Research graph
References from Machine learning models for predicting ultimate bond strength between UHPC and reinforcing steel bar. Local targets link to admitted publications; unresolved targets remain external evidence.
Experimental study of dynamic bond behaviour between corroded steel reinforcement and concrete
10.1016/j.conbuildmat.2022.129272 · 2022 · External reference
Bond of reinforcing bars to steel fiber reinforced concrete
10.1016/j.conbuildmat.2015.12.044 · 2016 · External reference
Durability of ultra-high performance concrete–A review
10.1016/j.conbuildmat.2020.119296 · 2020 · External reference
Preparation of ultra-high performance concrete with common technology and materials
10.1016/j.cemconcomp.2011.11.005 · 2012 · External reference
Application of ultra-high performance concrete in bridge engineering
10.1016/j.conbuildmat.2018.08.036 · 2018 · External reference
Exploring mechanical and durability properties of ultra-high performance concrete incorporating various steel fiber lengths and dosages
10.1016/j.conbuildmat.2014.11.017 · 2015 · External reference
Effects of steel fiber content and shape on mechanical properties of ultra high performance concrete
10.1016/j.conbuildmat.2015.11.028 · 2016 · External reference
Effect of steel fiber on the compressive performance and microstructure of ultra-high performance concrete at elevated temperatures
10.1016/j.conbuildmat.2024.136830 · 2024 · External reference
Mechanical properties of ultra-high-performance fiber-reinforced concrete: A review
10.1016/j.cemconcomp.2016.08.001 · 2016 · External reference
Performance evaluation of Ultrahigh performance fibre reinforced concrete–A review
10.1016/j.conbuildmat.2019.117152 · 2020 · External reference
Ultra-high performance concrete: Mix design, raw materials and curing regimes-A review
2023 · External reference
Selected machine learning approaches for predicting the interfacial bond strength between FRPs and concrete
10.1016/j.conbuildmat.2020.121456 · 2021 · External reference
Factors affecting bond development between Ultra High Performance Concrete (UHPC) and steel bar reinforcement
10.1016/j.conbuildmat.2017.03.091 · 2017 · External reference
Interpretable machine learning models for predicting the bond strength between UHPC and normal-strength concrete
2024 · External reference
Steel fiber–matrix interfacial bond in ultra-high performance concrete: A review
10.1016/j.eng.2021.11.019 · 2023 · External reference
Estimation of bond strength between UHPC and reinforcing bars using machine learning approaches
10.1016/j.engstruct.2022.114311 · 2022 · External reference
Advancing ultimate bond stress–slip model of UHPC structures through a novel hybrid machine learning approach
2024 · External reference
Modelling the interface bond strength of corroded reinforced concrete using hybrid machine learning algorithms
2023 · External reference
Interpretable and optimized TabNet-TPE for predicting bond strength in corroded reinforced concrete using a global database
10.1016/j.istruc.2025.109707 · 2025 · External reference
Forecasting ultimate bond strength between ribbed stainless steel bar and concrete using explainable machine learning algorithms
10.1108/mmms-09-2023-0298 · 2024 · External reference
Machine learning prediction and interpretability of bond strength in corroded reinforced concrete under high temperatures
2025 · External reference
Probabilistic prediction model of steel to concrete bond failure under high temperature by machine learning
10.1016/j.engfailanal.2022.106786 · 2022 · External reference
Prediction of high-temperature creep in concrete using supervised machine learning algorithms
10.1016/j.conbuildmat.2023.132828 · 2023 · External reference
Classification and prediction of deformed steel and concrete bond-slip failure modes based on SSA-ELM model
10.1016/j.istruc.2023.105131 · 2023 · External reference
Bond strength prediction of concrete-encased steel structures using hybrid machine learning method
10.1016/j.istruc.2021.04.018 · 2021 · External reference
Explainable machine learning-based prediction of pullout-based bond strength between steel rebar and steel fiber reinforced concrete
10.1016/j.conbuildmat.2025.143134 · 2025 · External reference
Intelligent structural design of composite concrete-encased steel columns based on hybrid machine learning and multiobjective optimization
