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Record W1530261350

The performance of FRP-strengthened concrete slabs in fire

2004· article· en· W1530261350 on OpenAlexfundvenueaboutno aff
Brea Williams, Luke Bisby, Mark F. Green, Venkatesh Kodur

Bibliographic record

VenueNPARC · 2004
Typearticle
Languageen
FieldEngineering
TopicStructural Behavior of Reinforced Concrete
Canadian institutionsnot available
FundersGovernment of Canada
KeywordsFibre-reinforced plasticForensic engineeringGeotechnical engineeringGeologyFire resistanceStructural engineeringEngineeringMaterials scienceComposite material
DOInot available

Abstract

fetched live from OpenAlex

Continuing advances in the manufacturing techniques and performance of fibre-reinforced polymer (FRP) materials have allowed FRPs to move from playing a secondary role in civil infrastructure to one that is a genuinely feasible construction alternative. With a wider database of knowledge and established methods for prediction of fire endurance, applications of FRP materials can expand into interior building applications, where fire is a critical concern. An on-going research program at Queen's University and the National Research Council of Canada (NRC) aims to evaluate the behaviour of FRP-strengthened members at high temperature, and to recommend design guidelines for safe use of FRP in buildings. Experimental studies were conducted to evaluate the heat transfer behaviour of small-scale concrete slabs strengthened with FRP sheets and insulated with a unique two-component fire protection system. The slabs were subjected to a standard ASTM E119 fire and their overall behaviour was observed. The thickness of the insulation was previously established as a parameter vital to the fire endurance of FRP-strengthened reinforced concrete members. Thus, the insulation thickness was varied to study its ability to maintain low temperatures at the FRP bondline, which are critical to preventing delamination of FRP and insulation. A finite difference model was developed to predict temperatures throughout the insulation, FRP and concrete during fire exposure. Model predictions were compared against test data in an effort to validate the model. Both experimental and analytical data are promising in that they indicate that appropriately insulated FRP-strengthened concrete slabs can provide adequate fire performance.

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: Empirical
Teacher disagreement score0.096
Threshold uncertainty score0.320

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 head0.006
GPT teacher head0.200
Teacher spread0.193 · 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
Published2004
Admission routes3
Has abstractyes

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