Bond stress estimation of profiled steel-concrete in steel reinforced concrete composite structures using ensemble machine learning approaches

[1]  Jinjun Xu,et al.  Machine learning-based prediction of shear strength of steel reinforced concrete columns subjected to axial compressive load and seismic lateral load , 2023, Structures.

[2]  Gangfeng Yao,et al.  Deformation capacity of flexural-controlled SRC columns under lateral cyclic load , 2023, Soil Dynamics and Earthquake Engineering.

[3]  Yanchao Li,et al.  Experimental study on flexural behavior of partially precast high-strength steel reinforced ultra-high performance concrete beam , 2023, Engineering Structures.

[4]  C. Demartino,et al.  Interpretable machine-learning models for maximum displacements of RC beams under impact loading predictions , 2023, Engineering Structures.

[5]  Chen Wang,et al.  Machine learning (ML) based models for predicting the ultimate strength of rectangular concrete-filled steel tube (CFST) columns under eccentric loading , 2023, Engineering Structures.

[6]  Jennifer L. Bennett,et al.  Tensile Strength Prediction in Directed Energy Deposition Through Physics-Informed Machine Learning and Shapley Additive Explanations , 2023, Journal of Materials Processing Technology.

[7]  Jing Li,et al.  Innovative ANN hysteresis to predict hysteretic performance of composite reinforced concrete beam , 2023, Adv. Eng. Softw..

[8]  Xinyu Zhao,et al.  Prediction of ultimate condition of FRP-confined recycled aggregate concrete using a hybrid boosting model enriched with tabular generative adversarial networks , 2023, Thin-Walled Structures.

[9]  P. S. Palar,et al.  Enhancing the explainability of regression-based polynomial chaos expansion by Shapley additive explanations , 2022, Reliab. Eng. Syst. Saf..

[10]  Zeyang Sun,et al.  Flexural behavior of concrete beams reinforced by partially unbonded steel-FRP composite bars , 2022, Engineering Structures.

[11]  Yuqing Liu,et al.  Explainable ensemble learning model for predicting steel section-concrete bond strength , 2022, Construction and Building Materials.

[12]  Bing Zhang,et al.  Axial Compressive Behaviour of Corroded Steel-Reinforced Concrete Columns Retrofitted with a Basalt Fibre-Reinforced Polymer-Ultrahigh Performance Concrete Jacket , 2022, Composite Structures.

[13]  Shen Yan,et al.  Behavior of multi-steel reinforced concrete columns with encased steel H-sections , 2022, Engineering Structures.

[14]  Fazal E. Jalal,et al.  Prediction of rapid chloride penetration resistance of metakaolin based high strength concrete using light GBM and XGBoost models by incorporating SHAP analysis , 2022, Construction and Building Materials.

[15]  Xia Yang,et al.  Compressive Performance of Steel-Reinforced Concrete Columns after exposure to high temperature , 2022, Journal of Building Engineering.

[16]  D. Sahoo,et al.  Performance of SRC column-RC beam joints under combined axial and cyclic lateral loadings , 2022, Engineering Structures.

[17]  U. Rathnayake,et al.  A novel approach to explain the black-box nature of machine learning in compressive strength predictions of concrete using Shapley additive explanations (SHAP) , 2022, Case Studies in Construction Materials.

[18]  M. A. Hariri-Ardebili,et al.  Coupling machine learning and stochastic finite element to evaluate heterogeneous concrete infrastructure , 2022, Engineering Structures.

[19]  H. Hwang,et al.  Assessment of punching shear strength of FRP-RC slab-column connections using machine learning algorithms , 2022, Engineering Structures.

[20]  Min Xu,et al.  Experimental and numerical research on seismic behavior and shear capacity of SRC column-RC beam composite joints , 2022, Journal of Building Engineering.

[21]  Zhengzhong Wang,et al.  The bond stress-slip full curve equation between the RAC and H-shaped: Experimental, theoretical and numerical simulation investigation , 2021, Construction and Building Materials.

