Andreas Norbert Rupp

Physics-Informed Neural Network with Adaptive Loss Weighting for Parameterized Surface Potential Prediction on Polymeric Dielectric Interfaces

Abstract Surface charge accumulation on polymeric dielectrics is widely encountered in electronic packaging, triboelectric energy harvesting, and aerospace insulation, with direct consequences for device performance and insulation reliability. Surface potential provides an access...