10.1002/suco.70292 · 2026 · External reference
Development of data-driven prediction model for CFRP-steel bond strength by implementing ensemble learning algorithms
10.1016/j.conbuildmat.2021.124470 · 2021 · External reference
Data-driven estimates of the strength and failure modes of CFRP-steel bonded joints by implementing the CTGAN method
10.1016/j.engfracmech.2024.109962 · 2024 · External reference
Machine learning driven bond performance prediction between FRP bars and coral aggregate concrete
10.1016/j.conbuildmat.2024.137684 · 2024 · External reference
A machine learning model based on GAN-ANN data augmentation for predicting the bond strength of FRP-reinforced concrete under high-temperature conditions
10.1016/j.compstruct.2025.119321 · 2025 · External reference
Machine learning-based prediction of bond performance of FRP composite bars in concrete for marine composite structures
10.1016/j.compstruct.2025.119401 · 2025 · External reference
Bond behavior of staggered lap and anchored reinforcement in ultra-high performance concrete
10.1016/j.jobe.2025.114329 · 2025 · External reference
Bond behaviour of high-strength steel rebars in normal (NSC) and ultra-high performance concrete (UHPC)
2021 · External reference
Effect of concrete cover and embedment length on bond strength of steel reinforcement in UHPC: An experimental and numerical approach
2025 · External reference
Effects of the tensile properties of UHPC on the bond behavior
10.1016/j.conbuildmat.2023.131990 · 2023 · External reference
Experimental research on bond behaviour between high-strength steel bars and ultra-high-performance fibre-reinforced concrete
2023 · External reference
Experimental study of the bonding behavior between coarse aggregate ultra-high performance concrete and steel rebar
10.1016/j.engstruct.2023.116253 · 2023 · External reference
Experimental study on bond behavior of steel bar embedded in thin UHPC
2024 · External reference
Experimental study on the bond performance of deformed steel bar in ultrahigh performance concrete
2023 · External reference
Study on anchorage performance of reinforcing bars based on ultra-high-performance concrete
2019 · External reference
Unresolved reference
External reference
Bond behavior and reliability analysis of high-strength reinforcing bars and ultra-high-performance concrete
2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
Experimental study on bond performance between UHPC and steel bars
2023 · External reference
Bond-slip behavior of steel reinforced UHPC under flexure: Experiment and prediction
10.1016/j.cemconcomp.2022.104724 · 2022 · External reference
A reevaulation of test data on development length and splices
1977 · External reference
Bond behavior of deformed reinforcing bars embedded in ultra-high-performance concrete
2021 · External reference
Development length criteria
1992 · External reference
Experimental study on bond behavior of steel bar embedded in thin UHPC
2024 · External reference
Experimental Study on Bonding Performance Between Rebar and Coarse Aggregate Ultra-High Performance Concrete
2019 · External reference
Unresolved reference
External reference
Experimental study on the bond behavior between high-strength steel bars and reactive powder concrete
2014 · External reference
Experimental study on bond anchorage behavior between small-diameter high-strength steel strands and UHPC
2026 · External reference
Experimental study on the bond-slip constitutive relationship between ultra-high performance concrete and steel bars
2025 · External reference
Intelligent structural design of composite concrete-encased steel columns based on hybrid machine learning and multiobjective optimization
10.1002/suco.70292 · ExternalCitation · doi-reference
Preparation of ultra-high performance concrete with common technology and materials
10.1016/j.cemconcomp.2011.11.005 · ExternalCitation · doi-reference
Mechanical properties of ultra-high-performance fiber-reinforced concrete: A review
10.1016/j.cemconcomp.2016.08.001 · ExternalCitation · doi-reference
Bond-slip behavior of steel reinforced UHPC under flexure: Experiment and prediction
10.1016/j.cemconcomp.2022.104724 · ExternalCitation · doi-reference
A machine learning model based on GAN-ANN data augmentation for predicting the bond strength of FRP-reinforced concrete under high-temperature conditions
10.1016/j.compstruct.2025.119321 · ExternalCitation · doi-reference
