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Record W2320020346 · doi:10.1061/41069(360)49

Leak Detection Survey for a Large Diameter Water Transmission Main: City of Calgary

2009· article· en· W2320020346 on OpenAlexaboutno aff
Blair Dancer, Myron Shenkiryk, Stewart Day

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicWater Systems and Optimization
Canadian institutionsnot available
Fundersnot available
KeywordsLeakPipeline transportPipeline (software)Leak detectionMarine engineeringPort (circuit theory)Environmental scienceEngineeringElectrical engineeringMechanical engineeringEnvironmental engineering

Abstract

fetched live from OpenAlex

In March of 2008 the City of Calgary Water Services Department contacted Pure Technologies for assistance in finding a leak in a water pipeline under a busy 4 lane road. Pure Technologies agreed to survey the line utilizing the SmartBall technology, an innovative leak detection technology for larger diameter water and waste water pipelines. The length of the survey was 2040 feet. The pipeline was a concrete pressure line 48 inches in diameter. The pipeline was installed in 1974. Within hours after the inspection the City of Calgary was notified of the location of the 34 gal/min leak. The location and approximate size of the leak was verified by City crews before repairs were made. The free-swimming acoustic leak detection tool demonstrated an ability to successfully identify and locate leaks in larger diameter transmission pipelines. The device was inserted into a fully operational pipeline. A 4 inch diameter access port was required for both insertion and retrieval of the device. Because the device traveled in the pressurized water column and passed directly adjacent to the leak, it clearly and distinctly identified the noise signature created by each leak. The position of the inspection tool was tracked by receivers from the surface - the position and location of the device known at all time. The recorded data allowed for correlation of any identified leak with the position of the device in the pipeline. This paper will summarize the field performance of the free swimming acoustic device utilized by the City of Calgary for the leak detection survey.

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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.923
Threshold uncertainty score0.192

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 head0.013
GPT teacher head0.202
Teacher spread0.188 · 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 designBench or experimental
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

Citations2
Published2009
Admission routes1
Has abstractyes

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