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Coupling Mechanism of THMC Fields in Crushed Soft Coal with Low Permeability after CO<sub>2</sub> Injection and Its Application in CO<sub>2</sub>-ECBM Technology

2024· article· en· W4393236040 on OpenAlexaff
Huihuang Fang, Shua Yu, Shiwen Zhang, Shuxun Sang, Jinran Guo, Zhangfei Wang, Xicheng Wang

Bibliographic record

VenueEnergy & Fuels · 2024
Typearticle
Languageen
FieldEngineering
TopicCoal Properties and Utilization
Canadian institutionsUniversity of Saskatchewan
FundersAnhui Provincial Key Research and Development PlanNatural Science Foundation of Anhui ProvinceNational Natural Science Foundation of China
KeywordsCoalPermeability (electromagnetism)Materials scienceCoupling (piping)ChemistryThermodynamicsMetallurgyWaste managementEngineeringPhysics

Abstract

fetched live from OpenAlex

During the CO 2 -ECBM process in crushed soft coal with low permeability (CSLP-Coal), the analysis of the fully coupled mechanism of the thermo-hydro-mechanical-chemical (THMC) fields is conducive to engineering promotion of CO 2 -ECBM technology. In this study, the CSLP-Coal in Huainan and Huaibei coalfields was taken as the research object; the fully coupled mathematical models of THMC fields were established; the effects of injection pressure, temperature, and initial permeability were studied; the evolution connotation of reservoir permeability was discussed; and the reaction mechanism of the chemical field was analyzed. The evaluation system of the CO 2 -ECBM project in CSLP-Coal was further established. The results show that the mathematical models of THMC fields are fully coupled during the CO 2 -ECBM process. Injection pressure, temperature, and initial permeability have great influence on the CO 2 -ECBM technology. The variation of reservoir permeability is mainly influenced by the effective stress effect and competitive adsorption effect of CH 4 /CO 2 . The formation of a geochemical reaction system with CH 4 /CO 2 -H 2 O-coal is conducive to the engineering popularization of the CO 2 -ECBM technology. Based on the three indexes, the evaluation system for the practical effectiveness of CO 2 -ECBM engineering in CSLP-Coal in Huainan and Huaibei coalfields can be constructed. This study has important theoretical and practical significance for improving the recovery efficiency of CH 4 and enhancing the ability of CO 2 storage in CSLP-Coal.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.004
Threshold uncertainty score0.008

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 studies0.0000.001
Scholarly communication0.0000.001
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 head0.005
GPT teacher head0.196
Teacher spread0.191 · 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".

Quick stats

Citations29
Published2024
Admission routes1
Has abstractyes

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