Experience report of physics-informed neural networks in fluid simulations: pitfalls and frustration

Pi-Yueh Chuang, Lorena A. Barba

Though PINNs (physics-informed neural networks) are now deemed as a complement to traditional CFD (computational fluid dynamics) solvers rather than a replacement, their ability to…