Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
August 25, 2025InterPore journal.Open Access

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

View Full Paper
Ask AI
Bookmark
Share

Authors

ZHZhilei HanSaudi Aramco (United States)ZTZeeshan TariqAllama Iqbal Open UniversityBYBicheng YanNational Taiwan Normal University

Discussion

Loading...

Member takes

Implication

This approach integrates surrogate modeling and stochastic optimization to enhance underground hydrogen storage efficiency and net present value.

Key Points

  • The framework accelerates underground hydrogen storage optimization by achieving nearly 4878-fold speedup in computations, enabling efficient design.
  • Surrogate models trained using convolutional neural networks and bi-directional LSTM improve prediction accuracy while simplifying reservoir evaluations.
  • Stochastic optimization employing genetic algorithms is utilized to maximize net present value from underground hydrogen storage projects.
  • The proposed solution addresses complex geological properties, making it a viable method for sustainable energy infrastructure design.

Cite This Study

Han et al. (2025) studied this question.

synapsesocial.com/papers/68af7b2a7567bf4f94ff3213https://doi.org/10.69631/ipj.v2i3nr69
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Predicting ultimate hydrogen production and residual volume during cyclic underground hydrogen storage in porous media using machine learning2025
  2. 2Underground Hydrogen Storage in Saline Aquifers: A Simulation Case Study in the Midwest United States2026 · 1 citations
  3. 3Study on the calorific value change of withdrawal gas of hydrogen-enriched natural gas in depleted gas reservoir underground storage systems2025
  4. 4Repurposing a Depleted Gas Field for Underground Hydrogen Storage Using Surplus Wind Power2025
  5. 5Ensuring Safe Hydrogen Storage: Advanced Numerical Modelling of Caprock Integrity and Reservoir Geomechanics for Hydrogen Containment and Leakage Prevention2025