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Record W4394845394 · doi:10.1617/s11527-024-02343-9

Research on the flexural behavior of polypropylene fiber reinforced concrete beams with hybrid reinforcement of GFRP and steel bars

2024· article· en· W4394845394 on OpenAlexaff
Bingyan Wei, Weiwei Wu, Chao Wu, Jia He

Bibliographic record

VenueMaterials and Structures · 2024
Typearticle
Languageen
FieldEngineering
TopicStructural Behavior of Reinforced Concrete
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British Columbia
FundersNational Key Research and Development Program of ChinaChina Scholarship CouncilNational Natural Science Foundation of China
KeywordsMaterials sciencePolypropyleneFlexural strengthComposite materialDeflection (physics)PhysicsOptics

Abstract

fetched live from OpenAlex

Abstract To study the flexural behavior of glass fiber (GFRP) bars and steel bars hybrid reinforced polypropylene fiber concrete (Hybrid-PFRC) beams, one GFRP-PFRC beam, one Steel-PFRC beam, and five Hybrid-PFRC beams were designed and fabricated. The effects of the different area ratio ( $${{A_{f} } \mathord{\left/ {\vphantom {{A_{f} } {A_{s} }}} \right. \kern-0pt} {A_{s} }}$$ A f / A s ) of GFRP to steel bars and polypropylene fiber (PP) volume fraction on the flexural behavior of Hybrid-PFRC beams were investigated through experiments. The research results indicated that the Hybrid-PFRC beams’ load–deflection curves exhibited trilinear characteristics with specimen cracking and steel bars yielding as turning points. As $${{A_{f} } \mathord{\left/ {\vphantom {{A_{f} } {A_{s} }}} \right. \kern-0pt} {A_{s} }}$$ A f / A s increased, the flexural bearing capacity of Hybrid-PFRC beams increased, the deflection decreased, the crack spacing and width decreased, and the ductility decreased. The addition of PP did not significantly improve the flexural bearing capacity and cracking moment of Hybrid-PFRC beams, but it greatly enhanced the ductility of the beam. Moreover, PP had good advantages in controlling crack propagation in the beam. The article also used the theoretical model to predict and analyze the flexural behavior of Hybrid-PFRC beams. When predicting the maximum crack width of Hybrid-PFRC beams, when PP is not added to the beam, the bonding coefficient k b should be greater than 1.4; When PP is added to the beam, it is recommended that the bonding coefficient k b should not exceed 1.4.

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)0.000
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 score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

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)0.0010.000

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 head0.021
GPT teacher head0.270
Teacher spread0.248 · 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

Citations10
Published2024
Admission routes1
Has abstractyes

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