MOnItoRing of large scale complex technologicAl systems

Algorithmic fairness and bias mitigation for clinical machine learning with deep reinforcement learning

Auteurs: Jenny Yang, Andrew A. S. Soltan, David W. Eyre, David A. Clifton
Publié dans: Nature Machine Intelligence, Numéro 5, 2023, Page(s) 884-894, ISSN 2522-5839
Éditeur: Springer Science and Business Media LLC
DOI: 10.1038/s42256-023-00697-3

Framework for stochastic modelling of long-term non-homogeneous data with non-Gaussian characteristics for machine condition prognosis

Auteurs: Wojciech Żuławiński; Katarzyna Maraj-Zygmąt; Hamid Shiri; Agnieszka Wyłomańska; Radosław Zimroz
Publié dans: Mechanical Systems and Signal Processing, Numéro Volume 184, 1 February 2023, 2023, Page(s) 1-24, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2022.109677

Variable Projection Support Vector Machines and Some Applications Using Adaptive Hermite Expansions

Auteurs: Tamás Dózsa, Federico Deuschle, Bram Cornelis, Péter Kovács
Publié dans: International Journal of Neural Systems, Numéro Vol34 no1, 2023, ISSN 0129-0657
Éditeur: World Scientific Publishing Co
DOI: 10.1142/s0129065724500047

Semantic segmentation of thermal defects in belt conveyor idlers using thermal image augmentation and U-Net-based convolutional neural networks

Auteurs: Mohammad Siami, Tomasz Barszcz, Jacek Wodecki, Radoslaw Zimroz
Publié dans: Scientific Reports, Numéro 14, 2024, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1038/s41598-024-55864-2

An adversarial training framework for mitigating algorithmic biases in clinical machine learning

Auteurs: Jenny Yang, Andrew A. S. Soltan, David W. Eyre, Yang Yang & David A. Clifton
Publié dans: npj Digital Medicine, 2023, ISSN 2398-6352
Éditeur: Springer Nature
DOI: 10.1038/s41746-023-00805-y

Self-supervised Learning Approach for Anomaly Detection in Rotating Machinery

Auteurs: Fabrizio De Fabritiis, Konstantinos Gryllias
Publié dans: Annual Conference of the PHM Society, Numéro 16, 2024, ISSN 2325-0178
Éditeur: PHM Society
DOI: 10.36001/phmconf.2024.v16i1.3911

Diagnostics of Bolted Joints in Vibrating Screens Based on a Multi-Body Dynamical Model

Auteurs: Pavlo Krot, Hamid Shiri, Przemysław Dąbek, Radosław Zimroz
Publié dans: Materials, Numéro 16, 2025, Page(s) 5794, ISSN 1996-1944
Éditeur: MDPI Open Access Publishing
DOI: 10.3390/ma16175794

Separation of vibratory components in complex systems for condition monitoring

Auteurs: Fadi Karkafi, Dany Abboud, Quentin Leclère, Jérôme Antoni, Mohammed El Badaoui
Publié dans: International journal of COMADEM, Numéro 27 (2), 2024, Page(s) 21-29, ISSN 1363-7681
Éditeur: COMADEM International

Novel Hybrid Prognostics of Aircraft Systems

Auteurs: Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos
Publié dans: Electronics, Numéro 14, 2025, Page(s) 2193, ISSN 2079-9292
Éditeur: MDPI AG
DOI: 10.3390/electronics14112193

Using long-term condition monitoring data with non-Gaussian noise for online diagnostics

Auteurs: Hamid Shiri, Pawel Zimroz, Jacek Wodecki, Agnieszka Wyłomańska, Radosław Zimroz, Krzysztof Szabat
Publié dans: Mechanical Systems and Signal Processing, Numéro 200, 2025, Page(s) 110472, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2023.110472

Reinforcement Learning-Based Control for Robotic Flexible Element Disassembly

Auteurs: Benjamín Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Carlos Calleja, Itziar Cabanes
Publié dans: Mathematics, Numéro 13, 2025, Page(s) 1120, ISSN 2227-7390
Éditeur: MDPI AG
DOI: 10.3390/math13071120

