Abstract: In the study of electromagnetic (EM) applications, solving Maxwell’s equations to obtain spatial-temporal field evolution is a critical step. The deep learning (DL) is a new promising way to ...
Model folder contains ONE models for solving different PDEs: (1) FNO_DONN_2d_v4_1_layer_32_channel_fresnel.py for Darcy flow equation. (2) FNO_DONN_2d_v4_1_layer_32_channel_fresnel_mag_gelu.py for ...
Abstract: In this paper, we discuss an unsupervised deep learning (DL) method for solving time domain electromagnetic simulations. Compared to the conventional approach, our method encodes initial ...
Explore the foundations of electromagnetism with a deep dive into Maxwell’s Equations and the wave equation! This video breaks down these fundamental physics concepts, showing how electric and ...