Structural sensing with deep learning: Strain estimation from acceleration data for fatigue assessment

Convolutional Neural Network Approach for Robust Structural Damage Detection and Localization

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

Road Damage Detection and Classification Using Deep Neural Networks with Smartphone Images

(2018) Hiroya Maeda et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep Learning for Accelerated Seismic Reliability Analysis of Transportation Networks

(2018) Mohammad Amin Nabian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

Remaining useful life estimation of engineered systems using vanilla LSTM neural networks

(2018) Yuting Wu et al.   NEUROCOMPUTING

Deep neural network with high-order neuron for the prediction of foamed concrete strength

(2018) Tuan Nguyen et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

Full-field, high-spatial-resolution detection of local structural damage from low-resolution random strain field measurements

(2017) Yongchao Yang et al.   JOURNAL OF SOUND AND VIBRATION

Fatigue assessment of offshore wind turbines on monopile foundations using multi-band modal expansion

(2017) Alexandros Iliopoulos et al.   WIND ENERGY

Truncated Physical Model for Dynamic Sensor Networks with Applications in High-Resolution Mobile Sensing and BIGDATA

(2016) Thomas J. Matarazzo et al.   JOURNAL OF ENGINEERING MECHANICS

Dynamic strain estimation for fatigue assessment of an offshore monopile wind turbine using filtering and modal expansion algorithms

(2016) K. Maes et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Technique for Determining Bridge Displacement Response Using MEMS Accelerometers

(2016) Hidehiko Sekiya et al.   SENSORS

Truncated Physical Model for Dynamic Sensor Networks with Applications in High-Resolution Mobile Sensing and BIGDATA

(2016) Thomas J. Matarazzo et al.   JOURNAL OF ENGINEERING MECHANICS

Modal Analysis Based Stress Estimation for Structural Elements Subjected to Operational Dynamic Loadings

(2015) F. Pelayo et al.   EXPERIMENTAL MECHANICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Experimental validation of Kalman filter-based strain estimation in structures subjected to non-zero mean input

(2015) Rajendra P. Palanisamy et al.   Smart Structures and Systems

Prediction of Full Field Dynamic Strain from Limited Sets of Measured Data

(2014) Peter Avitabile et al.   SHOCK AND VIBRATION

Extension of indirect displacement estimation method using acceleration and strain to various types of beam structures

(2014) Soojin Cho et al.   Smart Structures and Systems

Displacement Estimation Using Multimetric Data Fusion

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

Observer Kalman Filter Identification for Output-Only Systems Using Interactive Structural Modal Identification Toolsuite

(2013) Minwoo Chang et al.   Journal of Bridge Engineering

Recurrent Neural Networks for Uncertain Time-Dependent Structural Behavior

(2010) W. Graf et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Fatigue predictions in entire body of metallic structures from a limited number of vibration sensors using Kalman filtering

(2010) Costas Papadimitriou et al.   Structural Control & Health Monitoring

Design of an FIR filter for the displacement reconstruction using measured acceleration in low-frequency dominant structures

(2009) Hae Sung Lee et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Displacement field estimation for a two-dimensional structure using fiber Bragg grating sensors

(2009) Stephan Rapp et al.   Smart Materials and Structures

A State-Space Approach for Deriving Bridge Displacement from Acceleration

(2008) Mayrai Gindy et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Design and Implementation of Scalable Wireless Sensor Network for Structural Monitoring

(2008) Shamim N. Pakzad et al.   Journal of Infrastructure Systems

Evaluation of Sensor Performance for Concrete Applications

(2008) Sherif Yehia et al.   TRANSPORTATION RESEARCH RECORD