#gas networks

Accelerating gas-network feasibility screening with a physics-informed graph neural network surrogate

Dongrui Jiang, Jochen Garcke, Okan Akca +4

The paper presents a physics‑informed graph neural network that quickly predicts steady‑state pressures and flows in large gas networks while enforcing mass‑balance, enabling rapid…