Fibre-optic sensor and deep learning-based structural health monitoring systems for civil structures: A review

Safety Monitoring of Bearing Replacement for a Concrete High-Speed Railway Bridge Based on Acoustic Emission

(2022) Fengbo Ma et al.   JOURNAL OF PERFORMANCE OF CONSTRUCTED FACILITIES

Assessment and visualization of performance indicators of reinforced concrete beams by distributed optical fibre sensing

(2021) Carlos G Berrocal et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Determination of elastoplastic properties of in-service pipeline steel based on backpropagation neural network and small punch test

(2021) Ming Song et al.   INTERNATIONAL JOURNAL OF PRESSURE VESSELS AND PIPING

Analysis of Long-Term Prestress Loss in Prestressed Concrete (PC) Structures Using Fiber Bragg Grating (FBG) Sensor-Embedded PC Strands

(2021) Sung-Tae Kim et al.   Applied Sciences-Basel

Distributed Optical Fiber Sensing System for Large Infrastructure Temperature Monitoring

(2021) Yongjun Wang et al.   IEEE Internet of Things Journal

External Corrosion Detection of Oil Pipelines Using Fiber Optics

(2020) Nader Vahdati et al.   SENSORS

Crack monitoring in reinforced concrete beams by distributed optical fiber sensors

(2020) Carlos G. Berrocal et al.   Structure and Infrastructure Engineering

Real-Time Detection of Ground Objects Based on Unmanned Aerial Vehicle Remote Sensing with Deep Learning: Application in Excavator Detection for Pipeline Safety

(2020) Lingxuan Meng et al.   Remote Sensing

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

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

The Location Monitoring of Fatigue Crack Damage by Using the Spectral Area Extracted from FBG Spectra

(2020) Yan Zhao et al.   SENSORS

Concrete Crack Monitoring Using a Novel Strain Transfer Model for Distributed Fiber Optics Sensors

(2020) Antoine Bassil et al.   SENSORS

Deep super resolution crack network (SrcNet) for improving computer vision–based automated crack detectability in in situ bridges

(2020) Hyunjin Bae et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Comparison of Non-Destructive Techniques for Technological Bridge Deflection Testing

(2020) Jacek Kwiatkowski et al.   Materials

Artificial Neural Network model to predict the flutter velocity of suspension bridges

(2020) Fabio Rizzo et al.   COMPUTERS & STRUCTURES

Pipeline Leak Detection Using Raman Distributed Fiber Sensor With Dynamic Threshold Identification Method

(2020) Yang Xu et al.   IEEE SENSORS JOURNAL

Fiber Bragg grating sensors for monitoring of physical parameters: a comprehensive review

(2020) Jasjot K. Sahota et al.   OPTICAL ENGINEERING

Vehicle Classification Based on FBG Sensor Arrays Using Neural Networks

(2020) Michal Frniak et al.   SENSORS

Distributed fiber sensor and machine learning data analytics for pipeline protection against extrinsic intrusions and intrinsic corrosions

(2020) Zhaoqiang Peng et al.   OPTICS EXPRESS

Deep Learning Based Vehicle Detection and Classification Methodology Using Strain Sensors under Bridge Deck

(2020) Rujin Ma et al.   SENSORS

Time-Frequency Distribution Map-Based Convolutional Neural Network (CNN) Model for Underwater Pipeline Leakage Detection Using Acoustic Signals

(2020) Yingchun Xie et al.   SENSORS

Automatic Crack Segmentation for UAV-Assisted Bridge Inspection

(2020) Yonas Zewdu Ayele et al.   Energies

Distributed Sensing (DOFS) in Reinforced Concrete members for reinforcement strain monitoring, crack detection and bond-slip calculation

(2020) Mattia Francesco Bado et al.   ENGINEERING STRUCTURES

Online acoustic emission source localization in concrete structures using iterative and evolutionary algorithms

(2020) Paresh Mirgal et al.   ULTRASONICS

Performance of swarm intelligence based chaotic meta-heuristic algorithms in civil structural health monitoring

