A PNP ion channel deep learning solver with local neural network and
finite element input data
A PNP ion channel deep learning solver with local neural network and
finite element input data
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. In particular, it combines a novel local neural network scheme with an effective PNPic finite element solver. Since the input data of the neural network …