CNN and Convolutional Autoencoder (CAE) based real-time sensor fault detection, localization, and correction

Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data; Part II - Nonlinear system identification

(2021) Mengshi Jin et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Measurement and identification of the nonlinear dynamics of a jointed structure using full-field data, Part I: Measurement of nonlinear dynamics

(2021) Wei Chen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Recent advances in deep learning

(2020) Xizhao Wang et al.   International Journal of Machine Learning and Cybernetics

Recent advances in sensor fault diagnosis: A review

(2020) Daoliang Li et al.   SENSORS AND ACTUATORS A-PHYSICAL

What makes long-term monitoring convenient? A parametric analysis of value of information in infrastructure maintenance

(2019) Shuo Li et al.   Structural Control & Health Monitoring

Stock price forecasting model based on modified convolution neural network and financial time series analysis

(2019) Jiasheng Cao et al.   INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS

Multiple Convolutional Neural Networks for Multivariate Time Series Prediction

(2019) Kang Wang et al.   NEUROCOMPUTING

Wireless sensor network for structural health monitoring: A contemporary review of technologies, challenges, and future direction

(2019) Mohammed Abdulkarem et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Sensor data reconstruction using bidirectional recurrent neural network with application to bridge monitoring

(2019) Seongwoon Jeong et al.   ADVANCED ENGINEERING INFORMATICS

Fisher information-based optimal input locations for modal identification

(2019) Debasish Jana et al.   JOURNAL OF SOUND AND VIBRATION

Recent Trends in Deep Learning Based Natural Language Processing [Review Article]

(2018) Tom Young et al.   IEEE Computational Intelligence Magazine

Convolutional neural network-based data anomaly detection method using multiple information for structural health monitoring

(2018) Zhiyi Tang et al.   Structural Control & Health Monitoring

Distributed Fault Detection for Wireless Sensor Networks Based on Support Vector Regression

(2018) Yong Cheng et al.   WIRELESS COMMUNICATIONS & MOBILE COMPUTING

Convolutional neural networks for time series classification

(2017) Bendong Zhao et al.   Journal of Systems Engineering and Electronics

Distributed adaptive diagnosis of sensor faults using structural response data

(2016) Kosmas Dragos et al.   Smart Materials and Structures

Modeling and harnessing sparse and low-rank data structure: a new paradigm for structural dynamics, identification, damage detection, and health monitoring

(2016) Satish Nagarajaiah et al.   Structural Control & Health Monitoring

Toward Practical Non-Contact Optical Strain Sensing Using Single-Walled Carbon Nanotubes

(2016) Peng Sun et al.   ECS Journal of Solid State Science and Technology

Carbon nanotubes as non-contact optical strain sensors in smart skins

(2015) Peng Sun et al.   JOURNAL OF STRAIN ANALYSIS FOR ENGINEERING DESIGN

Deep learning

(2015) Yann LeCun et al.   NATURE

Decentralized fault detection and isolation in wireless structural health monitoring systems using analytical redundancy

(2014) Kay Smarsly et al.   ADVANCES IN ENGINEERING SOFTWARE

Seismic Reliability Assessment of Aging Highway Bridge Networks with Field Instrumentation Data and Correlated Failures, II: Application

(2013) Keivan Rokneddin et al.   EARTHQUAKE SPECTRA

Blind denoising of structural vibration responses with outliers via principal component pursuit

(2013) Yongchao Yang et al.   Structural Control & Health Monitoring

Strain Paint: Noncontact Strain Measurement Using Single-Walled Carbon Nanotube Composite Coatings

(2012) Paul A. Withey et al.   NANO LETTERS

Compressive sampling–based data loss recovery for wireless sensor networks used in civil structural health monitoring

(2012) Yuequan Bao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Sensor network data fault types

(2009) Kevin Ni et al.   ACM Transactions on Sensor Networks

Carbon Nanotube Sensing Skins for Spatial Strain and Impact Damage Identification

(2009) Kenneth J. Loh et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Sensor validation using minimum mean square error estimation

(2009) Jyrki Kullaa   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Filling up gaps in wave data with genetic programming

(2008) Ketaki Ustoorikar et al.   MARINE STRUCTURES