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Record W4412754983 · doi:10.11159/iccste25.365

Experimental Study and Theoretical Analysis on the Flexural Performance of High Modulus HFRP Reinforced Concrete Beams during Normal Usestage

2025· article· en· W4412754983 on OpenAlexvenueno aff
Pu Zhang, Xinzheng Lu, Pan Lu, Shamim A. Sheikh

Bibliographic record

VenueProceedings of the International Conference on Civil, Structural and Transportation Engineering · 2025
Typearticle
Languageen
FieldEngineering
TopicStructural Behavior of Reinforced Concrete
Canadian institutionsnot available
Fundersnot available
KeywordsFlexural strengthMaterials scienceStructural engineeringComposite materialModulusReinforced concreteEngineering

Abstract

fetched live from OpenAlex

Low-modulus FRP bars used to reinforce concrete structures tend to result in wide cracks and large deflections during the service stage, significantly impacting the structure's usability and safety.This limitation has hindered the widespread application of such materials in engineering.To address this issue, this study investigates the factors affecting the flexural performance of concrete beams reinforced with high-modulus HFRP bars during the service stage.Through four-point bending tests on 3 beams reinforced with singletype FRP bars and 10 beams reinforced with high-modulus HFRP bars, the study analyzes the effects of bar material type, hybrid ratio, reinforcement ratio, and concrete strength grade on the failure mode, crack width, and deflection of high-modulus HFRP-reinforced concrete beams during the service stage.The test results indicate that, compared to beams reinforced with single low-modulus FRP bars, the increased modulus of elasticity brought by fiber hybridization effectively suppresses deflection and crack development in highmodulus HFRP-reinforced concrete beams during the service stage.The findings of this study provide guidance for the design and development of high-modulus HFRP-reinforced concrete beams.

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)0.000
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: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0020.000

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 head0.007
GPT teacher head0.216
Teacher spread0.209 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueProceedings of the International Conference on Civil, Structural and Transportation EngineeringSame topicStructural Behavior of Reinforced ConcreteFrench-language works237,207