Model reduction of 2D heat diffusion using Galerkin projection and POD
This project focusses on describing the temperature distribution evolution of a 2D plate with as few equations as possible. In particular we will be interested in the heat diffusion process that takes place as a result of individual heat loads $u_1$ and $u_2$ applied on the surface. The equations will be approximated by using a Galerkin projecti...
Nonlinear dynamics of the Immune system
The goal of this project is to gain insight into the dynamic behavior of the immune system. Check stability of fixed points via Lyapunov stability analysis. Simulations with the use of MATLAB have been performed for the original system as well as the time-delayed system. Three clinical conditions are given and the response of the immune system i...
Bayesian Optimization for discrete hyperparameters in NARX model
Still an ongoing project for discrete hyperparameter tuning of an Artificial Neural Network (ANN) with Bayesian Optimization (BO), where the number of nodes and number of input and output samples are being optimized for prediction and simulation error.
Why this project?
This project is purely for educational purposes and to learn how to use BO ...