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Record W4405361222 · doi:10.1115/ipc2024-132419

Practical Solutions for Mountainous Pipeline Construction: Mechanically Stabilized Earth Retaining Walls on a Western Canadian Transmission Pipeline Project

2024· article· en· W4405361222 on OpenAlexaffabout
J. Carlton Gartner, Alex Baumgard, Dave Gauthier, Taco Otten

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Soil Stabilization
Canadian institutionsBGC Engineering (Canada)
Fundersnot available
KeywordsPipeline (software)Transmission (telecommunications)Pipeline transportComputer scienceGeologyMarine engineeringPetroleum engineeringEngineeringMechanical engineeringTelecommunicationsOperating system

Abstract

fetched live from OpenAlex

Abstract Pipeline construction in various mountainous terrains presents unique challenges. When the deeper burial is needed for mitigating against geohazards, the conventional methods relying on shallow ditches can become impractical. Trenchless methods may not always be technically feasible or cost-effective. A transmission pipeline project in Western Canada encounters steep slopes, rocky terrains, and numerous environmental complexities. Narrow construction corridors across streams and gullies prone to geohazard risks pose additional intricacies to the design and pipeline construction. This paper presents two case studies from this project about application of Mechanically Stabilized Earth (MSE) retaining walls as an alternative solution to achieve the hydrotechnical and geotechnical dominant design intent for mitigating geohazard risks in challenging terrains. The first case study is on rocky ground. Concrete box culverts were installed beneath the MSE wall and the pipe at a creek crossing to convey surface water across the Right-of-Way (RoW) while maintaining a drivable forest road atop the pipeline. The second case study is on steep and colluvium mantled hillside slopes. The design incorporated a combination of culverts, headwalls, concrete swales, and riprap armoring to mitigate the potential scour from debris slides and flows. This paper presents practical tools and best practices of applying MSE retaining walls tailored to pipeline construction to resolve challenges in rugged terrains, promote a cost-effective engineering approach and minimize environmental impact. The presented case studies provide adaptable solutions to ensure the long-term integrity and resilience of pipelines in geohazard-prone landscapes.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.769
Threshold uncertainty score0.459

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.033
GPT teacher head0.274
Teacher spread0.241 · 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 designCase report
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
Published2024
Admission routes2
Has abstractyes

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