Machine learning–assisted drift capacity prediction models for reinforced concrete columns with shape memory alloy bars

A knowledge transfer enhanced ensemble approach to predict the shear capacity of reinforced concrete deep beams without stirrups

(2023) Hongrak Pak et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Explainable probabilistic deep learning framework for seismic assessment of structures using distribution‐free prediction intervals

(2023) Mohamed Noureldin et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A graph‐based method for quantifying crack patterns on reinforced concrete shear walls

(2023) Pedram Bazrafshan et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Modeling nonlinear flutter behavior of long‐span bridges using knowledge‐enhanced long short‐term memory network

(2023) Tao Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Multiclass seismic damage detection of buildings using quantum convolutional neural network

(2023) Sanjeev Bhatta et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Hybrid random aggregation model and Bayesian optimization‐based convolutional neural network for estimating the concrete compressive strength

(2023) Kai Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A data‐free, support vector machine‐based physics‐driven estimator for dynamic response computation

(2022) Huan Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Enhanced Multi-Strategy Particle Swarm Optimization for Constrained Problems with an Evolutionary-Strategies-Based Unfeasible Local Search Operator

(2022) Marco Martino Rosso et al.   Applied Sciences-Basel

Accurate prediction of concrete compressive strength based on explainable features using deep learning

(2022) Ziyue Zeng et al.   CONSTRUCTION AND BUILDING MATERIALS

Explainable machine learning model and reliability analysis for flexural capacity prediction of RC beams strengthened in flexure with FRCM

(2022) Tadesse G. Wakjira et al.   ENGINEERING STRUCTURES

Predicting Flexural Capacity of Ultrahigh-Performance Concrete Beams: Machine Learning–Based Approach

(2022) Roya Solhmirzaei et al.   JOURNAL OF STRUCTURAL ENGINEERING

Drift limit state predictions of rectangular reinforced concrete columns with superelastic shape memory alloy rebars

(2022) Chang Seok Lee et al.   Journal of Building Engineering

Buckling and ultimate load prediction models for perforated steel beams using machine learning algorithms

(2022) Vitaliy V. Degtyarev et al.   Journal of Building Engineering

Benchmark and Survey of Automated Machine Learning Frameworks

(2021) Marc-André Zöller et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

Implementing ensemble learning methods to predict the shear strength of RC deep beams with/without web reinforcements

(2021) De-Cheng Feng et al.   ENGINEERING STRUCTURES

Adaptive hysteretic model for reinforced concrete columns including variations in axial force and shear span length

(2021) Chang Seok Lee et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Failure mode identification of column base plate connection using data-driven machine learning techniques

(2021) Md. Asif Bin Kabir et al.   ENGINEERING STRUCTURES

Explainable machine learning models for punching shear strength estimation of flat slabs without transverse reinforcement

(2021) Sujith Mangalathu et al.   Journal of Building Engineering

Low-carbon joint scheduling in flexible open-shop environment with constrained automatic guided vehicle by multi-objective particle swarm optimization

(2021) Weihua Tan et al.   APPLIED SOFT COMPUTING

Phenomenological hysteretic model for superelastic NiTi shape memory alloys accounting for functional degradation

(2021) Chang Seok Lee et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Estimating the plastic hinge length of rectangular concrete columns reinforced with NiTi superelastic shape memory alloys

(2021) Chang Seok Lee et al.   ENGINEERING STRUCTURES

Interpretable XGBoost-SHAP Machine-Learning Model for Shear Strength Prediction of Squat RC Walls

(2021) De-Cheng Feng et al.   JOURNAL OF STRUCTURAL ENGINEERING

Seismic collapse safety and response modification factor of concrete frame buildings reinforced with superelastic shape memory alloy (SMA) rebar

(2021) Kader Newaj Siddiquee et al.   Journal of Building Engineering

Applicability of machine learning to a crack model in concrete bridges

(2020) Yuriko Okazaki et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Fire induced progressive collapse potential assessment of steel framed buildings using machine learning

(2020) Feng Fu   JOURNAL OF CONSTRUCTIONAL STEEL RESEARCH

Data-driven machine-learning-based seismic failure mode identification of reinforced concrete shear walls

