation Experiments 630

      18.7 Validation Metrics 631

      18.8 Extrapolation of Model Prediction Uncertainty 633

      18.9 Predictive Capability 634

      References 634

      19 Numerical Solution of Linear Systems of Equations 637

      19.1 Introduction 637

      19.2 Direct Methods 638

      19.3 Iterative Methods 640

      19.4 Parallel Computing and the Finite Element Method 644

      19.5 Parallel Conjugate Gradient Method 649

      References 653

      Appendix A: Concise Review of Vector and Matrix Algebra 654

      A.1 Preliminary Definitions 654

      A.2 Matrix Mathematical Operations 656

      A.3 Eigenvalues and Eigenvectors of a Matrix 660

      A.4 Rank of a Matrix 662

      Appendix B: Review of Matrix Analysis for Discrete Systems 664

      B.1 Truss Elements 664

      B.2 One-Dimensional Truss Analysis 666

      B.3 Solving the Global Stiffness Equations of a Discrete System and Postprocessing 671

      B.4 The ID Array Concept (for Equation Assembly) 673

      B.5 Fully Automated Assembly: The Connectivity (LM) Array Concept 680

      B.6 Advanced Interlude—Programming of Assembly When the Restrained Degrees of Freedom Have Nonzero Values 682

      B.7 Advanced Interlude 2: Algorithms for Postprocessing 683

      B.8 Two-Dimensional Truss Analysis—Coordinate Transformation Equations 684

      B.9 Extension to Three-Dimensional Truss Analysis 693

      Problem 694

      Appendix C: Minimum Potential Energy for Elasticity—Variational Principles 695

      Appendix D: Calculation of Displacement and Force Transformations for Rigid-Body Connections 700

      Index 706

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