52 citations · 68 across the 6 of their papers we have counts for
3 papers · 1 filter
Explainable Machine Learning for Multilayer Planar Winding Inductance Estimation
Spyros Rigas, Theofilos Papadopoulos, Georgios Alexandridis +1
Rapid and accurate self-inductance estimation for multilayer rectangle-shaped planar windings is essential for modern high-frequency power converters, yet traditional workflows rel…
An adaptive framework for the axisymmetric pulsar magnetosphere using physics-informed Kolmogorov-Arnold networks
Spyros Rigas, Ioannis Contopoulos, Georgios Alexandridis +1
The pulsar magnetosphere has only recently been addressed using Physics-Informed Neural Networks (PINNs), by deploying a domain-decomposition approach and treating the separatrix a…
A Dynamic Framework for Grid Adaptation in Kolmogorov-Arnold Networks
Spyros Rigas, Thanasis Papaioannou, Panagiotis Trakadas +1
Kolmogorov-Arnold Networks (KANs) have recently demonstrated promising potential in scientific machine learning, partly due to their capacity for grid adaptation during training. H…