Selected machine learning approaches for predicting the interfacial bond strength between FRPs and concrete

Multi-objective mixture design of cemented paste backfill using particle swarm optimisation algorithm

(2020) Ehsan Sadrossadat et al.   MINERALS ENGINEERING

Estimating Punching Shear Capacity of Steel Fibre Reinforced Concrete Slabs Using Sequential Piecewise Multiple Linear Regression and Artificial Neural Network

(2019) Nhat-Duc Hoang   MEASUREMENT

A generic non-linear bond-slip model for CFRP composites bonded to concrete substrate using EBR and EBROG techniques

(2019) Mohsen Heydari Mofrad et al.   COMPOSITE STRUCTURES

Prediction of dynamic increase factor for steel fibre reinforced concrete using a hybrid artificial intelligence model

(2019) Lei Yang et al.   ENGINEERING STRUCTURES

Repair and strengthening of shear-deficient reinforced concrete beams using Carbon Fiber Reinforced Polymer

(2019) Abdul Saboor Karzad et al.   COMPOSITE STRUCTURES

Prediction of shear strength and behavior of RC beams strengthened with externally bonded FRP sheets using machine learning techniques

(2019) Omar R. Abuodeh et al.   COMPOSITE STRUCTURES

Evaluation of the seismic performance of reinforced concrete frames strengthened with CFRP fabric and NSM bars

(2018) Elias I. Saqan et al.   COMPOSITE STRUCTURES

Optimal Hyper-Parameter Tuning of SVM Classifiers With Application to Medical Diagnosis

(2018) Alfonso Rojas-Dominguez et al.   IEEE Access

Experimental and analytical study on CFRP strips-to-concrete bonded joints using EBROG method

(2018) Niloufar Moshiri et al.   COMPOSITES PART B-ENGINEERING

Image Processing and Machine Learning to investigate fibre distribution on fibre-reinforced shotcrete Round Determinate Panels

(2018) Mirko Manca et al.   CONSTRUCTION AND BUILDING MATERIALS

Experimental Investigation of Bond between Near-Surface-Mounted CFRP Strips and Concrete under Freeze-Thawing Cycling

(2018) Hui Peng et al.   JOURNAL OF AEROSPACE ENGINEERING

Effect of direct service temperature exposure on the bond behavior between advanced composites and CMU using NSM and EB techniques

(2018) Zuhair Al-Jaberi et al.   COMPOSITE STRUCTURES

Autonomous concrete crack detection using deep fully convolutional neural network

(2018) Cao Vu Dung et al.   AUTOMATION IN CONSTRUCTION

Empirical FRP-Concrete Bond Strength Model for Externally Bonded Reinforcement on Grooves

(2018) Amirreza Moghaddas et al.   JOURNAL OF COMPOSITES FOR CONSTRUCTION

Multiple predicting K-fold cross-validation for model selection

(2017) Yoonsuh Jung   JOURNAL OF NONPARAMETRIC STATISTICS

The prediction of ultimate pure bending moment of concrete-filled steel tubes by adaptive neuro-fuzzy inference system (ANFIS)

(2017) Hakan Basarir et al.   NEURAL COMPUTING & APPLICATIONS

Parametric methods for comparing the performance of two classification algorithms evaluated by k-fold cross validation on multiple data sets

(2017) Tzu-Tsung Wong   PATTERN RECOGNITION

CFRP strengthening and rehabilitation of corroded steel pipelines under direct indentation

(2017) Mohamed Elchalakani et al.   THIN-WALLED STRUCTURES

Strengthening of mild steel struts using CFRP sheets subjected to uniform axial compression

(2017) Mohamed Elchalakani et al.   THIN-WALLED STRUCTURES

Prediction of interfacial fracture between concrete and fiber reinforced polymer (FRP) by using cohesive zone modeling

(2015) Kyoungsoo Park et al.   CEMENT & CONCRETE COMPOSITES

SUPPORT VECTOR MACHINES IN STRUCTURAL ENGINEERING: A REVIEW

(2015) Abdulkadir Çevik et al.   Journal of Civil Engineering and Management

Peeking Inside the Black Box: Visualizing Statistical Learning With Plots of Individual Conditional Expectation

(2015) Alex Goldstein et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Punching shear capacity estimation of FRP-reinforced concrete slabs using a hybrid machine learning approach

(2015) Duy-Thang Vu et al.   Structure and Infrastructure Engineering

Stacked Extreme Learning Machines

(2015) Hongming Zhou et al.   IEEE Transactions on Cybernetics

A finite-difference model with mixed interface laws for shear tests of FRP plates bonded to concrete

(2013) Pietro Carrara et al.   COMPOSITES PART B-ENGINEERING

Prediction of lightweight concrete strength by categorized regression, MLR and ANN

(2013) S. Tavakkol et al.   Computers and Concrete

A State-of-the-Art Review on Debonding Failures of FRP Laminates Externally Adhered to Concrete

(2012) Thomas H.-K. Kang et al.   International Journal of Concrete Structures and Materials

Interpretation of concrete dam behaviour with artificial neural network and multiple linear regression models

(2011) J. Mata   ENGINEERING STRUCTURES

Grooving as Alternative Method of Surface Preparation to Postpone Debonding of FRP Laminates in Concrete Beams

(2010) Davood Mostofinejad et al.   JOURNAL OF COMPOSITES FOR CONSTRUCTION

On shear bond strength of FRP-concrete structures

(2009) Yefei Wu et al.   ENGINEERING STRUCTURES