Unsupervised long-term damage detection in an uncontrolled environment through optimal autoencoder

Short-Training Damage Detection Method for Axially Loaded Beams Subject to Seasonal Thermal Variations

(2023) Marta Berardengo et al.   SENSORS

Damage detection in guided wave structural health monitoring using Gaussian process regression

(2023) Piero Paialunga et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Deep learning enhanced principal component analysis for structural health monitoring

(2022) Ana Fernandez-Navamuel et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

(2022) Debasish Jana et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Multi-feature integration and machine learning for guided wave structural health monitoring: Application to switch rail foot

(2021) Weixu Liu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Long-term guided wave structural health monitoring in an uncontrolled environment through long short-term principal component analysis

(2021) Kang Yang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Automated fatigue damage detection and classification technique for composite structures using Lamb waves and deep autoencoder

(2021) Hyunseong Lee et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Neutralization of temperature effects in damage diagnosis of MDOF systems by combinations of autoencoders and particle filters

(2021) Francesco Cadini et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Online unsupervised detection of structural changes using train–induced dynamic responses

(2021) Andreia Meixedo et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Validation of vibration-based structural health monitoring on retrofitted railway bridge KW51

(2021) K. Maes et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

An optimal sensor placement design framework for structural health monitoring using Bayes risk

(2021) Yichao Yang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Structural damage identification based on unsupervised feature-extraction via Variational Auto-encoder

(2020) Xirui Ma et al.   MEASUREMENT

Gaussian process models for mitigation of operational variability in the structural health monitoring of wind turbines

(2020) Luis David Avendaño-Valencia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Toward data anomaly detection for automated structural health monitoring: Exploiting generative adversarial nets and autoencoders

(2020) Jianxiao Mao et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Unsupervised deep learning approach using a deep auto-encoder with an one-class support vector machine to detect structural damage

(2020) Zilong Wang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Robust unsupervised anomaly detection via multi-time scale DCGANs with forgetting mechanism for industrial multivariate time series

(2020) Haoran Liang et al.   NEUROCOMPUTING

Sim-to-Real: Employing ultrasonic guided wave digital surrogates and transfer learning for damage visualization

(2020) K. Supreet Alguri et al.   ULTRASONICS

Compensation for temperature-dependent phase and velocity of guided wave signals in baseline subtraction for structural health monitoring

(2019) Stefano Mariani et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

On the effectiveness of principal component analysis for decoupling structural damage and environmental effects in bridge structures

(2019) Debarshi Sen et al.   JOURNAL OF SOUND AND VIBRATION

Crack growth monitoring using fundamental shear horizontal guided waves

(2019) Chien An Chua et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

Dynamic Time Warping Temperature Compensation for Guided Wave Structural Health Monitoring

(2018) Alexander C. S. Douglass et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

Baseline-free guided wave damage detection with surrogate data and dictionary learning

(2018) K. Supreet Alguri et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Model selection and parameter estimation in structural dynamics using approximate Bayesian computation

(2018) Anis Ben Abdessalem et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A comparison of linear approaches to filter out environmental effects in structural health monitoring

(2018) A. Deraemaeker et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Validation of a procedure for the evaluation of the performance of an installed structural health monitoring system

(2018) Sebastian Heinlein et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

An energy-based sparse representation of ultrasonic guided-waves for online damage detection of pipelines under varying environmental and operational conditions

(2017) Matineh Eybpoosh et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A pulse coding and decoding strategy to perform Lamb wave inspections using simultaneously multiple actuators

(2017) Luca De Marchi et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Efficient generation of receiver operating characteristics for the evaluation of damage detection in practical structural health monitoring applications

(2017) Chang Liu et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

A Data-Driven Diagnostic Framework for Wind Turbine Structures: A Holistic Approach

(2017) Simona Bogoevska et al.   SENSORS

Active vibration-based structural health monitoring system for wind turbine blade: Demonstration on an operating Vestas V27 wind turbine

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

Functionally Pooled models for the global identification of stochastic systems under different pseudo-static operating conditions

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

Progress and trends in nondestructive testing and evaluation for wind turbine composite blade

(2016) Ruizhen Yang et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Guided wave based structural health monitoring: A review

(2016) Mira Mitra et al.   Smart Materials and Structures

On vibration-based damage detection by multivariate statistical techniques: Application to a long-span arch bridge

(2016) Gabriele Comanducci et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Research on denoising sparse autoencoder

(2016) Lingheng Meng et al.   International Journal of Machine Learning and Cybernetics

Metamodeling of dynamic nonlinear structural systems through polynomial chaos NARX models

(2015) M.D. Spiridonakos et al.   COMPUTERS & STRUCTURES

Structural damage detection using principal component analysis and damage indices

(2015) Diego A Tibaduiza et al.   JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES

Investigation of guided wave propagation and attenuation in pipe buried in sand

(2015) Eli Leinov et al.   JOURNAL OF SOUND AND VIBRATION

Ultrasonic guided wave active sensing for monitoring of split failures in reinforced concrete

(2015) Fan Wu et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Robust ultrasonic damage detection under complex environmental conditions using singular value decomposition

(2015) Chang Liu et al.   ULTRASONICS

An Intelligent Methodology for Railways Monitoring Using Ultrasonic Guided Waves

(2014) Serafeim Moustakidis et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

A study of two unsupervised data driven statistical methodologies for detecting and classifying damages in structural health monitoring

(2013) D.-A. Tibaduiza et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A multiresolution approach to cointegration for enhanced SHM of structures under varying conditions – An exploratory study

(2013) K. Worden et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Continuous baseline growth and monitoring for guided wave SHM

(2013) Osvaldas Putkis et al.   Smart Materials and Structures

Output-only structural health monitoring in changing environmental conditions by means of nonlinear system identification

(2013) Edwin Reynders et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Data-driven multivariate algorithms for damage detection and identification: Evaluation and comparison

(2013) Miguel A Torres-Arredondo et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Particle Filtering for the Detection of Fault Onset Time in Hybrid Dynamic Systems With Autonomous Transitions

(2012) Francesco Cadini et al.   IEEE TRANSACTIONS ON RELIABILITY

Scale transform signal processing for optimal ultrasonic temperature compensation

(2012) J. B. Harley et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

Long-term monitoring and data analysis of the Tamar Bridge

(2012) E.J. Cross et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Environmental effects on the identified natural frequencies of the Dowling Hall Footbridge

(2011) Peter Moser et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Anti-icing and de-icing techniques for wind turbines: Critical review

(2010) Olivier Parent et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Evaluation of the damage detection capability of a sparse-array guided-wave SHM system applied to a complex structure under varying thermal conditions

(2010) T. Clarke et al.   IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL

Q-statistic and T2-statistic PCA-based measures for damage assessment in structures

(2010) LE Mujica et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Machine learning algorithms for damage detection under operational and environmental variability

(2010) Eloi Figueiredo et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

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

(2009) Yinghui Lu et al.   IEEE SENSORS JOURNAL

Efficient temperature compensation strategies for guided wave structural health monitoring

(2009) Anthony J. Croxford et al.   ULTRASONICS