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Record W4405362641 · doi:10.1115/ipc2024-132127

Design Code Considerations for Pipeline Overbends

2024· article· en· W4405362641 on OpenAlexaff
Ryan Phillips, M. Martens, Shawn Thompson, J. Barrett

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Underground Structures
Canadian institutionsCentre For Cold Ocean Resources Engineering
Fundersnot available
KeywordsComputer sciencePipeline (software)Code (set theory)Programming language

Abstract

fetched live from OpenAlex

Abstract Pipeline overbends have significant design challenges and require additional consideration. The significant initial out-of-straightness created by an overbend increases the risk for upheaval buckling. Upheaval buckling can be combated during the design phase using wall thickness, burial depths and backfill specifications. The design requirements may vary depending on the design guidelines and methodologies applied. The soil uplift boundary condition drives a considerable amount of the cost. Better defining the uplift response can aid designers in selecting the appropriate methodology to implement. Potentially reducing pipe stresses and the need for additional mitigations. As allowable pipeline upward deformation limits generally exceed the yield displacement of the backfill the residual soil uplift resistance should be considered in overbend design including upheaval buckling. This becomes a large strain problem that many analyses do not consider. The use of DnV backfill resistance guidelines provides more uplift resistance in drained soils than those provided by the currently applied ALA & PRCI guidelines. These DnV guidelines have been extensively validated for low cover to pipeline diameter ratios, and properly account for both soil weight and its shear resistance. These equations can then be utilized to provide a more accurate representation of actual response conditions, resulting in a more economical design.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.016
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0160.003

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 head0.025
GPT teacher head0.243
Teacher spread0.218 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreMethods

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

Citations0
Published2024
Admission routes1
Has abstractyes

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