[22]  C. Meng,et al.  Seismic behaviour of precast SRC beam-CFST column joints with cantilever beam splicing , 2021, Journal of Building Engineering.

[23]  Yuqing Liu,et al.  Shear transfer mechanism of perforated web connection for concrete encased steel structures , 2021, Engineering Structures.

[24]  Gang Wu,et al.  Shear behavior of hybrid seawater sea-sand concrete short beams reinforced with BFRP reinforcements , 2021, Engineering Structures.

[25]  Francisco J. Pallarés,et al.  Seismic vulnerability and resilience of steel-reinforced concrete (SRC) composite column buildings with non-seismic details , 2021 .

[26]  J. Xue,et al.  Experimental and numerical study on seismic performance of steel reinforced concrete spatial frame with irregular section columns , 2021 .

[27]  Min Xu,et al.  Experimental and numerical research on seismic performance of S-RC-SRC composite frame , 2021 .

[28]  Gang Hu,et al.  Implementing ensemble learning methods to predict the shear strength of RC deep beams with/without web reinforcements , 2021 .

[29]  G. Bai,et al.  Study on seismic performance of SRC special-shaped interior joints in NPP , 2021 .

[30]  Mohamed Elchalakani,et al.  Data-driven analysis on ultimate axial strain of FRP-confined concrete cylinders based on explicit and implicit algorithms , 2021, Composite Structures.

[31]  Seong-Hoon Hwang,et al.  Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach , 2020 .

[32]  J. Xue,et al.  Cyclic bond property of steel reinforced recycled concrete (SRRC) composite structure , 2020 .

[33]  Zhenyu Huang,et al.  Explicit neural network model for predicting FRP-concrete interfacial bond strength based on a large database , 2020 .

[34]  Chao Zhu,et al.  Numerical Study of Bond Slip between Section Steel and Recycled Aggregate Concrete with Full Replacement Ratio , 2020, Applied Sciences.

[35]  Yuqing Liu,et al.  Effect of concrete cover on the bond-slip behavior between steel section and concrete in SRC structures , 2019 .

[36]  W. Qu,et al.  Fatigue flexural analysis of concrete beams reinforced with hybrid GFRP and steel bars , 2019, Engineering Structures.

[37]  Zhongxian Liu,et al.  Experimental investigation on the cyclic behaviors of ultra-high-performance steel fiber reinforced concrete filled thin-walled steel tubular columns , 2019, Thin-Walled Structures.

[38]  Guosong Yang,et al.  Parametric sensitivity analysis and modelling of mechanical properties of normal- and high-strength recycled aggregate concrete using grey theory, multiple nonlinear regression and artificial neural networks , 2019, Construction and Building Materials.

[39]  Xiangjian Dong,et al.  Prediction of dynamic increase factor for steel fibre reinforced concrete using a hybrid artificial intelligence model , 2019, Engineering Structures.

[40]  Yong Yang,et al.  Experimental study on shear behavior of fire-damaged reinforced concrete T-beams retrofitted with prestressed steel straps , 2019, Construction and Building Materials.

[41]  T. Zhou,et al.  Experimental study on the bond behavior between H-shaped steel and engineered cementitious composites , 2019, Construction and Building Materials.

[42]  G. Bai,et al.  Experimental Study on Bond Behavior between Section Steel and RAC under Full Replacement Ratio , 2019, KSCE Journal of Civil Engineering.

[43]  Cheng-Cheng Chen,et al.  Behavior and shear strength of steel shape reinforced concrete deep beams , 2018, Engineering Structures.

[44]  Xuanding Wang,et al.  Hysteretic behavior and modified design of square TSRC columns with shear studs , 2018, Thin-Walled Structures.

[45]  L. Tong,et al.  Fatigue behavior of steel reinforced concrete (SRC) beams with different shear span-to-depth ratios , 2018, Engineering Structures.

