November 10, 2025BuildingsOpen Access

Experimental and Regression Modeling of Short-Term Flexural Behavior of Steel- and GFRP-Reinforced Early-Age Concrete Beams

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MKMuhammet Karabulut

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Overview

Experimental analysis reveals higher ductility in GFRP beams compared to steel beams under ultimate loads, suggesting better performance in early-age concrete.

Key Points

Brittle failure of steel-reinforced beams contrasts with the ductility observed in GFRP-reinforced counterparts, highlighting crucial performance differences.
Ultimate loads reached 87.46 kN in specific beam configurations, demonstrating significant load capacities of both reinforcement types.
Machine learning techniques predicted deflection values with 91.3% accuracy, indicating successful application of predictive models in structural assessments.
Findings underscore the advantages of GFRP in specific concrete strength categories, notably in enhancing deflection and structural resilience.

Cite This Study

Muhammet Karabulut (2025) studied this question.

synapsesocial.com/papers/69253a29c0ce034ddc357421 https://doi.org/10.3390/buildings15224049

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November 10, 2025BuildingsOpen Access

Experimental and Regression Modeling of Short-Term Flexural Behavior of Steel- and GFRP-Reinforced Early-Age Concrete Beams

View Full Paper

Ask AI

Bookmark

Authors

MKMuhammet Karabulut

Discussion

Member takes

Overview

Experimental analysis reveals higher ductility in GFRP beams compared to steel beams under ultimate loads, suggesting better performance in early-age concrete.

Key Points

Brittle failure of steel-reinforced beams contrasts with the ductility observed in GFRP-reinforced counterparts, highlighting crucial performance differences.
Ultimate loads reached 87.46 kN in specific beam configurations, demonstrating significant load capacities of both reinforcement types.
Machine learning techniques predicted deflection values with 91.3% accuracy, indicating successful application of predictive models in structural assessments.
Findings underscore the advantages of GFRP in specific concrete strength categories, notably in enhancing deflection and structural resilience.

Cite This Study

Muhammet Karabulut (2025) studied this question.

synapsesocial.com/papers/69253a29c0ce034ddc357421 https://doi.org/10.3390/buildings15224049

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