MétaCan
Menu
Back to cohort
Record W4416827923 · doi:10.1021/acsomega.5c09565

Interlayer Interference Analysis and Layered Development Strategy in CO <sub>2</sub> Miscible Flooding of Reverse-Rhythm Reservoirs

2025· article· en· W4416827923 on OpenAlexaff
Jiangfei Wei, Hongwei Yu, Ming Gao, Xiaoming Lang, Wanlu Liu, Hengfei Yin

Bibliographic record

VenueACS Omega · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicCO2 Sequestration and Geologic Interactions
Canadian institutionsPetro-Canada
FundersNational Key Research and Development Program of China
KeywordsWater floodingPermeability (electromagnetism)Interference (communication)Displacement (psychology)Flooding (psychology)Oil productionLayer (electronics)Enhanced oil recovery

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide To address the severe interlayer interference and insufficient sweep efficiency during CO 2 flooding in reverse-rhythm reservoirs, this study conducted miscible CO 2 flooding experiments using a self-designed three-layer heterogeneous two-dimensional (2D) visual physical model under two production schemes: sequential layered production and simultaneous layered production. Through image monitoring and a gas/oil ratio control system, the evolution characteristics of displacement front advancement, miscible layer expansion, and interlayer interference under different schemes were revealed. The results indicate that high-permeability layers tend to form gas channeling paths and exhibit a gravity override, which significantly suppresses oil recovery from medium- and low-permeability layers. In contrast, the simultaneous layered production scheme enables collaborative exploitation of multiple layers, significantly improving sweep efficiency and miscible layer continuity in lower-permeability layers and effectively mitigating interlayer interference. The overall oil recovery factor increased from 68.63 to 79.24%. Further analysis shows that shutting the production end of the high-permeability layer enhances vertical mass transfer of CO 2 and delays gas breakthrough, making the medium-permeability layer the dominant contributor to recovery. This study clarifies the controlling mechanisms of permeability contrast and gravitational differentiation on interlayer interference, confirms the crucial role of layered production in controlling displacement paths and enhancing oil recovery, and provides theoretical insights and engineering guidance for the development of CO 2 -EOR in reverse-rhythm reservoirs.

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 score0.050
Threshold uncertainty score0.480

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.019
GPT teacher head0.274
Teacher spread0.254 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueACS OmegaSame topicCO2 Sequestration and Geologic InteractionsFrench-language works237,207