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

no code implementations • 31 Jan 2024 • Hwi Lee, Zhen Chao, Harris Cobb, Yingjie Liu, Dexuan Xie

Since the input data of the neural network scheme only involves a small local patch of coarse grid solutions, which the finite element solver can quickly produce, the PNPic deep learning solver can be trained much faster than any corresponding conventional global neural network solvers.