Fusion and Comparison of Prognostic Models for Remaining Useful Life of Aircraft systems

Auteurs: Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Publié dans: Annual Conference of the PHM Society, Numéro 15, 2023, ISSN 2325-0178
Éditeur: Prognostics and Health Management Society
DOI: 10.36001/phmconf.2023.v15i1.3505

Heterogeneous Information Fusion for Robot-Based Automated Monitoring of Bearings in Harsh Environments via Ensemble of Classifiers with Dynamic Weighted Voting

Auteurs: Mohammad Siami, Przemysław Dąbek, Hamid Shiri, Anna Michalak, Jacek Wodecki, Tomasz Barszcz, Radosław Zimroz
Publié dans: Sensors, Numéro 25, 2025, Page(s) 5512, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s25175512

Video-based diagnosis of a rolling element bearing using a high-speed camera: Feedback on the Survishno 2023 conference contest

Auteurs: Quentin Leclère, Hugo André, Jérôme Antoni, Arthur Burel, Cécile Capdessus, Marco Cocconcelli, Gianluca D’Elia, Alessandro Paolo Daga, Jean-Luc Dion, Mohammed El Badaoui, Abdallah El Hidali, Luigi Garibaldi, François Girardin, Julien Griffaton, Konstantinos Gryllias, Yunhyeok Han, Jan Helsen, Fadi Karkafi, Kayacan Kestel, Layla Kordylas, Deepti Kunte, Stefania Lo Feudo, Adrien Marsick, Dou
Publié dans: Mechanical Systems and Signal Processing, Numéro 230, 2025, Page(s) 112601, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2025.112601

Robust switching Kalman filter for diagnostics of long-term condition monitoring data in the presence of non-Gaussian noise

Auteurs: Hamid Shiri, Jacek Wodecki, Radosław Zimroz
Publié dans: IOP Conference Series: Earth and Environmental Science, Numéro 1189, 2023, Page(s) 012007, ISSN 1755-1307
Éditeur: IOP Publishing
DOI: 10.1088/1755-1315/1189/1/012007

Differentiable Short-Time Fourier Transform Window Length Selection Driven by Cyclo-Stationarity

Auteurs: Douw Marx, Konstantinos Gryllias
Publié dans: Annual Conference of the PHM Society, Numéro 15, 2023, ISSN 2325-0178
Éditeur: PHM Society
DOI: 10.36001/phmconf.2023.v15i1.3566

Health Management of Aircraft Fuel Systems: A Practical Prognostic Perspective

Auteurs: null null, Shuai Fu, null null, Nicolas Peter Avdelidis
Publié dans: e-Journal of Nondestructive Testing, Numéro 29, 2024, ISSN 1435-4934
Éditeur: Proceedings of the 10th European Workshop on Structural Health Monitoring (EWSHM 2024)
DOI: 10.58286/29733

Automated Identification of Overheated Belt Conveyor Idlers in Thermal Images with Complex Backgrounds Using Binary Classification with CNN

Auteurs: Mohammad Siami; Tomasz Barszcz; Jacek Wodecki; Radoslaw Zimroz
Publié dans: Sensors, 2022, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s222410004

Estimation of machinery’s remaining useful life in the presence of non-Gaussian noise by using a robust extended Kalman filter

Auteurs: Hamid Shiri, Pawel Zimroz, Agnieszka Wyłomańska, Radosław Zimroz
Publié dans: Measurement, Numéro 235, 2025, Page(s) 114882, ISSN 0263-2241
Éditeur: Elsevier BV
DOI: 10.1016/j.measurement.2024.114882

Prediction of machine state for non-Gaussian degradation model using Hidden Markov Model approach

Auteurs: Joanna Janczura, Wojciech Żuławiński, Hamid Shiri, Tomasz Barszcz, Radosław Zimroz, Agnieszka Wyłomańska
Publié dans: Eksploatacja i Niezawodność – Maintenance and Reliability, Numéro 27, 2025, ISSN 1507-2711
Éditeur: Polish Maintenance Society
DOI: 10.17531/ein/193898