Machine learning-based prediction of bond performance of FRP composite bars in concrete for marine composite structures
10.1016/j.compstruct.2025.119401 · ExternalCitation · doi-reference
Exploring mechanical and durability properties of ultra-high performance concrete incorporating various steel fiber lengths and dosages
10.1016/j.conbuildmat.2014.11.017 · ExternalCitation · doi-reference
Effects of steel fiber content and shape on mechanical properties of ultra high performance concrete
10.1016/j.conbuildmat.2015.11.028 · ExternalCitation · doi-reference
Bond of reinforcing bars to steel fiber reinforced concrete
10.1016/j.conbuildmat.2015.12.044 · ExternalCitation · doi-reference
Factors affecting bond development between Ultra High Performance Concrete (UHPC) and steel bar reinforcement
10.1016/j.conbuildmat.2017.03.091 · ExternalCitation · doi-reference
Application of ultra-high performance concrete in bridge engineering
10.1016/j.conbuildmat.2018.08.036 · ExternalCitation · doi-reference
Performance evaluation of Ultrahigh performance fibre reinforced concrete–A review
10.1016/j.conbuildmat.2019.117152 · ExternalCitation · doi-reference
Durability of ultra-high performance concrete–A review
10.1016/j.conbuildmat.2020.119296 · ExternalCitation · doi-reference
Selected machine learning approaches for predicting the interfacial bond strength between FRPs and concrete
10.1016/j.conbuildmat.2020.121456 · ExternalCitation · doi-reference
Development of data-driven prediction model for CFRP-steel bond strength by implementing ensemble learning algorithms
10.1016/j.conbuildmat.2021.124470 · ExternalCitation · doi-reference
Experimental study of dynamic bond behaviour between corroded steel reinforcement and concrete
10.1016/j.conbuildmat.2022.129272 · ExternalCitation · doi-reference
Effects of the tensile properties of UHPC on the bond behavior
10.1016/j.conbuildmat.2023.131990 · ExternalCitation · doi-reference
Prediction of high-temperature creep in concrete using supervised machine learning algorithms
10.1016/j.conbuildmat.2023.132828 · ExternalCitation · doi-reference
Effect of steel fiber on the compressive performance and microstructure of ultra-high performance concrete at elevated temperatures
10.1016/j.conbuildmat.2024.136830 · ExternalCitation · doi-reference
Machine learning driven bond performance prediction between FRP bars and coral aggregate concrete
10.1016/j.conbuildmat.2024.137684 · ExternalCitation · doi-reference
Explainable machine learning-based prediction of pullout-based bond strength between steel rebar and steel fiber reinforced concrete
10.1016/j.conbuildmat.2025.143134 · ExternalCitation · doi-reference
Steel fiber–matrix interfacial bond in ultra-high performance concrete: A review
10.1016/j.eng.2021.11.019 · ExternalCitation · doi-reference
Probabilistic prediction model of steel to concrete bond failure under high temperature by machine learning
10.1016/j.engfailanal.2022.106786 · ExternalCitation · doi-reference
Data-driven estimates of the strength and failure modes of CFRP-steel bonded joints by implementing the CTGAN method
10.1016/j.engfracmech.2024.109962 · ExternalCitation · doi-reference
Estimation of bond strength between UHPC and reinforcing bars using machine learning approaches
10.1016/j.engstruct.2022.114311 · ExternalCitation · doi-reference
Experimental study of the bonding behavior between coarse aggregate ultra-high performance concrete and steel rebar
10.1016/j.engstruct.2023.116253 · ExternalCitation · doi-reference
Bond strength prediction of concrete-encased steel structures using hybrid machine learning method
10.1016/j.istruc.2021.04.018 · ExternalCitation · doi-reference
Classification and prediction of deformed steel and concrete bond-slip failure modes based on SSA-ELM model
10.1016/j.istruc.2023.105131 · ExternalCitation · doi-reference
Interpretable and optimized TabNet-TPE for predicting bond strength in corroded reinforced concrete using a global database
10.1016/j.istruc.2025.109707 · ExternalCitation · doi-reference
Bond behavior of staggered lap and anchored reinforcement in ultra-high performance concrete
10.1016/j.jobe.2025.114329 · ExternalCitation · doi-reference
Forecasting ultimate bond strength between ribbed stainless steel bar and concrete using explainable machine learning algorithms
10.1108/mmms-09-2023-0298 · ExternalCitation · doi-reference