TY - GEN
T1 - A Data-driven approach for Solving 2D Combined-field Integral Equations Based on WaveKAN
AU - Wu, Lei
AU - Wu, Di
AU - Zhang, Xin
AU - Shan, Tao
N1 - Publisher Copyright:
© 2025 Applied Computational Electromagnetics Society.
PY - 2025
Y1 - 2025
N2 - In this work, a data-driven model is proposed to solve two-dimensional combined-field integral equations (CFIE) for perfectly electrically conducting (PEC) objects by leveraging Wavelet Kolmogorov-Arnold Networks (WavKAN). WavKAN employs mother wavelet functions as kernel functions, utilizing translation and scaling operations to adaptively capture features. This capability enables the simultaneous extraction of temporal and frequency characteristics at multiple resolutions, making WavKAN particularly well suited for electromagnetic modeling. Numerical experiments are conducted to validate the effectiveness of the proposed WavKAN framework.
AB - In this work, a data-driven model is proposed to solve two-dimensional combined-field integral equations (CFIE) for perfectly electrically conducting (PEC) objects by leveraging Wavelet Kolmogorov-Arnold Networks (WavKAN). WavKAN employs mother wavelet functions as kernel functions, utilizing translation and scaling operations to adaptively capture features. This capability enables the simultaneous extraction of temporal and frequency characteristics at multiple resolutions, making WavKAN particularly well suited for electromagnetic modeling. Numerical experiments are conducted to validate the effectiveness of the proposed WavKAN framework.
KW - PEC objects
KW - Wavelet Kolmogorov-Arnold Networks
KW - combined-field integral equation
KW - electromagnetic modeling
UR - https://www.scopus.com/pages/publications/105034679769
U2 - 10.23919/ACES-China66523.2025.11333013
DO - 10.23919/ACES-China66523.2025.11333013
M3 - 会议稿件
AN - SCOPUS:105034679769
T3 - 2025 International Applied Computational Electromagnetics Society Symposium, ACES-China 2025 - Proceedings
BT - 2025 International Applied Computational Electromagnetics Society Symposium, ACES-China 2025 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2025 International Applied Computational Electromagnetics Society Symposium, ACES-China 2025
Y2 - 8 August 2025 through 11 August 2025
ER -