works on
energy system planning 1feasibility screening 1gas networks 1graph neural networks 1physics-informed learning 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CE2026

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…