Advanced Image Analytics for Mobile Robot-Based Condition Monitoring in Hazardous Environments: A Comprehensive Thermal Defect Processing Framework

Auteurs: Mohammad Siami, Tomasz Barszcz, Radoslaw Zimroz
Publié dans: Sensors, Numéro 24, 2025, Page(s) 3421, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s24113421

Data-driven segmentation of long term condition monitoring data in the presence of heavy-tailed distributed noise with finite-variance

Auteurs: Hamid Shiri, Pawel Zimroz, Jacek Wodecki, Agnieszka Wyłomańska, Radoslaw Zimroz
Publié dans: Mechanical Systems and Signal Processing, Numéro 205, 2025, Page(s) 110833, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2023.110833

Interpretable machine learning-based decision support for prediction of antibiotic resistance for complicated urinary tract infections

Auteurs: Jenny Yang, David W. Eyre, Lei Lu, David A. Clifton
Publié dans: npj Antimicrobials and Resistance, Numéro 1, 2023, ISSN 2731-8745
Éditeur: Springer Science and Business Media LLC
DOI: 10.1038/s44259-023-00015-2

Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future

Auteurs: null Felixfu2022, Nicolas P. Avdelidis
Publié dans: PHM Society European Conference, Numéro 8, 2024, Page(s) 9, ISSN 2325-016X
Éditeur: PHM Society European Conference
DOI: 10.36001/phme.2024.v8i1.4130

Application of Machine Learning Tools for Long-Term Diagnostic Feature Data Segmentation

Auteurs: Forough Moosavi, Hamid Shiri, Jacek Wodecki, Agnieszka Wyłomańska, Radoslaw Zimroz
Publié dans: Applied Sciences, Numéro 2022, 12(13), 6766;, 2022, Page(s) 1-29, ISSN 2076-3417
Éditeur: MDPI
DOI: 10.3390/app12136766

Novel Prognostic Methodology of Bootstrap Forest and Hyperbolic Tangent Boosted Neural Network for Aircraft System

Auteurs: Shuai Fu, Nicolas P. Avdelidis
Publié dans: Applied Sciences, Numéro 14, 2024, Page(s) 5057, ISSN 2076-3417
Éditeur: Applied Sciences
DOI: 10.3390/app14125057

Human-Centric PHM in the Era of Industry 5.0

Auteurs: Parul Khanna, Jaya Kumari, Ramin Karim
Publié dans: PHM Society European Conference, Numéro 8, 2024, Page(s) 7, ISSN 2325-016X
Éditeur: PHM Society
DOI: 10.36001/phme.2024.v8i1.4121

Machine learning generalizability across healthcare settings: insights from multi-site COVID-19 screening

Auteurs: Jenny Yang, Andrew A. S. Soltan & David A. Clifton
Publié dans: npj Digital Medicine, 2022, ISSN 2398-6352
Éditeur: Springer Nature
DOI: 10.1038/s41746-022-00614-9

Generalizability assessment of AI models across hospitals in a low-middle and high income country

Auteurs: Jenny Yang, Nguyen Thanh Dung, Pham Ngoc Thach, Nguyen Thanh Phong, Vu Dinh Phu, Khiem Dong Phu, Lam Minh Yen, Doan Bui Xuan Thy, Andrew A. S. Soltan, Louise Thwaites, David A. Clifton
Publié dans: Nature Communications, Numéro 15, 2024, ISSN 2041-1723
Éditeur: Nature Publishing Group
DOI: 10.1038/s41467-024-52618-6

Addressing Label Noise for Electronic Health Records: Insights from Computer Vision for Tabular Data

Auteurs: Jenny Yang, Hagen Triendl, Andrew A. S. Soltan, Mangal Prakash, David A. Clifton
Publié dans: BMC Medical Informatics and Decision Making, 2024, ISSN 1472-6947
Éditeur: BioMed Central
DOI: 10.1101/2023.10.17.23297136

Novelty detection for long-term diagnostic data with Gaussian and non-Gaussian disturbances using a support vector machine

