MétaCan
Menu
Back to cohort
Record W4412861255 · doi:10.1016/j.rser.2025.116156

Geomechanics of geological storage of hydrogen: Knowledge gaps and future directions

2025· article· en· W4412861255 on OpenAlexafffund
Seyed Mohammad Hosein Seyed Ghafouri, J. Younes, Giovanni Grasselli

Bibliographic record

VenueRenewable and Sustainable Energy Reviews · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicMethane Hydrates and Related Phenomena
Canadian institutionsUniversity of Toronto
FundersNatural Resources CanadaNatural Sciences and Engineering Research Council of CanadaCommission Géologique du CanadaEnergi Simulation
KeywordsGeomechanicsHydrogen storageGeologyHydrogenGeotechnical engineeringChemistry

Abstract

fetched live from OpenAlex

Underground hydrogen storage is critical for supporting the transition to renewable energy systems, addressing the intermittent nature of solar and wind power. Despite its promise as a carbon-neutral energy carrier, there remains limited understanding of the geomechanical behavior of subsurface reservoirs under hydrogen storage conditions. This knowledge gap is particularly significant for fast-cycling operations, which have yet to be implemented on a large scale. This review evaluates current knowledge on the geomechanics of underground hydrogen storage, focusing on risks and challenges in geological formations such as salt caverns, depleted hydrocarbon reservoirs, saline aquifers, and lined rock caverns. Laboratory experiments, field studies, and numerical simulations are synthesized to examine cyclic pressurization, induced seismicity, thermal stresses, and hydrogen-rock interactions. Notable challenges include degradation of rock properties, fault reactivation, micro-seismic activity in porous reservoirs, and mineral dissolution/precipitation caused by hydrogen exposure. While salt caverns are effective for low-frequency hydrogen storage, their behavior under fast-cyclic loading requires further investigation. Similarly, the mechanical evolution of porous and fractured reservoirs remains poorly understood. Key findings highlight the need for comprehensive geomechanical studies to mitigate risks and enhance hydrogen storage feasibility. Research priorities include quantifying cyclic loading effects on rock integrity, understanding hydrogen-rock chemical interactions, and refining operational strategies. Addressing these uncertainties is essential for enabling large-scale hydrogen integration into global energy systems and advancing sustainable energy solutions. This work systematically focuses on the geomechanical implications of hydrogen injection into subsurface formations, offering a critical evaluation of current studies and proposing a unified research agenda.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.006
Threshold uncertainty score0.019

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0020.006
Open science0.0020.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.007
GPT teacher head0.226
Teacher spread0.219 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations10
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueRenewable and Sustainable Energy ReviewsSame topicMethane Hydrates and Related PhenomenaFrench-language works237,207