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Record W4409012472 · doi:10.1021/acsomega.4c11327

Experimental Study on the Sweep Patterns of CO<sub>2</sub> Flooding in Reservoirs with Interlayer Heterogeneity

2025· article· en· W4409012472 on OpenAlexaff
Jiangfei Wei, Y. H. Chen, Ming Gao, Weifeng Lv, Hongwei Yu, Yuan Gao, Xinliang Chen, Kesheng Tan, Yue Guan

Bibliographic record

VenueACS Omega · 2025
Typearticle
Languageen
FieldEngineering
TopicEnhanced Oil Recovery Techniques
Canadian institutionsPetro-Canada
FundersNational Key Research and Development Program of ChinaPetroChina Company Limited
KeywordsFlooding (psychology)GeologyMaterials scienceEnvironmental science

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide CO 2 flooding is widely applied in low-permeability reservoirs due to its good injectivity, miscibility with crude oil, and ability to diminish the interfacial tension and viscosity between oil and gas. However, strongly heterogeneous reservoirs can lead to phenomena such as fingering and gravity override during the displacement process, which significantly reduce the sweep area. To address this, this study systematically investigates the mechanisms influencing CO 2 miscible flooding sweep efficiency under interlayer heterogeneity using a 2D, three-layer, equally thick, heterogeneous visualized physical model. The study compares oil displacement efficiency under three injection-production strategies: sequential activation of high-, medium-, and low-permeability layers, simultaneous activation, and accelerated flooding (1.0 mL/min). High-speed imaging technology is used for real-time monitoring of the CO 2 front migration, revealing the dynamic coupling mechanism of gravity segregation and mass transfer. Experimental results show that at low injection rates (0.1 mL/min), gravity override leads to early gas cap formation at the top of the high-permeability layer, restricting the gas-phase sweep area. In contrast, high injection rates (1.0 mL/min) enhance horizontal displacement forces, suppressing override and increasing the sweep area in the high-permeability layer. Additionally, the migration of CO 2 from the low-permeability layer to the medium-permeability layer intensifies under gravity segregation, and its recovery is strongly influenced by injection rates. The simultaneous activation strategy significantly improves recovery in the medium-permeability layer through synergistic vertical mass transfer and horizontal pressure difference, achieving a total recovery of 85.47%, making it the optimal injection-production strategy. This study provides a theoretical basis for optimizing CO 2 flooding in interlayer heterogeneous reservoirs, emphasizing the critical role of injection-production rates and interlayer coupling effects on sweep efficiency.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.088
Threshold uncertainty score0.489

Codex and Gemma teacher scores by category

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)0.0000.000

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 head0.016
GPT teacher head0.271
Teacher spread0.255 · 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 teacher head, 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

Citations4
Published2025
Admission routes1
Has abstractyes

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