Hi Asif,
In my understanding you want to solve a partial differential equation using Physics Informed Neural Networks (PINNs), I suggest checking out the guide on solving Burger's Equation with PINNs available on MathWorks site:
It’s a practical example that should help clarify the process.
Hope this helps!
Thanks