Studying First Passage Problems using Neural Networks: A Case Study in the Slit-Well Microfluidic Device

Andrew M. Nagel, Martin Magill, Hendrick W. de Haan

This study presents deep neural network solutions to a time-integrated Smoluchowski equation modeling the mean first passage time of nanoparticles traversing the slit-well microflu…