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Institute of Engineering and Computational Mechanics |
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Numerical Methods for Analysis and Optimization of Mechanical Systems |
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1. Introduction
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2. General principles of numerical calculations
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2.1 Definitions
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2.2 Numerical principals
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2.3 Machine numbers
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2.4 Error estimation
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3. Systems of linear algebraic equations
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3.1 Motivation
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3.2 Direct methods for square coefficient matrix
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3.3 Cholesky-decomposition
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3.4 Gauss-elimination
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3.5 LR-decomposition
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3.6 QR-decomposition
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3.7 Iterative methodes for square coefficient matrix
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3.8 Determinant of a matrix
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3.9 Matrix inversion
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3.10 Least square problem
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3.11 Tools and numerical libraries for linear algebraic equations
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4. Eigenvalue problems
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4.1 General basics
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4.2 Normal forms
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4.3 Power methods
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4.4 QR-algorithm
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4.5 Calculation of eigenvectors
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4.6 Practical solution of eigenvalue problems
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4.7 Tools and numerical libraries for eigenvalue problems
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5. Initial value problem for ordinary differantial equations
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5.1 Motivation
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5.2 Basic remarks>
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5.3 Single-step methods
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5.4 Extrapolation methods
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5.5 Multistep methods
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5.6 Comparison of the different methods
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5.7 Tools and numerical libraries for initial value problems
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