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

NB-CNN: Deep Learning-Based Crack Detection Using Convolutional Neural Network and Naïve Bayes Data Fusion

(2018) Fu-Chen Chen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Structural Identification Using Computer Vision–Based Bridge Health Monitoring

(2018) Tung Khuc et al.   JOURNAL OF STRUCTURAL ENGINEERING

Structural Identification Using Computer Vision–Based Bridge Health Monitoring

(2018) Tung Khuc et al.   JOURNAL OF STRUCTURAL ENGINEERING

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

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

Nonlinear model calibration of a shear wall building using time and frequency data features

(2017) Eliyar Asgarieh et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Condition monitoring of distributed systems using two-stage Bayesian inference data fusion

(2017) Víctor H. Jaramillo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Discontinuous Extended Kalman Filter for non-smooth dynamic problems

(2017) M.N. Chatzis et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Dynamic displacement estimation by fusing LDV and LiDAR measurements via smoothing based Kalman filtering

(2017) Kiyoung Kim et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Color and depth data fusion using an RGB-D sensor for inexpensive and contactless dynamic displacement-field measurement

(2017) Yulu Luke Chen et al.   Structural Control & Health Monitoring

Visual-inertial displacement sensing using data fusion of vision-based displacement with acceleration

(2017) Jong-Woong Park et al.   Structural Control & Health Monitoring

Hybrid data fusion approach for fault diagnosis of fixed-axis gearbox

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

Traffic Safety Evaluation for Railway Bridges Using Expanded Multisensor Data Fusion

(2016) Jong-Woong Park et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Inexpensive Multimodal Sensor Fusion System for Autonomous Data Acquisition of Road Surface Conditions

(2016) Yulu Luke Chen et al.   IEEE SENSORS JOURNAL

Bayesian Model–Data Fusion for Mechanistic Postearthquake Damage Assessment of Building Structures

(2016) Kalil Erazo et al.   JOURNAL OF ENGINEERING MECHANICS

Data fusion of acceleration and angular velocity for improved model updating

(2016) Hyunjun Kim et al.   MEASUREMENT

A multi-stage approach for damage detection in structural systems based on flexibility

(2016) E. Grande et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Decision-Level Fusion of Spatially Scattered Multi-Modal Data for Nondestructive Inspection of Surface Defects

(2016) René Heideklang et al.   SENSORS

Application of transmissibility matrix and random matrix to Bayesian system identification with response measurements only

(2016) Wang-Ji Yan et al.   Smart Materials and Structures

Simultaneous identification of stiffness, mass, and damping using an on-line model updating approach

(2016) Xing-Huai Huang et al.   Structural Control & Health Monitoring

Comparison of Supervised Classification Techniques for Vision-Based Pavement Crack Detection

(2016) Soroush Mokhtari et al.   TRANSPORTATION RESEARCH RECORD

Bayesian Model–Data Fusion for Mechanistic Postearthquake Damage Assessment of Building Structures

(2016) Kalil Erazo et al.   JOURNAL OF ENGINEERING MECHANICS

Spark plug fault recognition based on sensor fusion and classifier combination using Dempster–Shafer evidence theory

(2015) Ashkan Moosavian et al.   APPLIED ACOUSTICS

Structural damage detection based on posteriori probability support vector machine and Dempster–Shafer evidence theory

(2015) Qifeng Zhou et al.   APPLIED SOFT COMPUTING

A Hybrid Optimization Algorithm with Bayesian Inference for Probabilistic Model Updating

(2015) Hao Sun et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Bayesian approach for NDT data fusion: The Saint Torcato church case study

(2015) Luís F. Ramos et al.   ENGINEERING STRUCTURES

Stable force identification in structural dynamics using Kalman filtering and dummy-measurements

(2015) F. Naets et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Enhanced damage localization for complex structures through statistical modeling and sensor fusion

(2015) Colin Haynes et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A dual Kalman filter approach for state estimation via output-only acceleration measurements

(2015) Saeed Eftekhar Azam et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Multi-sensor image fusion at signal level for improved near-surface crack detection

