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Record W4408927391 · doi:10.2118/226175-pa

Study of Simultaneous Hydrogen Gas Stream Purification and CO2 Storage in Coal Samples using an Experimentally Simulated Huff ’n’ Puff Scheme Combined with the Rate-Transient Analysis, Porosity, and Permeability Core Analysis Method

2025· article· en· W4408927391 on OpenAlexaffabout
Chengyao Song, Christopher R. Clarkson, Meldon B. Deglint, Amin Ghanizadeh, Michael S. Blinderman, Curtis Evans, Shimin Liu

Bibliographic record

VenueSPE Journal · 2025
Typearticle
Languageen
FieldEngineering
TopicCoal Properties and Utilization
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPorosityPermeability (electromagnetism)Petroleum engineeringTransient analysisTransient (computer programming)CoalHydrogenMaterials scienceNuclear engineeringMechanicsChemistryEnvironmental scienceGeologyComputer scienceWaste managementEngineeringComposite materialSteady state (chemistry)Physics

Abstract

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Summary Hydrogen (H2) production and storage are key strategies that enable the transition to low-carbon energy on a global scale. Steam methane reforming (SMR) is a common process for generating H2, but SMR produces carbon dioxide (CO2) as a byproduct, which needs to be separated from the gas mixture and sequestered to reduce the carbon footprint. One solution is to simultaneously purify the H2 component and permanently sequester CO2 by injecting mixtures of H2 and CO2 into depleted subsurface coal through an injection well and producing the gas mixtures through an offset production well. This process was recently simulated and verified experimentally using a coreflooding approach. In the current work, an experimentally simulated huff ’n’ puff (HNP) scheme is applied to evaluate the extent of H2 purification/CO2 storage that can be achieved. The rate-transient analysis, porosity, and permeability (RTAPK) method is also used to estimate permeability after each HNP cycle. In the current study, synthetic SMR gases were injected into a coal sample from the Mannville Formation of western Canada, allowed to soak, and produced from the coal sample. Two cycles of injection/equilibration/production of the synthetic SMR gas [volume percentages: 75% H2/15% CO2/10% methane (CH4)] were performed using RTAPK applied to the coal sample at reservoir temperature; a third cycle was implemented using the purified SMR gas after Cycle 2. For each cycle, the initial injection pressure was between 870 psi and 880 psi, followed by a soaking period of 30–150 hours. After the injection stage of Cycle 1, the gas composition stabilized to ~95% H2/2% CO2/3% CH4, demonstrating a simultaneous increase in H2 component free-gas concentration and decrease in CO2 and CH4 component concentrations. A similar result was obtained for Cycle 2. At the start of the production stage for Cycle 1, the produced gas was close to the equilibrated value, but at the end of this period, the produced gas composition was ~86% H2/6% CO2/8% CH4, indicating H2 concentrations were diluted due to the desorption of some CH4 and CO2 during production. A similar result was again obtained for Cycle 2 but with a somewhat different (suppressed in H2 composition) late-stage produced gas composition of ~81% H2/7% CO2/12% CH4. The late production-stage Cycle 2 gas stream was then reinjected to determine if H2 could be further purified (Cycle 3), but equilibrium compositions obtained after reinjection, and late-stage produced gas compositions, suggest that further purification was not possible. For Cycles 1–3, the amount of injected H2 that was recovered at the end of the production stage was approximately 20%, 38%, and 46%, respectively; the amount of injected CO2 stored was approximately 96%, 92%, and 79%, respectively. The permeability of the coal sample to H2, measured before SMR gas injection, was estimated to be ~0.03 md. However, after the SMR gas injection, the permeability of coal sample decreased to ~0.01 md. This proof-of-concept study using the RTAPK method demonstrates that simultaneous H2 purification and CO2 storage can be achieved through injection of H2/CO2/CH4-containing SMR gases into coal samples and subsequent production of the gas mixture.

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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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.028
GPT teacher head0.294
Teacher spread0.266 · 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 designBench or experimental
Domainnot available
GenreEmpirical

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".

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Citations5
Published2025
Admission routes2
Has abstractyes

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