This repository contains materials for the course TPG4155 - Applied Computer Methods in Petroleum Science. All material is stored as jupyter notebook files. Please install jupyter notebook from the jupyter website if you want to run the Python codes on your own.
- Ordinary differential equations
- Partial differential equations
- Elliptic equations (Laplace equation)
- Parabolic equations (heat equation/diffusivity equation)
- Hyperbolic equations
- Introduction
- Bracket search
- Gradient based optimization (local)
- Derivative-free optimization (global)
- Automatic differentiation