MétaCan
Menu
Back to cohort
Record W2067991419 · doi:10.2118/116223-ms

Directional Success in the Canadian Rockies: Dynamic Tools Enable Accurate Comparison of Drill Bit Designs

2008· article· en· W2067991419 on OpenAlexaboutno aff
Steven Barton, Russ Lockley

Bibliographic record

VenueSPE Annual Technical Conference and Exhibition · 2008
Typearticle
Languageen
FieldEngineering
TopicDrilling and Well Engineering
Canadian institutionsnot available
Fundersnot available
KeywordsDrill stringTorqueDrillingDrillDirectional drillingDrill bitRate of penetrationComputer scienceRotation (mathematics)BoreholeDrilling engineeringMeasurement while drillingEngineeringMechanical engineeringSimulationGeotechnical engineeringArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract A smooth torque response is widely regarded as one of the greatest challenges when drilling with a drill bit on a directional assembly. Aspects such as toolface control and stick-slip are both proportional to the torque generated by the bit, and by nature, fixed cutter (FC) drill bits are capable of generating high levels of torque. If large changes in downhole torque are produced while drilling, these will cause rotation of the drill string, and loss of toolface orientation. This results in inefficient drilling and increases risk of bit and downhole tool damage. This paper reviews the field performance of a number of drill bits within the Canadian Rockies on directional assemblies. Particular focus is placed on the torque response and its resultant effect on both the steerability and stability of the assembly. The analysis includes comparison of conventional FC drill bits and roller cone (RC) designs, and also documents performance of specific FC designs that are equipped with torque controlling features. These features, in combination with specific cutting structure layouts, are engineered to provide predictable torque response while being optimized for high rates of penetration. The bit designs also include a unique gauge geometry that was engineered to reduce drag and deliver improved borehole quality. The field performance review includes downhole dynamics data analysis. The recorder used gathers drilling dynamics data at a high frequency sample rate, enabling lateral stability and the variance in downhole rotation of the drill bit to be accurately determined. Evaluation between the different drill bit concepts revealed that use of FC designs with specific torque control features provided toolface control equal to or greater than a RC design. Steerability and stability were improved when compared directly to conventional fixed cutter designs, with resultant increase in penetration rates. Successful application has resulted in significant time and cost savings to operators.

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: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.113
Threshold uncertainty score0.984

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 head0.049
GPT teacher head0.272
Teacher spread0.223 · 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 designSimulation or modeling
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

Citations9
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueSPE Annual Technical Conference and ExhibitionSame topicDrilling and Well EngineeringFrench-language works237,207