(2015) René Heideklang et al.   NDT & E INTERNATIONAL

Multi sensor data fusion approach for automatic honeycomb detection in concrete

(2015) Christoph Völker et al.   NDT & E INTERNATIONAL

Identification of traffic-induced nodal excitations of truss bridges through heterogeneous data fusion

(2015) Hao Sun et al.   Smart Materials and Structures

Instrumentation on structural health monitoring systems to real world structures

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

Multirate multisensor data fusion for linear systems using Kalman filters and a neural network

(2014) Sajjad Safari et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Bayesian Cloud Analysis: efficient structural fragility assessment using linear regression

(2014) Fatemeh Jalayer et al.   Bulletin of Earthquake Engineering

An experimental validation of time domain system identification methods with fusion of heterogeneous data

(2014) M.N. Chatzis et al.   EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS

Development of a practical algorithm for Bayesian model updating of a coupled slab system utilizing field test data

(2014) H.F. Lam et al.   ENGINEERING STRUCTURES

Demonstration and validation of constructive initialization method for neural networks to approximate nonlinear functions in engineering mechanics applications

(2014) Jin-Song Pei et al.   NONLINEAR DYNAMICS

Data fusion for automated non-destructive inspection

(2014) N. Brierley et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Wireless displacement sensing system for bridges using multi-sensor fusion

(2014) Jong-Woong Park et al.   Smart Materials and Structures

Crack location in beams by data fusion of fractal dimension features of laser-measured operating deflection shapes

(2014) R.B. Bai et al.   Smart Structures and Systems

Nonlinear data-driven computational models for response prediction and change detection

(2014) Armen Derkevorkian et al.   Structural Control & Health Monitoring

On the observability and identifiability of nonlinear structural and mechanical systems

(2014) Manolis N. Chatzis et al.   Structural Control & Health Monitoring

Assessing uncertainty in operational modal analysis incorporating multiple setups using a Bayesian approach

(2014) Feng-Liang Zhang et al.   Structural Control & Health Monitoring

Modeling for pavement roughness using the ANFIS approach

(2013) Serdal Terzi   ADVANCES IN ENGINEERING SOFTWARE

A Pavement Crack Detection Method Combining 2D with 3D Information Based on Dempster-Shafer Theory

(2013) Jianping Huang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Displacement Estimation Using Multimetric Data Fusion

(2013) Jong-Woong Park et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Post-Processing of Phased-Array Ultrasonic Inspection Data with Parallel Computing for Nondestructive Evaluation

(2013) Xuefei Guan et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

A recursive Bayesian approach for fatigue damage prognosis: An experimental validation at the reliability component level

(2013) Maurizio Gobbato et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Autonomous dynamic displacement estimation from data fusion of acceleration and intermittent displacement measurements

(2013) Junhee Kim et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Failure diagnosis using deep belief learning based health state classification

(2013) Prasanna Tamilselvan et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Implementation of a bio-inspired two-mode structural health monitoring system

(2013) Tzu-Kang Lin et al.   Smart Structures and Systems

Fast Bayesian modal identification of structures using known single-input forced vibration data

(2013) Siu-Kui Au et al.   Structural Control & Health Monitoring

Estimation of bridge displacement responses using FBG sensors and theoretical mode shapes

(2013) Soobong Shin et al.   STRUCTURAL ENGINEERING AND MECHANICS

MUSIC-ANN Analysis for Locating Structural Damages in a Truss-Type Structure by Means of Vibrations

(2012) Roque A Osornio-Rios et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Bayesian model updating and prognosis of fatigue crack growth

(2012) Boris A. Zárate et al.   ENGINEERING STRUCTURES

Toward reducing failure risk in an integrated vehicle health maintenance system: A fuzzy multi-sensor data fusion Kalman filter approach for IVHMS

(2012) James A. Rodger   EXPERT SYSTEMS WITH APPLICATIONS

Understanding the Basis of the Kalman Filter Via a Simple and Intuitive Derivation [Lecture Notes]

(2012) Ramsey Faragher   IEEE SIGNAL PROCESSING MAGAZINE

Novel Industrial Wireless Sensor Networks for Machine Condition Monitoring and Fault Diagnosis