Auteurs: Forough Moosavi, Hamid Shiri, Govind Vashishtha, Sumika Chauhan, Agnieszka Wylomanska, Radoslaw Zimroz
Publié dans: Measurement Science and Technology, Numéro 36, 2024, Page(s) 016195, ISSN 0957-0233
Éditeur: Institute of Physics and the Physical Society
DOI: 10.1088/1361-6501/ad90fe

A multi-order synchrosqueezing transform leveraging informative harmonics selection for instantaneous angular speed estimation

Auteurs: Fadi Karkafi, Quentin Leclère, Jérôme Antoni, Dany Abboud, Mohammed El Badaoui
Publié dans: Mechanical Systems and Signal Processing, Numéro 230, 2025, Page(s) 112567, ISSN 0888-3270
Éditeur: Academic Press
DOI: 10.1016/j.ymssp.2025.112567

Design of an Infrared Image Processing Pipeline for Robotic Inspection of Conveyor Systems in Opencast Mining Sites

Auteurs: Mohammad Siami ;Tomasz Barszcz; Jacek Wodecki; Radoslaw Zimroz
Publié dans: Energies, 2022, ISSN 1996-1073
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15186771

Mitigating Machine Learning Bias Between High Income and Low-Middle Income Countries for Enhanced Model Fairness and Generalizability

Auteurs: Jenny Yang, Lei Clifton, Nguyen Thanh Dung, Nguyen Thanh Phong, Lam Minh Yen, Doan Bui Xuan Thy, Andrew A. S. Soltan, Louise Thwaites, David A. Clifton
Publié dans: Scientific Reports, 2024, ISSN 2045-2322
Éditeur: Nature Publishing Group
DOI: 10.1101/2024.02.01.24302010

Predicting pitting severity in gearboxes under unseen operating conditions and fault severities using convolutional neural networks with power spectral density inputs

Auteurs: Douw Marx
Publié dans: Annual Conference of the PHM Society, Numéro 15, 2023, ISSN 2325-0178
Éditeur: PHM Society
DOI: 10.36001/phmconf.2023.v15i1.3798

Deep reinforcement learning for multi-class imbalanced training: applications in healthcare

Auteurs: Jenny Yang, Rasheed El-Bouri, Odhran O’Donoghue, Alexander S. Lachapelle, Andrew A. S. Soltan, David W. Eyre, Lei Lu, David A. Clifton
Publié dans: Machine Learning, Numéro 113, 2024, Page(s) 2655-2674, ISSN 0885-6125
Éditeur: Kluwer Academic Publishers
DOI: 10.1007/s10994-023-06481-z

Machine Learning-Based Risk Stratification for Gestational Diabetes Management

Auteurs: Jenny Yang, David Clifton, Jane E Hirst, Foteini K Kavvoura, George Farah, Lucy Mackillop, Huiqi Lu
Publié dans: Sensors, 2022, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22134805

Wind turbine condition monitoring dataset of Fraunhofer LBF

Auteurs: Atabak Mostafavi, Andreas Friedmann
Publié dans: Scientific Data, Numéro 11, 2024, ISSN 2052-4463
Éditeur: Springer Nature
DOI: 10.1038/s41597-024-03934-5

Prognostic and Health Management of Critical Aircraft Systems and Components: An Overview

Auteurs: Shuai Fu, Nicolas P. Avdelidis
Publié dans: Sensors, Numéro 23, 2023, Page(s) 8124, ISSN 1424-8220
Éditeur: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23198124

MOIRA-UNIMORE Bearing Data Set for Independent Cart Systems

Auteurs: Abdul Jabbar, Marco Cocconcelli, Gianluca D’Elia, Davide Borghi, Luca Capelli, Jacopo Cavalaglio Camargo Molano, Matteo Strozzi, Riccardo Rubini
Publié dans: Applied Sciences, Numéro 15, 2025, Page(s) 3691, ISSN 2076-3417
Éditeur: MDPI AG
DOI: 10.3390/app15073691

Preprocessing and Modeling Approach for Gearbox Pitting Severity Prediction under Unseen Operating Conditions and Fault Severities

