/PINNxMICROFLUIDICS

A Repo for Physics Informed Neural Networks Implementations in Microfluidics

Primary LanguageJupyter Notebook

PINNs and Microfluidics

A Repo for the study of Physics Informed Neural Networks implementations in Microfluidics

PINNs

PINN is a basic implementation of PINN in PyTorch
2D PINN is an implementation of a PINN in 2 Dimensions in PyTorch
NSFnet is an simplified implementation of Velocity-Pressure Navier Stokes Flow net in 2 Dimensions for a Laminar Flow between two infinite Plates with a pressure gradient
Couette Flow is an implementaton of a Couette + Pressure Driven Flow with NSFNET in 2 Dimensions