Typical advances of artificial intelligence in civil engineering

Physics-Based Graphics Models in 3D Synthetic Environments as Autonomous Vision-Based Inspection Testbeds

(2022) Vedhus Hoskere et al.   SENSORS

A Two-Stage Seismic Damage Assessment Method for Small, Dense, and Imbalanced Buildings in Remote Sensing Images

(2022) Yu Wang et al.   Remote Sensing

Jaya-based long short-term memory neural network for structural damage identification with consideration of measurement uncertainties

(2022) Zhenghao Ding et al.   International Journal of Structural Stability and Dynamics

Knowledge transfer for structural damage detection through re-weighted adversarial domain adaptation

(2022) Xiaoyou Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Unsupervised deep learning method for bridge condition assessment based on intra-and inter-class probabilistic correlations of quasi-static responses

(2022) Yang Xu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Deep Learning based Thermal Crack Detection on Structural Concrete Exposed to Elevated Temperature

(2021) Diana Andrushia A et al.   ADVANCES IN STRUCTURAL ENGINEERING

Intelligent crack detection based on attention mechanism in convolution neural network

(2021) Xiaoning Cui et al.   ADVANCES IN STRUCTURAL ENGINEERING

Multi-resolution topology optimization using adaptive isosurface variable grouping (MTOP-aIVG) for enhanced computational efficiency

(2021) Jaeeun Yoo et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A new level set based multi-material topology optimization method using alternating active-phase algorithm

(2021) Wei Sha et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

The 1st International Project Competition for Structural Health Monitoring (IPC-SHM, 2020): A summary and benchmark problem

(2021) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Structure‐PoseNet for identification of dense dynamic displacement and three‐dimensional poses of structures using a monocular camera

(2021) Jin Zhao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A self‐sparse generative adversarial network for autonomous early‐stage design of architectural sketches

(2021) Wenliang Qian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Synthetic environments for vision-based structural condition assessment of Japanese high-speed railway viaducts

(2021) Yasutaka Narazaki et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Efficient reliability analysis combining kriging and subset simulation with two-stage convergence criterion

(2021) Jiahui Chen et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Review of Bridge Structural Health Monitoring Aided by Big Data and Artificial Intelligence: From Condition Assessment to Damage Detection

(2020) Limin Sun et al.   JOURNAL OF STRUCTURAL ENGINEERING

Data-Driven Structural Health Monitoring and Damage Detection through Deep Learning: State-of-the-Art Review

(2020) Mohsen Azimi et al.   SENSORS

Attribute-based structural damage identification by few-shot meta learning with inter-class knowledge transfer

(2020) Yang Xu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Closing the gap towards super-long suspension bridges using computational morphogenesis

(2020) Mads Baandrup et al.   Nature Communications

BDD-Net: A General Protocol for Mapping Buildings Damaged by a Wide Range of Disasters Based on Satellite Imagery

(2020) Jinyuan Shao et al.   Remote Sensing

Structure‐aware 3D reconstruction for cable‐stayed bridges: A learning‐based method

(2020) Fangqiao Hu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Generative adversarial networks

(2020) Ian Goodfellow et al.   COMMUNICATIONS OF THE ACM

Stress constrained multi-material topology optimization with the ordered SIMP method

(2020) Shuzhi Xu et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Autonomous navigation of stratospheric balloons using reinforcement learning

(2020) Marc G. Bellemare et al.   NATURE

Machine learning paradigm for structural health monitoring

(2020) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Automatic seismic damage identification of reinforced concrete columns from images by a region-based deep convolutional neural network

(2019) Yang Xu et al.   Structural Control & Health Monitoring

Video-based multiscale identification approach for tower vibration of a cable-stayed bridge model under earthquake ground motions

(2019) Jin Zhao et al.   Structural Control & Health Monitoring

Advances in Computer Vision-Based Civil Infrastructure Inspection and Monitoring

(2019) Billie F. Spencer et al.   Engineering

The State of the Art of Data Science and Engineering in Structural Health Monitoring

(2019) Yuequan Bao et al.   Engineering

Structural crack detection using deep learning–based fully convolutional networks

(2019) Xiao-Wei Ye et al.   ADVANCES IN STRUCTURAL ENGINEERING

Bolt loosening detection based on audio classification

(2019) Yang Zhang et al.   ADVANCES IN STRUCTURAL ENGINEERING

A non-target structural displacement measurement method using advanced feature matching strategy

(2019) Chuan-Zhi Dong et al.   ADVANCES IN STRUCTURAL ENGINEERING

Deep leaf‐bootstrapping generative adversarial network for structural image data augmentation

(2019) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Data-driven interior plan generation for residential buildings

(2019) Wenming Wu et al.   ACM TRANSACTIONS ON GRAPHICS

Automated regional seismic damage assessment of buildings using an unmanned aerial vehicle and a convolutional neural network

(2019) Chen Xiong et al.   AUTOMATION IN CONSTRUCTION

Computer vision for SHM of civil infrastructure: From dynamic response measurement to damage detection – A review

(2018) Dongming Feng et al.   ENGINEERING STRUCTURES

A novel unsupervised deep learning model for global and local health condition assessment of structures

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

Surface fatigue crack identification in steel box girder of bridges by a deep fusion convolutional neural network based on consumer-grade camera images

(2018) Yang Xu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Fusion of satellite, aircraft, and UAV data for automatic disaster damage assessment

(2017) Mohammad Kakooei et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Giga-voxel computational morphogenesis for structural design

(2017) Niels Aage et al.   NATURE

Irregular architectural layout synthesis with graphical inputs

(2016) Hao Hua   AUTOMATION IN CONSTRUCTION

Multi-material topology optimization using ordered SIMP interpolation

(2016) Wenjie Zuo et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Target-free approach for vision-based structural system identification using consumer-grade cameras

(2016) Hyungchul Yoon et al.   Structural Control & Health Monitoring

Completely contactless structural health monitoring of real-life structures using cameras and computer vision

(2016) Tung Khuc et al.   Structural Control & Health Monitoring

High-Speed Tracking with Kernelized Correlation Filters

(2015) Joao F. Henriques et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Extracting full-field dynamic strain on a wind turbine rotor subjected to arbitrary excitations using 3D point tracking and a modal expansion technique

(2015) Javad Baqersad et al.   JOURNAL OF SOUND AND VIBRATION

Multimaterial topology optimization by volume constrained Allen–Cahn system and regularized projected steepest descent method

(2014) Rouhollah Tavakoli   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Connecting architecture and engineering through structural topology optimization

(2013) Lauren L. Beghini et al.   ENGINEERING STRUCTURES

Alternating active-phase algorithm for multimaterial topology optimization problems: a 115-line MATLAB implementation

(2013) Rouhollah Tavakoli et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A new efficient convergence criterion for reducing computational expense in topology optimization: reducible design variable method

(2012) Sun Yong Kim et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation

(2011) B. Echard et al.   STRUCTURAL SAFETY

Reducing dimensionality in topology optimization using adaptive design variable fields

(2009) James K. Guest et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A computational paradigm for multiresolution topology optimization (MTOP)

(2009) Tam H. Nguyen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Bi-directional evolutionary topology optimization of continuum structures with one or multiple materials

(2008) X. Huang et al.   COMPUTATIONAL MECHANICS