most citedSolving Maxwell's Equation in 2D with Neural Networks with Local Converging Inputs

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physics.bio-ph2024

A PNP ion channel deep learning solver with local neural network and finite element input data

Hwi Lee, Zhen Chao, Harris Cobb +2

In this paper, a deep learning method for solving an improved one-dimensional Poisson-Nernst-Planck ion channel (PNPic) model, called the PNPic deep learning solver, is presented.…