(2012) Liqun Hou et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Unsupervised Approach for Autonomous Pavement-Defect Detection and Quantification Using an Inexpensive Depth Sensor

(2012) Mohammad R. Jahanshahi et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Fast Bayesian Ambient Modal Identification Incorporating Multiple Setups

(2012) S. K. Au et al.   JOURNAL OF ENGINEERING MECHANICS

Mapping some basic functions and operations to multilayer feedforward neural networks for modeling nonlinear dynamical systems and beyond

(2012) Jin-Song Pei et al.   NONLINEAR DYNAMICS

A recursive Bayesian framework for structural health management using online monitoring and periodic inspections

(2012) Masoud Rabiei et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Statistically-based damage detection in geometrically-complex structures using ultrasonic interrogation

(2012) Colin Haynes et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Investigation of data fusion applied to health monitoring of wind turbine drivetrain components

(2012) Paula J. Dempsey et al.   WIND ENERGY

Real-Time Strong-Motion Broadband Displacements from Collocated GPS and Accelerometers

(2011) Y. Bock et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Particle-Filter-Based Multisensor Fusion for Solving Low-Frequency Electromagnetic NDE Inverse Problems

(2011) T Khan et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Multisensor data fusion: A review of the state-of-the-art

(2011) Bahador Khaleghi et al.   Information Fusion

Fast Bayesian FFT Method for Ambient Modal Identification with Separated Modes

(2011) Siu-Kui Au   JOURNAL OF ENGINEERING MECHANICS

An augmented Kalman filter for force identification in structural dynamics

(2011) E. Lourens et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A reliability-based framework for fatigue damage prognosis of composite aircraft structures

(2011) Maurizio Gobbato et al.   PROBABILISTIC ENGINEERING MECHANICS

A wavelet-based damage diagnosis algorithm using principal component analysis

(2011) Krishnan Nair Kesavan et al.   Structural Control & Health Monitoring

Dempster–Shafer evidence theory approach to structural damage detection

(2011) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Fault detection and diagnosis of an industrial steam turbine using fusion of SVM (support vector machine) and ANFIS (adaptive neuro-fuzzy inference system) classifiers

(2010) Karim Salahshoor et al.   ENERGY

Structure damage diagnosis using neural network and feature fusion

(2010) Yi-Yan Liu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Two-stage structural damage detection using fuzzy neural networks and data fusion techniques

(2010) Shao-Fei Jiang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Data fusion in intelligent transportation systems: Progress and challenges – A survey

(2010) Nour-Eddin El Faouzi et al.   Information Fusion

A review of uncertainty in flight vehicle structural damage monitoring, diagnosis and control: Challenges and opportunities

(2010) Israel Lopez et al.   PROGRESS IN AEROSPACE SCIENCES

Bayesian system identification based on probability logic

(2010) James L. Beck   Structural Control & Health Monitoring

Feature Extraction and Sensor Fusion for Ultrasonic Structural Health Monitoring Under Changing Environmental Conditions

(2009) Yinghui Lu et al.   IEEE SENSORS JOURNAL

Multisensor data fusion for fire detection

(2009) E. Zervas et al.   Information Fusion

Bridge health monitoring system based on vibration measurements

(2008) Evaggelos Ntotsios et al.   Bulletin of Earthquake Engineering

Constructing Multilayer Feedforward Neural Networks to Approximate Nonlinear Functions in Engineering Mechanics Applications

(2008) Jin-Song Pei et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Measurement of stride parameters using a wearable GPS and inertial measurement unit

(2008) Huiling Tan et al.   JOURNAL OF BIOMECHANICS

Load Response on a Large Suspension Bridge during the NYC Marathon Revealed by GPS and Accelerometers

(2008) M. G. Kogan et al.   SEISMOLOGICAL RESEARCH LETTERS

The unscented Kalman filter and particle filter methods for nonlinear structural system identification with non-collocated heterogeneous sensing

(2008) Eleni N. Chatzi et al.   Structural Control & Health Monitoring