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) |