A thorough introduction to reliable computing, including discussions of interval arithmetic and interval-based operator
Table of Contents
About the Author ix
Preface xi
Acknowledgments xiii
Acronyms xv
Introduction 1
1 Introduction to Reliable Computing 3
1.1 Elements of Reliable Computing 4
1.2 Interval Analysis 7
1.3 Interval-Based Operators 8
1.4 Interval Extensions of Elementary Functions 9
1.5 Solving Systems of Linear Interval Equations 11
1.6 Finding Zeros of Nonlinear Equations 15
1.7 Solution of Systems of Nonlinear Interval Equations 16
1.8 The Overestimation Problem 20
1.9 Affine Arithmetic 22
1.9.1 Conversion Between AA and IA 25
1.9.2 AA-Based Operators 25
1.9.3 Chebyshev Approximation of Univariate Nonaffine Functions 28
1.9.4 Multiplication of Affine Forms 31
1.9.5 Effects of Recursive Solution Schemes 35
1.10 Integrating AA and IA 35
2 Uncertain Power Flow Analysis 37
2.1 Sources of Uncertainties in Power Flow Analysis 39
2.2 Solving Uncertain Linearized Power Flow Equations 41
2.3 Solving Uncertain Power Flow Equations 46
2.3.1 Optimization-Based Method 48
2.3.2 Domain Contraction Method 52
3 Uncertain Optimal Power Flow Analysis 59
3.1 Range Analysis-Based Solution 61
3.1.1 Optimal Economic Dispatch 63
3.1.2 Reactive Power Dispatch 66
3.2 AA-Based Solution 70
4 Uncertain Markov Chain Analysis 75
4.1 Mathematical Preliminaries 77
4.2 Effects of Data Uncertainties 78
4.3 Matrix Notation 79
4.4 AA-Based Uncertain Analysis 80
4.5 Application Examples 83
4.5.1 Case Study 1: Grid Resilience Analysis 83
4.5.2 Case Study 2: Energy Storage Model 84
4.5.3 Summary 86
5 Small-Signal Stability Analysis of Uncertain Power Systems 87
5.1 Problem Formulation 89
5.2 The Interval Eigenvalue Problem 90
5.3 Applications 92
5.3.1 Case Study 1 92
5.3.2 Case Study 2 93
6 Uncertain Power Components Thermal Analysis 95
6.1 Thermal Rating Assessment of Overhead Lines 96
6.1.1 Sources of Data Uncertainties 98
6.1.2 AA-Based Thermal Rating Assessment 99
6.1.3 Application Examples 100
6.2 Thermal Rating Assessment of Power Cables 104
6.2.1 Thermal Modeling of Power Cables 105
6.2.2 Sources of Data Uncertainties 107
6.2.3 Tolerance Analysis of Cable Thermal Dynamics by IA 108
6.2.4 Application Examples 109
References 112
Index 119
