ArticleScientific reports2025
Calculation of hydrogen dispersion in cushion gases using machine learning.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
4 citing papers in PubMed.
- Machine learning-based prediction of well performance parameters for wellhead choke flow optimization.Scientific reports · 2025Article
- Machine learning models for the prediction of hydrogen solubility in aqueous systems.Scientific reports · 2025Article
- Enhanced water saturation estimation in hydrocarbon reservoirs using machine learning.Scientific reports · 2025Article
- Machine learning analysis of COScientific reports · 2025Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Hydrogen storage is a crucial technology for ensuring a sustainable energy transition. Underground Hydrogen Storage (UHS) in depleted hydrocarbon reservoirs, aquifers, and salt caverns provides a viable large-scale solution. However, hydrogen dispersion in cushion gases such as nitrogen (N
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Registered trials
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