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Record W2098086366 · doi:10.2166/aqua.2013.213

Influence of porous media on intrusion rate into water distribution pipes

2013· article· en· W2098086366 on OpenAlexaffabout
Yan Yang, Tuqiao Zhang, David Z. Zhu

Bibliographic record

VenueJournal of Water Supply Research and Technology—AQUA · 2013
Typearticle
Languageen
FieldEngineering
TopicWater Systems and Optimization
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsIconCitationArchitectureChinaDownloadZhàngComputer scienceLibrary scienceArt historyWorld Wide WebGeographyHistoryArchaeology

Abstract

fetched live from OpenAlex

Research Article| October 08 2013 Influence of porous media on intrusion rate into water distribution pipes Yan Yang; Yan Yang 1College of Civil Engineering and Architecture, Zhejiang University, A810 Anzhong Building, Hangzhou 310058, China Search for other works by this author on: This Site PubMed Google Scholar Tuqiao Zhang; Tuqiao Zhang 2College of Civil Engineering and Architecture, Zhejiang University, A511 Anzhong Building, Hangzhou, 310058, China Search for other works by this author on: This Site PubMed Google Scholar David Z. Zhu David Z. Zhu 3College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, 310058, China and Department of Civil and Environmental Engineering, University of Alberta, Edmonton, AB, Canada T6G 2W2 E-mail: david.zhu@ualberta.ca Search for other works by this author on: This Site PubMed Google Scholar Journal of Water Supply: Research and Technology-Aqua (2014) 63 (1): 43–50. https://doi.org/10.2166/aqua.2013.213 Article history Received: June 12 2013 Accepted: September 03 2013 Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Share Icon Share MailTo Twitter LinkedIn Tools Icon Tools Cite Icon Cite Permissions Search Site Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsThis Journal Search Advanced Search Citation Yan Yang, Tuqiao Zhang, David Z. Zhu; Influence of porous media on intrusion rate into water distribution pipes. Journal of Water Supply: Research and Technology-Aqua 1 February 2014; 63 (1): 43–50. doi: https://doi.org/10.2166/aqua.2013.213 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex Untreated water can intrude into water distribution systems through pipe leaks and cracks when negative pressure events occur inside drinking water pipelines. The orifice equation is typically used for calculation of intrusion flow rate, which ignores the impact of the soil surrounding the pipeline. This paper presents the results of an experimental study on the effect of porous media surrounding pipelines and the flow Reynolds number on intrusion flow rate for a circular orifice. The porous media, orifice size, and flow regime affect the discharge coefficient of the orifice equation. A new expression was suggested for predicting the intrusion flow rate. A discontinuity in the discharge coefficient was also found at a large Reynolds number. The effect of the pipe curvature on the discharge coefficient was found to be insignificant. contaminant intrusion, discharge coefficient, orifice equation, porous media, water distribution system This content is only available as a PDF. © IWA Publishing 2014 You do not currently have access to this content.

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)0.001
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: Empirical
Teacher disagreement score0.030
Threshold uncertainty score0.291

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.009
GPT teacher head0.230
Teacher spread0.221 · 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

Citations14
Published2013
Admission routes2
Has abstractyes

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