A novel percussion-based method for multi-bolt looseness detection using one-dimensional memory augmented convolutional long short-term memory networks

Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling

(2020) Ruiyang Zhang et al.   ENGINEERING STRUCTURES

Physics-informed multi-LSTM networks for metamodeling of nonlinear structures

(2020) Ruiyang Zhang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

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

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

Bolt loosening detection based on audio classification

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

Quasi-autonomous bolt-loosening detection method using vision-based deep learning and image processing

(2019) Thanh-Canh Huynh et al.   AUTOMATION IN CONSTRUCTION

Bolt early looseness monitoring using modified vibro-acoustic modulation by time-reversal

(2019) Furui Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Monitoring of early looseness of multi-bolt connection: a new entropy-based active sensing method without saturation

(2019) Furui Wang et al.   Smart Materials and Structures

Percussion-based bolt looseness monitoring using intrinsic multiscale entropy analysis and BP neural network

(2019) Rui Yuan et al.   Smart Materials and Structures

Modeling and analysis of an impact-acoustic method for bolt looseness identification

(2019) Furui Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Monitor concrete moisture level using percussion and machine learning

(2019) Liqiong Zheng et al.   CONSTRUCTION AND BUILDING MATERIALS

New entropy-based vibro-acoustic modulation method for metal fatigue crack detection: An exploratory study

(2019) Ning Li et al.   MEASUREMENT

Monitoring of multi-bolt connection looseness using entropy-based active sensing and genetic algorithm-based least square support vector machine

(2019) Furui Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Impact induced damage assessment by means of Lamb wave image processing

(2018) Pawel Kudela et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Contact acoustic nonlinearity (CAN)-based continuous monitoring of bolt loosening: Hybrid use of high-order harmonics and spectral sidebands

(2018) Zhen Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Tapping and listening: a new approach to bolt looseness monitoring

(2018) Qingzhao Kong et al.   Smart Materials and Structures

Fully automated vision-based loosened bolt detection using the Viola–Jones algorithm

(2018) Lovedeep Ramana et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

A Novel Fractal Contact-Electromechanical Impedance Model for Quantitative Monitoring of Bolted Joint Looseness

(2018) Furui Wang et al.   IEEE Access

Speech emotion recognition using deep 1D & 2D CNN LSTM networks

(2018) Jianfeng Zhao et al.   Biomedical Signal Processing and Control

Nonlinear modeling of structures with bolted joints: A comparison of two approaches based on a time-domain and frequency-domain solver

(2018) Robert Lacayo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

IWSHM 2017: Structural health monitoring of the loosening in a multi-bolt structure using linear and modulated nonlinear ultrasound acoustic moments approach

(2018) Gian Piero Malfense Fierro et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Updating structural models containing nonlinear Iwan joints using quasi-static modal analysis

(2018) Robert M. Lacayo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Fault diagnosis of single-phase induction motor based on acoustic signals

(2018) Adam Glowacz   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Using impact modulation to quantify nonlinearities associated with bolt loosening with applications to satellite structures

(2018) Janette J. Meyer et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Fault Detection and Severity Identification of Ball Bearings by Online Condition Monitoring

(2018) Osama Abdeljaber et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Application of deep convolutional neural network for automated detection of myocardial infarction using ECG signals

(2017) U. Rajendra Acharya et al.   INFORMATION SCIENCES

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

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

Methodology for fault detection in induction motors via sound and vibration signals

(2017) Paulo Antonio Delgado-Arredondo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A piezoelectric active sensing method for quantitative monitoring of bolt loosening using energy dissipation caused by tangential damping based on the fractal contact theory

(2017) Furui Wang et al.   Smart Materials and Structures

Integrity monitoring of adhesively bonded joints via an electromechanical impedance-based approach

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

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

(2016) Turker Ince et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Convolutional Neural Network Based Fault Detection for Rotating Machinery

(2016) Olivier Janssens et al.   JOURNAL OF SOUND AND VIBRATION

Hierarchical adaptive deep convolution neural network and its application to bearing fault diagnosis

(2016) Xiaojie Guo et al.   MEASUREMENT

Gearbox fault diagnosis based on deep random forest fusion of acoustic and vibratory signals

(2016) Chuan Li et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Hybrid computing using a neural network with dynamic external memory

(2016) Alex Graves et al.   NATURE

Cyclic Crack Monitoring of a Reinforced Concrete Column under Simulated Pseudo-Dynamic Loading Using Piezoceramic-Based Smart Aggregates

(2016) Qingzhao Kong et al.   Applied Sciences-Basel

Deep learning

(2015) Yann LeCun et al.   NATURE

Detecting loosening/tightening of clamped structures using nonlinear vibration techniques

(2010) F Amerini et al.   Smart Materials and Structures

Frictional changes during repeated tightening of zinc plated threaded fasteners

(2009) W. Eccles et al.   TRIBOLOGY INTERNATIONAL

Evaluation of tile–wall bonding integrity based on impact acoustics and support vector machine

(2008) F. Tong et al.   SENSORS AND ACTUATORS A-PHYSICAL