Me |

Deep Learning-Assisted Flash Calculations for Underground Hydrogen Storage

Mon, 01 Jun 2026 00:00:00 +0000

This work combines conventional thermodynamic flash calculations with deep-learning-assisted phase stability and initialization to improve computational efficiency for compositional underground hydrogen storage simulation.

A novel robust optimization framework based on surrogate modeling for underground hydrogen storage in depleted natural gas reservoirs

Mon, 25 Aug 2025 00:00:00 +0000

This work develops a surrogate-model-based robust optimization framework for underground hydrogen storage in depleted natural gas reservoirs, targeting computationally efficient evaluation of reservoir and operational uncertainty.

Numerical Simulation of Coupling Compositional Two-Phase Flow and Micro-Bio Reactive Transport in Underground Hydrogen Storage

Sat, 01 Mar 2025 00:00:00 +0000

This work develops a numerical framework coupling compositional two-phase flow with microbial reactive transport to investigate hydrogen loss and fluid-composition changes caused by subsurface microbial activity during underground hydrogen storage.