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An Introduction to Programming and Numerical Methods in MATLAB
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An Introduction to Programming and Numerical Methods in MATLAB
von: Stephen Otto, James P. Denier
Springer-Verlag, 2005
ISBN: 9781846281334
478 Seiten, Download: 2509 KB
 
Format:  PDF
geeignet für: Apple iPad, Android Tablet PC's Online-Lesen PC, MAC, Laptop

Typ: A (einfacher Zugriff)

 

 
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Inhaltsverzeichnis

  Preface 7  
     Why Do We Need Numerical Methods? 8  
     The Structure of This Text 8  
  Contents 11  
  1 Simple Calculations with MATLAB 16  
     1.1 Introduction and a Word of Warning 16  
     1.2 Scalar Quantities and Variables 17  
        1.2.1 Rules for Naming of Variables 19  
        1.2.2 Precedence: The Order in Which Calculations Are Performed 20  
        1.2.3 Mathematical Functions 23  
     1.3 Format: The Way in Which Numbers Appear 27  
     1.4 Vectors in MATLAB 28  
        1.4.1 Initialising Vector Objects 28  
        1.4.2 Manipulating Vectors and Dot Arithmetic 29  
     1.5 Setting Up Mathematical Functions 32  
     1.6 Some MATLAB Speci.c Commands 35  
        1.6.1 Looking at Variables and Their Sizes 37  
     1.7 Accessing Elements of Arrays 38  
     1.8 Tasks 39  
  2 Writing Scripts and Functions 42  
     2.1 Creating Scripts and Functions 42  
        2.1.1 Functions 45  
        2.1.2 Brief Aside 50  
     2.2 Plotting Simple Functions 51  
        2.2.1 Evaluating Polynomials and Plotting Curves 56  
        2.2.2 More on Plotting 59  
     2.3 Functions of Functions 64  
     2.4 Errors 66  
        2.4.1 Numerical Errors 66  
        2.4.2 User Error 69  
     2.5 Tasks 72  
  3 Loops and Conditional Statements 78  
     3.1 Introduction 78  
     3.2 Loops Structures 78  
     3.3 Summing Series 83  
        3.3.1 Sums of Series of the Form 88  
        3.3.2 Summing In.nite Series 91  
        3.3.3 Summing Series Using MATLAB Speci.c Commands 94  
        3.3.4 Loops Within Loops (Nested) 97  
     3.4 Conditional Statements 98  
        3.4.1 Constructing Logical Statements 100  
        3.4.2 The MATLAB Command 103  
     3.5 Conditional loops 105  
        3.5.1 The break Command 107  
     3.6 MATLAB Speci.c Commands 107  
     3.7 Error Checking 109  
     3.8 Tasks 112  
  4 Root Finding 118  
     4.1 Introduction 118  
     4.2 Initial Estimates 119  
     4.3 Fixed Point Iteration 124  
     4.4 Bisection 128  
     4.5 Newton–Raphson and Secant Methods 132  
        4.5.1 Derivation of the Newton–Raphson Method 132  
     4.6 Repeated Roots of Functions 138  
     4.7 Zeros of Higher-Dimensional Functions(*) 140  
     4.8 MATLAB Routines for Finding Zeros 143  
        4.8.1 Roots of a Polynomial 143  
        4.8.2 The Command 143  
     4.9 Tasks 145  
  5 Interpolation and Extrapolation 148  
     5.1 Introduction 148  
     5.2 Saving and Reading Data 149  
     5.3 Which Points to Use? 154  
     5.4 Newton Forward Differences and Lagrange Polynomials 156  
        5.4.1 Linear Interpolation/Extrapolation 162  
     5.5 Calculating Interpolated and Extrapolated Values 163  
     5.6 Splines 165  
     5.7 Curves of Best Fit 167  
     5.8 Interpolation of Non-Smooth Data 170  
        5.8.1 Insufficient Data Points 173  