(2020) Swagato Das et al.   MEASUREMENT

Characterization of an ORMOCER®-coated FBG sensor for relative humidity sensing

(2020) Jun-Yi Guo et al.   MEASUREMENT

Reinforcement Strains in Reinforced Concrete Tensile Members Recorded by Strain Gauges and FBG Sensors: Experimental and Numerical Analysis

(2019) Gintaris Kaklauskas et al.   SENSORS

Optimization of sensor placement for structural health monitoring: a review

(2019) Wieslaw Ostachowicz et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Aerospace-grade surface mounted optical fibre strain sensor for structural health monitoring on composite structures evaluated against in-flight conditions

(2019) Sidney Goossens et al.   Smart Materials and Structures

Deep Autoencoder Neural Networks for Short-Term Traffic Congestion Prediction of Transportation Networks

(2019) Sen Zhang et al.   SENSORS

Safety Monitoring of Buried Pipeline with Socket Joints Subjected to Ground Deformation Using MEMS Inclinometers

(2019) Suzhen Li et al.   Journal of Pipeline Systems Engineering and Practice

Predicting the principal strong ground motion parameters: A deep learning approach

(2019) Ali Derakhshani et al.   APPLIED SOFT COMPUTING

The Detection of the Pipe Crack Utilizing the Operational Modal Strain Identified from Fiber Bragg Grating

(2019) Zechao Wang et al.   SENSORS

Shear crack pattern identification in concrete elements via distributed optical fibre grid

(2019) Gerardo Rodriguez et al.   Structure and Infrastructure Engineering

Artificial Neural Network for Vertical Displacement Prediction of a Bridge from Strains (Part 1): Girder Bridge under Moving Vehicles

(2019) Hyun Su Moon et al.   Applied Sciences-Basel

Supervised Deep Learning in High Energy Phenomenology: a Mini Review

(2019) Murat Abdughani et al.   COMMUNICATIONS IN THEORETICAL PHYSICS

Fatigue performance of distributed optical fiber sensors in reinforced concrete elements

(2019) António Barrias et al.   CONSTRUCTION AND BUILDING MATERIALS

Deep Learning for Detecting Building Defects Using Convolutional Neural Networks

(2019) Husein Perez et al.   SENSORS

Estimation of vehicle-induced bridge dynamic responses using fiber Bragg grating strain gages

(2019) Feng Xiao et al.   SCIENCE PROGRESS

Automated detection of diabetic subject using pre-trained 2D-CNN models with frequency spectrum images extracted from heart rate signals

(2019) Ozal Yildirim et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Optical fiber sensors implementation for monitoring the early-age behavior of full-scale Timber-Concrete Composite slabs

(2019) Mohamed Cheikh Teguedy et al.   CONSTRUCTION AND BUILDING MATERIALS

Fiber Bragg Grating–Differential Settlement Measurement System for Bridge Displacement Monitoring: Case Study

(2019) Marco Bonopera et al.   Journal of Bridge Engineering

A review of railway infrastructure monitoring using fiber optic sensors

(2019) Cong Du et al.   SENSORS AND ACTUATORS A-PHYSICAL

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

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

Structural Building Damage Detection with Deep Learning: Assessment of a State-of-the-Art CNN in Operational Conditions

(2019) Francesco Nex et al.   Remote Sensing

Deep learning for data anomaly detection and data compression of a long‐span suspension bridge

(2019) FuTao Ni et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Convolutional neural networks for multi-class brain disease detection using MRI images

(2019) Muhammed Talo et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Monitoring corrosion of steel bars in reinforced concrete based on helix strains measured from a distributed fiber optic sensor

(2019) Liang Fan et al.   ENGINEERING STRUCTURES

A novel gas pipeline burst detection and localization method based on the FBG caliber-based sensor array

(2019) Jiajian Wang et al.   MEASUREMENT

Crack monitoring in historical masonry with distributed strain and acoustic emission sensing techniques

(2018) Els Verstrynge et al.   CONSTRUCTION AND BUILDING MATERIALS

Monitoring interstory drift in buildings under seismic loading using MEMS inclinometers