Auteurs: Rik Vaerenberg, Douw Marx, Seyed Ali Hosseinli, Fabrizio De Fabritiis, Hao Wen, Rui Zhu, Konstantinos Gryllias
Publié dans: International Journal of Prognostics and Health Management, Numéro 15, 2024, ISSN 2153-2648
Éditeur: PHM Society
DOI: 10.36001/ijphm.2024.v15i1.3808

A method for adding domain knowledge to semi-supervised fault detection using signal processing gradients

Auteurs: Douw Marx, Deepti Kunte, Bram Cornelis, Konstantinos Gryllias
Publié dans: Proceedings of ISMA 2024, 2024
Éditeur: KU Leuven

Control robótico inteligente para extracción de elementos flexibles

Auteurs: Benjamin Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Itziar Cabanes
Publié dans: Jornadas de Automática, 2024, ISSN 3045-4093
Éditeur: Jornadas de Automática
DOI: 10.17979/ja-cea.2024.45.10927

Ball-bearings fault detection for an independent cart system: experimental campaign and preliminary results

Auteurs: Jabbar, A.; Fonte, C.; D'Elia, G.; Cocconcelli, M.
Publié dans: Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics, 2024, ISBN 9789082893175
Éditeur: KUL

Investigating the usage of Proxy-A-Distance as a measure of dataset shift detection and quantification in an automotive booming noise classification setting

Auteurs: Deepti Kunte, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Publié dans: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Éditeur: HAL open science

A vibration based self-learning approach for machine condition monitoring

Auteurs: F. De Fabritiis, K. Gryllias
Publié dans: ISMA2024 - USD2024 Conference programme, 2024
Éditeur: KU Leuven

Enhancing Decision Support in Construction through Industrial AI

Auteurs: Khanna, P., Prabhu, S., Karim, R., & Tretten, P.
Publié dans: International Congress and Workshop on Industrial AI and eMaintenance – IAI2025, May 13–15 2025, 2025
Éditeur: Springer

Feature Extraction in non-stationary conditions

Auteurs: Achilleos, Achilleas; Leclere, Quentin; Antoni, Jérôme
Publié dans: Numéro 12, 2023
Éditeur: HAL

Hybrid Robotic Control for Flexible Element Disassembly

Auteurs: Benjamín Tapia Sal Paz; Gorka Sorrosal; Aitziber Mancisidor Barinagarrementeria
Publié dans: European Robotic Forum 2024, 2024
Éditeur: European Robotic Forum 2024

A two-step synchrosqueezing transform approach mitigating reallocation errors in time-frequency analysis

Auteurs: Fadi Karkafi, Maxime Leiber, Quentin Leclère, Jérôme Antoni, Mohammed El Badaoui
Publié dans: Proceedings of ISMA2024 Conference on Noise and Vibration Engineering, 2024, ISBN 9789082893175
Éditeur: KU Leuven

Deep Learning-Based Semantic Segmentation of Thermal Defects Using AResU-Net and Real-ESRGAN for the Infrared Image Resolution Enhancement

Auteurs: Mohammad Siami, Tomasz Barszcz , Jacek Wodecki, Radosław Zimroz
Publié dans: 2023
Éditeur: Damas conference
DOI: 10.5281/zenodo.17628450

Transfer Learning for Booming Noise Classification

Auteurs: Deepti Kunte; Claudio Colangeli; Bram Cornelis; Konstantinos Gryllias; Christophe De Veuster; Karl Janssens
Publié dans: Proc. DAGA 2022 Conference, 2022
Éditeur: DEGA

A Prognostic Approach to Improve System Reliability for Aircraft System

Auteurs: Shuai Fu, Nicolas P. Avdelidis, Ian K. Jennions
Publié dans: 2023 7th International Conference on System Reliability and Safety (ICSRS), 2024, Page(s) 259-264
Éditeur: IEEE
DOI: 10.1109/icsrs59833.2023.10381117

Nonlinear cyclic excitation and the improvement of the Operational Modal Analysis for Rotating machineries

Auteurs: Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Publié dans: 8th International Conference on Condition Monitoring of Machinery in Non-Stationary Operations, 2024
Éditeur: Wenzhou University