(2020) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Performance assessment of prestressed concrete bridge girders using fiber optic sensors and artificial neural networks

(2020) Omid Khandel et al.   Structure and Infrastructure Engineering

Computational Hybrid Machine Learning Based Prediction of Shear Capacity for Steel Fiber Reinforced Concrete Beams

(2020) Hai-Bang Ly et al.   Sustainability

Seismic performance of shape memory alloy reinforced concrete moment frames under sequential seismic hazard

(2020) Emad Abraik   Structures

Machine learning model for predicting structural response of RC slabs exposed to blast loading

(2020) M.K. Almustafa et al.   ENGINEERING STRUCTURES

Efficient machine learning models for prediction of concrete strengths

(2020) Hoang Nguyen et al.   CONSTRUCTION AND BUILDING MATERIALS

Shear capacity prediction of slender reinforced concrete structures with steel fibers using machine learning

(2020) Oladimeji Benedict Olalusi et al.   ENGINEERING STRUCTURES

Optimization of University Course Scheduling Problem using Particle Swarm Optimization with Selective Search

(2019) Sk. Imran Hossain et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine learning aided durability and safety analyses on cementitious composites and structures

(2019) Yuguo Yu et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Proposed Updates to the ASCE 41 Nonlinear Modeling Parameters for Wide-Flange Steel Columns in Support of Performance-Based Seismic Engineering

(2019) Dimitrios G. Lignos et al.   JOURNAL OF STRUCTURAL ENGINEERING

Classification of in-plane failure modes for reinforced concrete frames with infills using machine learning

(2019) Honglan Huang et al.   Journal of Building Engineering

A machine learning approach based on multifractal features for crack assessment of reinforced concrete shells

(2019) Apostolos Athanasiou et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Classifying Earthquake Damage to Buildings Using Machine Learning

(2019) Sujith Mangalathu et al.   EARTHQUAKE SPECTRA

Machine Learning–Based Failure Mode Recognition of Circular Reinforced Concrete Bridge Columns: Comparative Study

(2019) Sujith Mangalathu et al.   JOURNAL OF STRUCTURAL ENGINEERING

Discrete Spider Monkey Optimization for Travelling Salesman Problem

(2019) M.A.H. Akhand et al.   APPLIED SOFT COMPUTING

Machine learning-based compressive strength prediction for concrete: An adaptive boosting approach

(2019) De-Cheng Feng et al.   CONSTRUCTION AND BUILDING MATERIALS

Classification of failure mode and prediction of shear strength for reinforced concrete beam-column joints using machine learning techniques

(2018) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Probabilistic seismic risk assessment of concrete bridge piers reinforced with different types of shape memory alloys

(2018) A.H.M. Muntasir Billah et al.   ENGINEERING STRUCTURES

Emerging artificial intelligence methods in structural engineering

(2018) Hadi Salehi et al.   ENGINEERING STRUCTURES

Computationally effective and accurate simulation of cyclic behaviour of old reinforced concrete columns

(2018) Chang Seok Lee et al.   ENGINEERING STRUCTURES

Artificial neural network based multi-dimensional fragility development of skewed concrete bridge classes

(2018) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Smart bacteria-foraging algorithm-based customized kernel support vector regression and enhanced probabilistic neural network for compaction quality assessment and control of earth-rock dam

(2018) Jiajun Wang et al.   EXPERT SYSTEMS

An effective algorithm for hyperparameter optimization of neural networks

(2017) G. I. Diaz et al.   IBM JOURNAL OF RESEARCH AND DEVELOPMENT

Neural Network, Machine Learning, and Evolutionary Approaches for Concrete Material Characterization

(2016) Mohammad H. Rafiei et al.   ACI MATERIALS JOURNAL

Calibration of Model to Simulate Response of Reinforced Concrete Beam-Columns to Collapse

(2016) Curt B. Haselton et al.   ACI STRUCTURAL JOURNAL

Plastic hinge length of shape memory alloy (SMA) reinforced concrete bridge pier

(2016) A.H.M. Muntasir Billah et al.   ENGINEERING STRUCTURES

Gravitational Search Algorithm and Its Variants

(2016) Nazmul Siddique et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Performance-Based Seismic Assessment of Superelastic Shape Memory Alloy-Reinforced Bridge Piers Considering Residual Deformations