(2018) Shuang Hou et al.   CONSTRUCTION AND BUILDING MATERIALS

Optimal Deep Learning LSTM Model for Electric Load Forecasting using Feature Selection and Genetic Algorithm: Comparison with Machine Learning Approaches †

(2018) Salah Bouktif et al.   Energies

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

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

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

(2018) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

Structural damage identification based on autoencoder neural networks and deep learning

(2018) Chathurdara Sri Nadith Pathirage et al.   ENGINEERING STRUCTURES

Prediction of building damage induced by tunnelling through an optimized artificial neural network

(2018) S. Moosazadeh et al.   ENGINEERING WITH COMPUTERS

In-pipe fibre optic pressure sensor array for hydraulic transient measurement with application to leak detection

(2018) Jinzhe Gong et al.   MEASUREMENT

Fibre optic seismic sensor for down-well monitoring in the oil industry

(2018) Xiangge He et al.   MEASUREMENT

Leak detection of water distribution pipeline subject to failure of socket joint based on acoustic emission and pattern recognition

(2018) Suzhen Li et al.   MEASUREMENT

In situ monitoring of prestressed concrete using embedded fiber loop ringdown strain sensor

(2018) Maheshwar Ghimire et al.   MEASUREMENT

Fibre optic sensors for coal mine hazard detection

(2018) Tongyu Liu et al.   MEASUREMENT

Pipeline corrosion and leakage monitoring based on the distributed optical fiber sensing technology

(2018) Liang Ren et al.   MEASUREMENT

Investigation of measurability and reliability of adhesive-bonded built-in fiber bragg grating sensors on steel wire for bridge cable force monitoring

(2018) Rui Zheng et al.   MEASUREMENT

Recent developments in fibre optic shape sensing

(2018) Moe Amanzadeh et al.   MEASUREMENT

Statistical Analysis of Stress Signals from Bridge Monitoring by FBG System

(2018) et al.   SENSORS

Development of a High-Sensitivity Wireless Accelerometer for Structural Health Monitoring

(2018) Li Zhu et al.   SENSORS

Deformation Monitoring for Chinese Traditional Timber Buildings Using Fiber Bragg Grating Sensors

(2018) Ni-Lei Li et al.   SENSORS

Design and Evaluation of FBG-Based Tension Sensor in Laparoscope Surgical Robots

(2018) Renfeng Xue et al.   SENSORS

Computer vision and deep learning–based data anomaly detection method for structural health monitoring

(2018) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

Application of distributed optical fiber sensors for the health monitoring of two real structures in Barcelona

(2018) António Barrias et al.   Structure and Infrastructure Engineering

Short-term Load Forecasting with Deep Residual Networks

(2018) Kunjin Chen et al.   IEEE Transactions on Smart Grid

Application of Fiber Bragg Grating Sensing Technology for Bolt Force Status Monitoring in Roadways

(2018) Minfu Liang et al.   Applied Sciences-Basel

Pipeline Leak Localization Based on FBG Hoop Strain Sensors Combined with BP Neural Network

(2018) Ziguang Jia et al.   Applied Sciences-Basel

Research on New FBG Displacement Sensor and Its Application in Beijing Daxing Airport Project

(2018) Junlin Lv et al.   OPTIK

Fibre Bragg Grating Based Strain Sensors: Review of Technology and Applications

(2018) Carlo Campanella et al.   SENSORS

Data fusion approaches for structural health monitoring and system identification: Past, present, and future

(2018) Rih-Teng Wu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Image-based post-disaster inspection of reinforced concrete bridge systems using deep learning with Bayesian optimization

(2018) Xiao Liang   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep learning and its applications to machine health monitoring

(2018) Rui Zhao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Leak Detection in Water Pipes Using Submersible Optical Optic-Based Pressure Sensor

(2018) Leslie Wong et al.   SENSORS

Automated Vision-Based Detection of Cracks on Concrete Surfaces Using a Deep Learning Technique

(2018) Byunghyun Kim et al.   SENSORS

Strain and crack analysis within concrete members using distributed fibre optic sensors

