An Introduction to Numerical Analysis for Electrical and Computer Engineers
暫譯: 電機與計算機工程師的數值分析入門
Christopher J. Zarowski
- 出版商: Wiley
- 出版日期: 2004-04-13
- 售價: $1,260
- 貴賓價: 9.8 折 $1,235
- 語言: 英文
- 頁數: 608
- 裝訂: Hardcover
- ISBN: 0471467375
- ISBN-13: 9780471467373
-
相關分類:
數值分析 Numerical-analysis
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商品描述
Description:
* This book is an introduction to numerical analysis and intends to strike a balance between analytical rigor and the treatment of particular methods for engineering problems
* Emphasizes the earlier stages of numerical analysis for engineers with real-life problem-solving solutions applied to computing and engineering
* Includes MATLAB oriented examples
Table of Contents:
Preface.
1 Functional Analysis Ideas.
1.1 Introduction.
1.2 Some Sets.
1.3 Some Special Mappings: Metrics, Norms, and Inner Products.
1.3.1 Metrics and Metric Spaces.
1.3.2 Norms and Normed Spaces.
1.3.3 Inner Products and Inner Product Spaces.
1.4 The Discrete Fourier Series (DFS).
Appendix 1.A Complex Arithmetic.
Appendix 1.B Elementary Logic.
References.
Problems.
2 Number Representations.
2.1 Introduction.
2.2 Fixed-Point Representations.
2.3 Floating-Point Representations.
2.4 Rounding Effects in Dot Product Computation.
2.5 Machine Epsilon.
Appendix 2.A Review of Binary Number Codes.
References.
Problems.
3 Sequences and Series.
3.1 Introduction.
3.2 Cauchy Sequences and Complete Spaces.
3.3 Pointwise Convergence and Uniform Convergence.
3.4 Fourier Series.
3.5 Taylor Series.
3.6 Asymptotic Series.
3.7 More on the Dirichlet Kernel.
3.8 Final Remarks.
Appendix 3.A COordinate Rotation DIgital Computing (CORDIC).
3.A.1 Introduction.
3.A.2 The Concept of a Discrete Basis.
3.A.3 Rotating Vectors in the Plane.
3.A.4 Computing Arctangents.
3.A.5 Final Remarks.
Appendix 3.B Mathematical Induction.
Appendix 3.C Catastrophic Cancellation.
References.
Problems.
4 Linear Systems of Equations.
4.1 Introduction.
4.2 Least-Squares Approximation and Linear Systems.
4.3 Least-Squares Approximation and Ill-Conditioned Linear Systems.
4.4 Condition Numbers.
4.5 LU Decomposition.
4.6 Least-Squares Problems and QR Decomposition.
4.7 Iterative Methods for Linear Systems.
4.8 Final Remarks.
Appendix 4.A Hilbert Matrix Inverses.
Appendix 4.B SVD and Least Squares.
References.
Problems.
5 Orthogonal Polynomials.
5.1 Introduction.
5.2 General Properties of Orthogonal Polynomials.
5.3 Chebyshev Polynomials.
5.4 Hermite Polynomials.
5.5 Legendre Polynomials.
5.6 An Example of Orthogonal Polynomial Least-Squares Approximation.
5.7 Uniform Approximation.
References.
Problems.
6 Interpolation.
6.1 Introduction.
6.2 Lagrange Interpolation.
6.3 Newton Interpolation.
6.4 Hermite Interpolation.
6.5 Spline Interpolation.
References.
Problems.
7 Nonlinear Systems of Equations.
7.1 Introduction.
7.2 Bisection Method.
7.3 Fixed-Point Method.
7.4 Newton–Raphson Method.
7.4.1 The Method.
7.4.2 Rate of Convergence Analysis.
7.4.3 Breakdown Phenomena.
7.5 Systems of Nonlinear Equations.
7.5.1 Fixed-Point Method.
7.5.2 Newton–Raphson Method.
7.6 Chaotic Phenomena and a Cryptography Application.
References.
Problems.
8 Unconstrained Optimization.
8.1 Introduction.
8.2 Problem Statement and Preliminaries.
8.3 Line Searches.
8.4 Newton’s Method.
8.5 Equality Constraints and Lagrange Multipliers.
Appendix 8.A MATLAB Code for Golden Section Search.
References.
Problems.
9 Numerical Integration and Differentiation.
9.1 Introduction.
9.2 Trapezoidal Rule.
9.3 Simpson’s Rule.
9.4 Gaussian Quadrature.
9.5 Romberg Integration.
9.6 Numerical Differentiation.
References.
Problems.
10 Numerical Solution of Ordinary Differential Equations.
10.1 Introduction.
10.2 First-Order ODEs.
10.3 Systems of First-Order ODEs.
10.4 Multistep Methods for ODEs.
10.4.1 Adams–Bashforth Methods.
10.4.2 Adams–Moulton Methods.
10.4.3 Comments on the Adams Families.
10.5 Variable-Step-Size (Adaptive) Methods for ODEs.
10.6 Stiff Systems.
10.7 Final Remarks.
Appendix 10.A MATLAB Code for Example 10.8.
Appendix 10.B MATLAB Code for Example 10.13.
References.
Problems.
11 Numerical Methods for Eigenproblems.
11.1 Introduction.
11.2 Review of Eigenvalues and Eigenvectors.
11.3 The Matrix Exponential.
11.4 The Power Methods.
11.5 QR Iterations.
References.
Problems.
12 Numerical Solution of Partial Differential Equations.
12.1 Introduction.
12.2 A Brief Overview of Partial Differential Equations.
12.3 Applications of Hyperbolic PDEs.
12.3.1 The Vibrating String.
12.3.2 Plane Electromagnetic Waves.
12.4 The Finite-Difference (FD) Method.
12.5 The Finite-Difference Time-Domain (FDTD) Method.
Appendix 12.A MATLAB Code for Example 12.5.
References.
Problems.
13 An Introduction to MATLAB.
13.1 Introduction.
13.2 Startup.
13.3 Some Basic Operators, Operations, and Functions.
13.4 Working with Polynomials.
13.5 Loops.
13.6 Plotting and M-Files.
References.
Index.
商品描述(中文翻譯)
**描述：**
* 本書是數值分析的入門，旨在平衡分析的嚴謹性與針對工程問題的特定方法的處理
* 強調數值分析的早期階段，為工程師提供實際問題解決方案，應用於計算和工程
* 包含以 MATLAB 為導向的範例
**目錄：**
**前言。**
**1 功能分析概念。**
1.1 介紹。
1.2 一些集合。
1.3 一些特殊映射：度量、範數和內積。
1.3.1 度量和度量空間。
1.3.2 範數和範數空間。
1.3.3 內積和內積空間。
1.4 離散傅立葉級數 (DFS)。
附錄 1.A 複數運算。
附錄 1.B 基本邏輯。
參考文獻。
問題。
**2 數字表示。**
2.1 介紹。
2.2 固定點表示。
2.3 浮點表示。
2.4 點積計算中的四捨五入效應。
2.5 機器精度。
附錄 2.A 二進位數字碼回顧。
參考文獻。
問題。
**3 序列和級數。**
3.1 介紹。
3.2 柯西序列和完備空