(2016) Bipin Shrestha et al.   JOURNAL OF EARTHQUAKE ENGINEERING

Performance-Based Seismic Design of Shape Memory Alloy–Reinforced Concrete Bridge Piers. I: Development of Performance-Based Damage States

(2016) A. H. M. Muntasir Billah et al.   JOURNAL OF STRUCTURAL ENGINEERING

Performance-Based Seismic Design of Shape Memory Alloy–Reinforced Concrete Bridge Piers. I: Development of Performance-Based Damage States

(2016) A. H. M. Muntasir Billah et al.   JOURNAL OF STRUCTURAL ENGINEERING

Seismic Fragility Assessment of Concrete Bridge Pier Reinforced with Superelastic Shape Memory Alloy

(2015) A. H. M. Muntasir Billah et al.   EARTHQUAKE SPECTRA

On clarifying misconceptions when comparing variants of the Artificial Bee Colony Algorithm by offering a new implementation

(2015) Marjan Mernik et al.   INFORMATION SCIENCES

Harmony Search Algorithm and its Variants

(2015) Nazmul Siddique et al.   INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE

Reinforcing NiTi Superelastic SMA for Concrete Structures

(2015) Mostafa Tazarv et al.   JOURNAL OF STRUCTURAL ENGINEERING

Advanced materials for control of post-earthquake damage in bridges

(2015) Kshitij C Shrestha et al.   Smart Materials and Structures

Parametric study of seismic performance of super-elastic shape memory alloy-reinforced bridge piers

(2015) Bipin Shrestha et al.   Structure and Infrastructure Engineering

Reinforcing NiTi Superelastic SMA for Concrete Structures

(2015) Mostafa Tazarv et al.   JOURNAL OF STRUCTURAL ENGINEERING

Seismic Performance of Precast Columns with Mechanically Spliced Column-Footing Connections

(2015) Zachary B. Haber et al.   ACI STRUCTURAL JOURNAL

Grey Wolf Optimizer

(2014) Seyedali Mirjalili et al.   ADVANCES IN ENGINEERING SOFTWARE

Water Drop Algorithms

(2014) Nazmul Siddique et al.   International Journal on Artificial Intelligence Tools

Spiral Dynamics Algorithm

(2014) Nazmul Siddique et al.   International Journal on Artificial Intelligence Tools

A survey on feature selection methods

(2013) Girish Chandrashekar et al.   COMPUTERS & ELECTRICAL ENGINEERING

Behavior and modeling of superelastic shape memory alloy reinforced concrete beams

(2013) Alaa Abdulridha et al.   ENGINEERING STRUCTURES

Drift-based and dual-parameter fragility curves for concentrically braced frames in seismic regions

(2013) Dimitrios G. Lignos et al.   JOURNAL OF CONSTRUCTIONAL STEEL RESEARCH

Seismic performance of concrete columns reinforced with hybrid shape memory alloy (SMA) and fiber reinforced polymer (FRP) bars

(2011) A.H.M. Muntasir Billah et al.   CONSTRUCTION AND BUILDING MATERIALS

Stress-Block Parameters for Unconfined and Confined Concrete Based on a Unified Stress-Strain Model

(2010) Madhu M. Karthik et al.   JOURNAL OF STRUCTURAL ENGINEERING

Deterioration Modeling of Steel Components in Support of Collapse Prediction of Steel Moment Frames under Earthquake Loading

(2010) Dimitrios G. Lignos et al.   JOURNAL OF STRUCTURAL ENGINEERING

Nonlinear Finite-Element Analysis Software Architecture Using Object Composition

(2009) Frank McKenna et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Extended ant colony optimization for non-convex mixed integer nonlinear programming

(2008) Martin Schlüter et al.   COMPUTERS & OPERATIONS RESEARCH

Analytical prediction of the seismic behaviour of superelastic shape memory alloy reinforced concrete elements

(2008) M.S. Alam et al.   ENGINEERING STRUCTURES