A New High Strength Drill Pipe Maximizing Safety and Performace in Low Temperature Enviornments
Bibliographic record
Abstract
Abstract Extreme low temperature and hostile drilling environments such as the "Arctic" are driving the industry to adapt their drilling programs to new challenges and to develop fit-for-purpose drilling string solutions. Proprietary arctic grades already exist for temperatures as low as −40°C. However, for high-strength drill pipe it is necessary to meet the drilling loads associated to temperatures conditions as low as −60°C. Arctic drilling is one of the most vivid examples of how the oil and gas industry is called upon to adapt to ever-increasing demand for energy resources. This evolution is driving the industry to develop suitable drill string solutions. VAM Drilling is at the forefront of these developments for these types of environments. The need for such drill pipe is derived from well topology constrains in active regions such as Russia, Eastern Europe, CIS, Alaska and Canadian. The underlying issues are not uniquely related to the service temperature of these tubulars but rather to the high risks associated with susceptible damages during ground transportation and surface handling and especially in "arctic" fields (permafrost). Controlling critical manufacturing parameters is a key factor to reach top of the range products. Steel microstructure, chemical composition, cleanliness and heat treatment process control are critical to achieve high impact toughness on high strength drill pipe. Controlling yield strength and hardness are instrumental to achieve the established product performance and allowing drilling contractors and operators to safety and efficiently drill in these environments. The paper presents the appropriate steel chemistries and manufacturing controlled processes required to meet safe operating industry standards and performance-driven drilling practices. This includes a range of parameters to be considered by managers and drilling engineers involved with specifications when planning wells and designing drilling products for low temperature environments.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".