| Unit 1: Numerical Integration of ODEs |
| 1 | Course Introduction and Ordinary Differential Equations (ODEs) (notes not available) |
| 2 |
Numerical Integration of ODEs: Approximating Time Derivative (PDF - 1.8MB)
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| 3 |
Numerical Integration of ODEs: Accuracy and a Pendulum Problem (PDF - 1.4MB)
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| 4 |
Numerical Integration of ODEs: Stability and a Ballistics Problem (PDF)
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| 5 |
Numerical Integration of ODEs: Nonlinear Systems (PDF)
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| 6 |
Numerical Integration of ODEs: Stiffness, Implicit Methods, Runge-Kutta (PDF - 1.3MB)
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| Unit 2: Numerical Methods for PDEs |
| 7 |
Numerical Methods of Partial Differential Equations: Introduction (PDF - 1.1MB)
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| 8 |
Numerical Methods of PDEs: Finite Difference Methods 1 (PDF - 1.3MB)
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| 9 |
Numerical Methods of PDEs: Finite Difference Methods 2 (PDF - 1.2MB)
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| 10 |
Numerical Methods of PDEs: Finite Volume Methods 1 (PDF - 1.5MB)
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| 11 |
Numerical Methods of PDEs: Finite Volume Methods 2 (PDF)
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| 12 |
Numerical Methods of PDEs: Finite Volume in 2D and Midterm Review (PDF - 1.8MB)
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| | Midterm Exam |
| 13 | Numerical Methods of PDEs: Matrix Stability Analysis (notes not available) |
| 14 |
Fourier Stability Analysis (PDF - 1.3MB)
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| 15 |
Numerical Methods of PDEs: Collocation and Weighted Residuals (PDF - 1.1MB)
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| 16-18 |
Numerical Methods of PDEs: Finite Element Method (PDF - 1.3MB)
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| Unit 3: Probabilistic Methods and Optimization |
| 19 |
Monte Carlo (PDF - 1.3MB)
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| 20 |
Monte Carlo Estimators (PDF - 1.1MB)
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| 21 |
Probabilistic Methods & Optimization: Statistical Sampling Methods (PDF - 1.5MB)
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| 22 | Probabilistic Methods & Optimization: Design of Experiments (PDF) |
| 23 | Probabilistic Methods & Optimization: Intro to Optimization Methods (PDF) |
| 24 | Probabilistic Methods & Optimization: Sensitivity Analysis (PDF) |
| 25 | Probabilistic Methods & Optimization: Final Exam Review (notes not available) |