[46]  Y. Yin,et al.  Experiment study on bond slip behavior between section steel and RAC in SRRC structures , 2018, Construction and Building Materials.

[47]  Bernd Bischl,et al.  Visualizing the Feature Importance for Black Box Models , 2018, ECML/PKDD.

[48]  J. Xue,et al.  Seismic response of steel reinforced concrete spatial frame with irregular section columns under earthquake excitation , 2018 .

[49]  U. Ebead,et al.  Different FRCM systems for shear-strengthening of reinforced concrete beams , 2017 .

[50]  Scott Lundberg,et al.  A Unified Approach to Interpreting Model Predictions , 2017, NIPS.

[51]  Z. Tao,et al.  Tests on the Steel–Concrete Bond Strength in Steel Reinforced Concrete (SRC) Columns After Fire Exposure , 2017 .

[52]  Jia-Liang Le,et al.  Simplified energy-based analysis of collapse risk of reinforced concrete buildings , 2016 .

[53]  Zongping Chen,et al.  Bond behavior of H-shaped steel embedded in recycled aggregate concrete under push-out loads , 2016 .

[54]  Tianqi Chen,et al.  XGBoost: A Scalable Tree Boosting System , 2016, KDD.

[55]  Tao Yu,et al.  Three-dimensional finite element analysis of reinforced concrete columns with FRP and/or steel confinement , 2015 .

[56]  Zongping Chen,et al.  Hysteretic behavior of special shaped columns composed of steel and reinforced concrete (SRC) , 2015, Earthquake Engineering and Engineering Vibration.

[57]  Yuliang Chen,et al.  Earthquake Damage Evaluation of T-Shaped SRC Composite Column-Steel Beams in 3D Connection Joints , 2015 .

[58]  Cheng-Tzu Thomas Hsu,et al.  Local bond–slip behavior between cold-formed metal and concrete , 2014 .

[59]  Gilles Louppe,et al.  Gradient Boosted Regression Trees in Scikit-Learn , 2014 .

[60]  Zhong Tao,et al.  Residual bond strength in steel reinforced concrete columns after fire exposure , 2012 .

[61]  Charles W. Roeder,et al.  Shear Connector Requirements for Embedded Steel Sections , 1999 .

[62]  Hao Wang,et al.  Investigation on axial compressive behavior of pentagonal section steel-reinforced concrete columns , 2023, Journal of Building Engineering.

[63]  Guifeng Zhao,et al.  Shear performance of high-strength friction-grip bolted shear connector in prefabricated steel–UHPC composite beams: Finite element modelling and parametric study , 2023, Case Studies in Construction Materials.

[64]  Yuliang Chen,et al.  Shear behavior of steel reinforced recycled aggregate concrete beams after exposure to elevated temperatures , 2022, Journal of Building Engineering.

[65]  J. Liew,et al.  Assessment of high-strength concrete encased steel composite columns subject to axial compression , 2020 .

[66]  Pei-feng Wu,et al.  Analytical model for predicting axial compressive behavior of steel reinforced concrete column , 2017 .

[67]  Che Shun-li EXPERIMENTAL STUDY ON BOND-SLIP BEHAVIOR BETWEEN SHAPED STEEL AND HSHP CONCRETE IN STEEL REINFORCED HSHP CONCRETE BEAMS , 2009 .

[68]  Y. Yong,et al.  Experiment study on bond slip behavior between section steel and concrete in SRC structures , 2005 .

[69]  L. Breiman Random Forests , 2001, Machine Learning.

[70]  Lin Yiyong,et al.  A REVIEW ON THE BOND-SLIP MECHANICAL BEHAVIORS OF SRC STRUCTURES , 2003 .

[71]  Zheng Shan-suo,et al.  EXPERIMENTAL STUDY OF BOND-SLIP PERFORMANCE BETWEEN STEEL AND CONCRETE IN SRC STRUCTURES , 2003 .

[72]  N M Hawkins,et al.  STRENGTH OF CONCRETE-ENCASED STEEL BEAMS , 1973 .