Just like the heat equation example, we can solve the 1D wave equation using the same Physics Informed Neural Networks (PINNs) approach. The 1D wave equation is given ...

Abstract: This paper discusses the numerical analysis and optimisation of a conventional air-cooled heat sink having an insignificant geometrical modification to reduce the temperature gradient of ...

Abstract: In the field of hydroacoustic field prediction, numerical simulation methods and machine learning techniques are two commonly used methods. However, numerical simulation methods need to be ...

This repository contains a code for data generation to solve Navier-Stokes equations using spectral method. The Navier-Stokes equations are given by $$ \begin{align*} \partial_t w(x,t) + u(x,t) \cdot ...

Despite being a public health priority for several years, Dallas County continues to struggle to prevent new HIV cases. But a new coalition between Parkland Hospital, the Dallas County criminal ...