Damage identification using deep learning and long-gauge fiber Bragg grating sensors

A Data-Driven Damage Identification Framework Based on Transmissibility Function Datasets and One-Dimensional Convolutional Neural Networks: Verification on a Structural Health Monitoring Benchmark Structure

(2020) Tongwei Liu et al.   SENSORS

Detectability of Bridge-Structural Damage Based on Fiber-Optic Sensing through Deep-Convolutional Neural Networks

(2020) Sheng Li et al.   Journal of Bridge Engineering

Damage identification based on convolutional neural network and recurrence graph for beam bridge

(2020) Hao-xiang He et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Vibration‐based structural state identification by a 1‐dimensional convolutional neural network

(2019) Youqi Zhang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Convolutional Neural Network Approach for Robust Structural Damage Detection and Localization

(2019) Nur Sila Gulgec et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Damage detection in a novel deep-learning framework: a robust method for feature extraction

(2019) Tian Guo et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Deep Convolutional Neural Network-Based Structural Damage Localization and Quantification Using Transmissibility Data

(2019) Sergio Cofre-Martel et al.   SHOCK AND VIBRATION

Modal Strain Energy-Based Structural Damage Detection Using Convolutional Neural Networks

(2019) Shuai Teng et al.   Applied Sciences-Basel

Method of damage location determination based on a neural network using a single fiber Bragg grating sensor

(2019) Bangtian Xu et al.   APPLIED OPTICS

Structural health monitoring using extremely compressed data through deep learning

(2019) Mohsen Azimi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Damage detection and quantification in deck type arch bridges using vibration based methods and artificial neural networks

(2019) N. Jayasundara et al.   ENGINEERING FAILURE ANALYSIS

Structural damage detection using convolutional neural networks combining strain energy and dynamic response

(2019) Shuai Teng et al.   MECCANICA

Mechanical fault diagnosis using Convolutional Neural Networks and Extreme Learning Machine

(2019) Zhuyun Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

SHMnet: Condition assessment of bolted connection with beyond human-level performance

(2019) Tong Zhang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Damage detection in steel-concrete composite bridge using vibration characteristics and artificial neural network

(2019) Zhi Xin Tan et al.   Structure and Infrastructure Engineering

A data‐driven framework for near real‐time and robust damage diagnosis of building structures

(2019) Seyed Omid Sajedi et al.   Structural Control & Health Monitoring

A Machine Learning Approach for Structural Health Monitoring Using Noisy Data Sets

(2019) Ahmed Ibrahim et al.   IEEE Transactions on Automation Science and Engineering

Time-Frequency-Based Data-Driven Structural Diagnosis and Damage Detection for Cable-Stayed Bridges

(2018) Hong Pan et al.   Journal of Bridge Engineering

Laser Cladding-Based Metallic Embedding Technique for Fiber Optic Sensors

(2018) Tania Grandal et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Applications of neural network models for structural health monitoring based on derived modal properties

(2018) Chia-Ming Chang et al.   MEASUREMENT

1-D CNNs for structural damage detection: Verification on a structural health monitoring benchmark data

(2018) Osama Abdeljaber et al.   NEUROCOMPUTING

Impact localization on composite laminates using fiber Bragg grating sensors and a novel technique based on strain amplitude

(2018) Gang Zhao et al.   OPTICAL FIBER TECHNOLOGY

Research on FBG-Based CFRP Structural Damage Identification Using BP Neural Network

(2018) Xiangyi Geng et al.   Photonic Sensors

Vibration‐based structural condition assessment using convolution neural networks

(2018) Hamid Khodabandehlou et al.   Structural Control & Health Monitoring

Damage detection in structural systems utilizing artificial neural networks and proper orthogonal decomposition

(2018) Saeed Eftekhar Azam et al.   Structural Control & Health Monitoring

Pipeline leakage identification and localization based on the fiber Bragg grating hoop strain measurements and particle swarm optimization and support vector machine

(2018) Ziguang Jia et al.   Structural Control & Health Monitoring

A novel deep learning-based method for damage identification of smart building structures

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

Damage degree prediction method of CFRP structure based on fiber Bragg grating and epsilon-support vector regression

(2018) Shizeng Lu et al.   OPTIK

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

Deep learning

(2015) Yann LeCun et al.   NATURE

High-speed internal strain measurements in composite structures under dynamic load using embedded FBG sensors

(2010) Jeannot Frieden et al.   COMPOSITE STRUCTURES

Human Tracking Using Convolutional Neural Networks

(2010) Jialue Fan et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING