Data-Free Solution of Electromagnetic PDEs Using Neural Networks and Extension to Transfer Learning Article

Bhardwaj, Shubhendu, Gaire, Pawan. (2022). Data-Free Solution of Electromagnetic PDEs Using Neural Networks and Extension to Transfer Learning . IEEE Transactions on Antennas and Propagation, 70(7), 5179-5188. 10.1109/TAP.2022.3186710

cited authors

  • Bhardwaj, Shubhendu; Gaire, Pawan

authors

publication date

  • July 1, 2022

published in

keywords

  • Artificial neural network (ANN)
  • BOUNDARY-VALUE-PROBLEMS
  • DIFFERENTIAL-EQUATIONS
  • Differential equations
  • Electromagnetics
  • Engineering
  • Engineering, Electrical & Electronic
  • Mathematical models
  • NUMERICAL-SOLUTION
  • Neural networks
  • OPTIMIZATION
  • Optimization
  • Poisson equation
  • SOLVER
  • Science & Technology
  • Technology
  • Telecommunications
  • Training
  • Transfer learning
  • convergence
  • data free
  • electromagnetic (EM)
  • gradient descent algorithm
  • in-homogeneous
  • partial differential equations (PDEs)
  • second order
  • transfer learning
  • wave equation

Digital Object Identifier (DOI)

start page

  • 5179

end page

  • 5188

volume

  • 70

issue

  • 7