Master-Thesis

Spectrum Surrogates for Electromagnetic Compatibility

• Frequency response via high-dimensional embedding via principal component analysis (PCA)
• Alignment of specific special frequencies, refered to as warping
• Surrogates with Polynomial Chaos Expansion (PCE) and Gaussian Process Regression (GPR)
• sensitivity analysis with Sobol indices
• Application to electromagnetic compatibility simulations.