(2018) Rafał Sieńko et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

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

A FBG based displacement transducer for small soil deformation measurement

(2018) Chengyu Hong et al.   SENSORS AND ACTUATORS A-PHYSICAL

Pipeline deformation monitoring using distributed fiber optical sensor

(2018) Shihai Zhang et al.   MEASUREMENT

Simultaneous measurement of pressure and temperature with a single FBG embedded in a polymer diaphragm

(2018) Arnaldo G. Leal-Junior et al.   OPTICS AND LASER TECHNOLOGY

Low Loss Polycarbonate Polymer Optical Fiber for High Temperature FBG Humidity Sensing

(2017) Getinet Woyessa et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Field Application of an Innovative Bridge Scour Monitoring System with Fiber Bragg Grating Sensors

(2017) X. Kong et al.   JOURNAL OF AEROSPACE ENGINEERING

Bridge-Deflection Estimation through Inclinometer Data Considering Structural Damages

(2017) W. Zhang et al.   Journal of Bridge Engineering

Novel Negative Pressure Wave-Based Pipeline Leak Detection System Using Fiber Bragg Grating-Based Pressure Sensors

(2017) Jiqiang Wang et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

A Review of Hybrid Fiber-Optic Distributed Simultaneous Vibration and Temperature Sensing Technology and Its Geophysical Applications

(2017) Khalid Miah et al.   SENSORS

Monitoring Concrete Deterioration Due to Reinforcement Corrosion by Integrating Acoustic Emission and FBG Strain Measurements

(2017) Weijie Li et al.   SENSORS

Use of an elasto-plastic model and strain measurements of embedded fibre Bragg grating sensors to detect Mode I delamination crack propagation in woven cloth (0/90) composite materials

(2017) Ayad Arab Kakei et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Using distributed optical fibre sensor to enhance structural health monitoring of a pipeline subjected to hydraulic transient excitation

(2017) Leslie Wong et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Evaluation of deep learning approaches based on convolutional neural networks for corrosion detection

(2017) Deegan J Atha et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Application of FBG Based Sensor in Pipeline Safety Monitoring

(2017) Tao Jiang et al.   Applied Sciences-Basel

Feature extraction and identification in distributed optical-fiber vibration sensing system for oil pipeline safety monitoring

(2017) Huijuan Wu et al.   Photonic Sensors

Pipeline leakage detection and isolation: An integrated approach of statistical and wavelet feature extraction with multi-layer perceptron neural network (MLPNN)

(2016) Morteza Zadkarami et al.   JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES

Design and Analysis of MEMS Comb Drive Capacitive Accelerometer for SHM and Seismic Applications

(2016) S. Kavitha et al.   MEASUREMENT

High performance MEMS accelerometers for concrete SHM applications and comparison with COTS accelerometers

(2016) S. Kavitha et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Review of Distributed Optical Fiber Sensors for Civil Engineering Applications

(2016) António Barrias et al.   SENSORS

Strain Modal Analysis of Small and Light Pipes Using Distributed Fibre Bragg Grating Sensors

(2016) Jun Huang et al.   SENSORS

Fiber Bragg grating based sensing system: Early corrosion detection for structural health monitoring

(2016) C.H. Tan et al.   SENSORS AND ACTUATORS A-PHYSICAL

Application of FBG sensors for geotechnical health monitoring, a review of sensor design, implementation methods and packaging techniques

(2016) Cheng-Yu Hong et al.   SENSORS AND ACTUATORS A-PHYSICAL

Real-Time Distributed Strain Monitoring of a Railway Bridge during Train Passage by Using a Distributed Optical Fiber Sensor Based on Brillouin Optical Correlation Domain Analysis

(2016) Hyuk-Jin Yoon et al.   Journal of Sensors

Fiber Bragg Grating Sensors-Based In Situ Monitoring and Safety Assessment of Loess Tunnel

(2016) Jinxing Lai et al.   Journal of Sensors

Dynamic strain measurement of hydraulic system pipeline using fibre Bragg grating sensors

