Optimization study of production system based on the return rule of shale gas wells
Bibliographic record
Abstract
In view of the transformation of global energy structure and the importance of efficient shale gas extraction, a scientific and reasonable reentry strategy has a decisive impact on capacity release, reservoir protection and economic benefits. By establishing a fracturing fluid drainage model of shale gas fracture system and matrix system, the process of fracturing fluid drainage in the fracture system to the wellbore is clarified, and an empirical formula for the drainage pattern of gas wells is derived based on the relationship between the relative permeability of gas and water. Based on this, the optimal production system for various types of shale gas wells during the stable production period is calculated by using the field measurement data and wellhead throttling theoretical model in combination with the characteristics of different types of shale gas wells in terms of return and discharge to ensure that the production capacity is maximized and the reservoir energy is maintained, so as to realize the sustainable development of shale gas wells.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".