     5.9 Minimisation of Functions and Parameter Retrieval 176  
        5.9.1 Parameter Retrieval 178  
        5.9.2 Using fmins for Parameter Retrieval 179  
     5.10 Tasks 181  
  6 Matrices 184  
     6.1 Introduction 184  
        6.1.1 Initialising Matrices Within MATLAB 184  
        6.1.2 Matrix Operations 189  
        6.1.3 Operations on Elements of Matrices 195  
        6.1.4 More on Special Matrices 197  
        6.1.5 Matrices Containing Strings 200  
     6.2 Properties of Matrices and Systems of Equations 201  
        6.2.1 Determinants of Matrices 205  
     6.3 Elementary Row Operations 206  
        6.3.1 Solving Many Equations at Once 213  
     6.4 Matrix Decomposition 214  
     6.5 Eigenvalues and Eigenvectors 219  
     6.6 Speci.c MATLAB Commands 223  
     6.7 Characteristic Polynomials 227  
     6.8 Exponentials of Matrices 229  
     6.9 Tasks 232  
  7 Numerical Integration 240  
     7.1 Introduction 240  
     7.2 Integration Using Straight Lines 241  
        7.2.1 Errors in the Trapezium Method 244  
     7.3 Integration Using Quadratics 245  
     7.4 Integration Using Cubic Polynomials 250  
     7.5 Integrating Using MATLAB Commands 252  
     7.6 Speci.c Examples of Integrals 253  
        7.6.1 Infinite Integrals and Removable Singularities 253  
        7.6.2 Indefinite Integrals 255  
     7.7 Tasks 257  
  8 Solving Differential Equations 262  
     8.1 Introduction 262  
     8.2 Euler’s Method and Crank–Nicolson 262  
        8.2.1 Analytical Comparisons 268  
     8.3 Banded Matrices 274  
     8.4 Runge–Kutta Methods 278  
     8.5 Higher-Order Systems 281  
        8.5.1 Second-Order Systems 281  
        8.5.2 Bessel’s equation 285  
        8.5.3 Airy’s Equation 288  
        8.5.4 Shooting Methods 289  
     8.6 Boundary-Value Problems 293  
     8.7 Population Dynamics 297  
     8.8 Eigenvalues of Di.erential Systems 300  
     8.9 Tasks 301  
  9 Simulations and Random Numbers 306  
     9.1 Introduction 306  
     9.2 Statistical quantities 306  
        9.2.1 Averages 306  
        9.2.2 Other Statistical Measures 308  
     9.3 Random Numbers and Distributions 310  
        9.3.1 Normal Distribution 313  
        9.3.2 Calculating Probabilities 314  
        9.3.3 Permutations 315  
     9.4 Maps and White Noise 315  
        9.4.1 Modelling Discrete Systems 322  
        9.4.2 Periodicity and Chaos 324  
        9.4.3 Random Motion 331  
     9.5 Tasks 334  
  A Mathematical Introduction to Matrices 338  
     A.1 Special Matrices 345  
     A.2 Inverses of Matrices 346  
  B Glossary of Useful Terms 350  
     B.1 Arithmetic and Logical Operators 350  
     B.2 Symbols 358  
     B.3 Plotting Commands 362  
     B.4 General MATLAB Commands 380  
  C Solutions to Tasks 404  
     C.1 Solutions for Tasks from Chapter 1 404  
     C.2 Solutions for Tasks from Chapter 2 409  
     C.3 Solutions for Tasks from Chapter 3 415  
     C.4 Solutions for Tasks from Chapter 4 423  
     C.5 Solutions for Tasks from Chapter 5 429  
     C.6 Solutions for Tasks from Chapter 6 433  
     C.7 Solutions for Tasks from Chapter 7 444  
     C.8 Solutions for Tasks from Chapter 8 451  
     C.9 Solutions for Tasks from Chapter 9 469  
  Index 474  
  More eBook at www.ciando.com 0  


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