(2016) Qiang Wang et al.   Advances in Mechanical Engineering

Embedded Damage Localization Subsystem Based on Elastic Wave Propagation

(2015) Tomasz Wandowski et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

An intelligent service matching method for mechanical equipment condition monitoring using the fibre Bragg grating sensor network

(2015) Fan Zhang et al.   Enterprise Information Systems

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

A non-contact FBG vibration sensor with double differential temperature compensation

(2015) Tianliang Li et al.   OPTICAL REVIEW

Novel Lissajous figure based location method for fiber-optic distributed disturbance sensor

(2015) Sheng Liang et al.   OPTIK

Fibre Optic Sensors for Structural Health Monitoring of Aircraft Composite Structures: Recent Advances and Applications

(2015) Raffaella Di Sante   SENSORS

Instrumentation on structural health monitoring systems to real world structures

(2015) Jun Teng et al.   Smart Structures and Systems

Improved location algorithm for multiple intrusions in distributed Sagnac fiber sensing system

(2014) He Wang et al.   OPTICS EXPRESS

Application of fiber Bragg grating based strain sensor in pipeline vortex-induced vibration measurement

(2014) Liang Ren et al.   Science China-Technological Sciences

Study on Dynamic Response Measurement of the Submarine Pipeline by Full-Term FBG Sensors

(2014) Jinghai Zhou et al.   TheScientificWorldJOURNAL

Crack classification in reinforced concrete beams with varying thicknesses by mean of acoustic emission signal features

(2013) M.A.A. Aldahdooh et al.   CONSTRUCTION AND BUILDING MATERIALS

Fiber Optic Strain Monitoring for Long-Term Evaluation of a Concrete Footbridge Under Extended Test Conditionss

(2013) Frederic Surre et al.   IEEE SENSORS JOURNAL

Review: optical fiber sensors for civil engineering applications

(2013) Christopher K. Y. Leung et al.   MATERIALS AND STRUCTURES

A simple analytical design approach based on computer aided analysis of bulk micromachined piezoresistive MEMS accelerometer for concrete SHM applications

(2013) S. Kavitha et al.   MEASUREMENT

Design and experimental study on FBG hoop-strain sensor in pipeline monitoring

(2013) Liang Ren et al.   OPTICAL FIBER TECHNOLOGY

Low-cost/high-reproducibility flexible sensor based on photonics for strain measuring

(2013) R.P. Rocha et al.   OPTICS AND LASER TECHNOLOGY

A Wireless MEMS-Based Inclinometer Sensor Node for Structural Health Monitoring

(2013) Dae Ha et al.   SENSORS

A fiber Bragg grating sensor for detection of liquid water in concrete structures

(2013) Siu Chun Michael Ho et al.   Smart Materials and Structures

Recent Progress in Distributed Fiber Optic Sensors

(2012) Xiaoyi Bao et al.   SENSORS

Structural health monitoring of the Tamar suspension bridge

(2012) K. Y. Koo et al.   Structural Control & Health Monitoring

Fiber Optic Sensors in Structural Health Monitoring

(2011) José Miguel Lopez-Higuera et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Recent Progress in Brillouin Scattering Based Fiber Sensors

(2011) Xiaoyi Bao et al.   SENSORS

Fiber Optic Sensors for Structural Health Monitoring of Air Platforms

(2011) Honglei Guo et al.   SENSORS

Directional Bend Sensor Based on Re-Grown Tilted Fiber Bragg Grating

(2010) Li-Yang Shao et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

Simultaneous Strain and Temperature Measurement With Fiber Bragg Grating and Multimode Fibers Using an Intensity-Based Interrogation Method

(2009) Da-Peng Zhou et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Fibre Bragg gratings in structural health monitoring—Present status and applications

(2008) Mousumi Majumder et al.   SENSORS AND ACTUATORS A-PHYSICAL

Acoustic Emission Testing of Beams to Simulate SHM of Vintage Reinforced Concrete Deck Girder Highway Bridges

(2008) Steven C. Lovejoy   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL