Abstract The last decade has witnessed a surge of interest in artificial neural network many different areas scientific research. Despite the rapid expansion application networks, few efforts have been carried out to introduce such powerful tool into lubrication studies. Thus, this work aims apply physics-informed (PINN) hydrodynamic analysis. 2D Reynolds equation is solved. PINN meshless metho...