A method for adding domain knowledge to semi-supervised fault detection using signal processing gradients

Auteurs: Marx, Douw Gerbrand; Kunte, Deepti; Cornelis, Bram; Gryllias, Konstantinos
Publié dans: Proceedings of ISMA2024 International Conference on Noise and Vibration Engineering, 2024
Éditeur: KU Leuven, Departement Werktuigkunde, LMSD (Mecha (tro) nic System Dynamics)

Results on experimental data analysis of independent cart systems in nonstationary conditions

Auteurs: Abdul Jabbar, Marco Cocconcelli, Gianluca D’Elia, Matteo Strozzi and Riccardo Rubini.
Publié dans: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Éditeur: HAL open science

Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors

Auteurs: Abdul Jabbar, Manuel Mazzonetto, Leonardo Orazi and Marco Cocconcelli
Publié dans: Proceedings of the 8th European Conference of the Prognostics and Health Management Society 2024, 2024, Page(s) 898-907, ISBN 978-1-936263-40-0
Éditeur: PHM Society

Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes

Auteurs: Fadi Karkafi, Jérôme Antoni, Quentin Leclère, Mahsa Yazdanianasr, Konstantinos Gryllias, Mohammed El Badaoui
Publié dans: PHM Society European Conference, Numéro 8, 2024, Page(s) 10, ISBN 978-1-936263-40-0
Éditeur: PHM Society European Conference
DOI: 10.36001/phme.2024.v8i1.3984

Numerical bifurcation analysis of gear transmission in non-stationary regimes under angular formalism

Auteurs: Clerc, Victor; Alcorta, Roberto; Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Publié dans: 3rd World Congress on Condition Monitoring - WCCM 2024, 2024
Éditeur: International Society for Condition Monitoring and NDT

A Comparative Study: Pre-whitening for Informative Pre-whitening for Informative Kurtogram based Preprocessing in Bearing Fault Diagnosis using Convolutional Neural Networks

Auteurs: Atabak Mostafavi, Andreas Friedmann
Publié dans: Wind Europe 2024, 2024
Éditeur: Wind Europe
DOI: 10.24406/publica-3415

Aeronautics failure: a prognostic methodology based on the physics of failure and statistical approaches for predictive maintenance

Auteurs: Shuai Fu, Nicolas P. Avdelidis
Publié dans: NDE 4.0, Predictive Maintenance, Communication, and Energy Systems: The Digital Transformation of NDE II, 2024, Page(s) 6
Éditeur: SPIE
DOI: 10.1117/12.3018035

Enhancing Explainability of Time Series Anomaly Detection for NVH Testing

Auteurs: Lan Jia, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Publié dans: proceedings of 2025 IEEE INTERNATIONAL CONFERENCE ON Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (IEEE METROXRAINE), 2025
Éditeur: IEEE

Application of multi-label convolutional neural networks on enhancement of reliability of classification, a case study on bearing fault diagnostics

Auteurs: Atabak Mostafavi, Andreas Friedmann
Publié dans: 11th European Workshop on Structural Health Monitoring (EWSHM 2024), Numéro 2024, 2024
Éditeur: NDT
DOI: 10.58286/29611

Robust sensor spike detection method based on Dynamic Time Warping

Auteurs: Federico Deuschle; Bram Cornelis; Konstantinos Gryllias
Publié dans: Proc. ASPAI 2022 conference, 2022
Éditeur: IFSA publishing

USING THE NATURAL MODES OF TRANSIENT VIBRATIONS IN PREDICTIVE MAINTENANCE OF INDUSTRIAL MACHINES

Auteurs: Pavlo KROT; Hamid Shiri; Radoslaw ZIMROZ
Publié dans: VIBSYS 2022, Numéro 2, 2022, Page(s) 1-2, ISBN 978-83-89333-80-3
Éditeur: Agencja Reklamowa COMPRINT
DOI: 10.5281/zenodo.7864570

Acoustic-based diagnostics of belt conveyor idlers in real-life mining conditions by mobile inspection robot

Auteurs: Jacek Wodecki; Hamid Shiri; Mohammad Siami ;Radoslaw Zimroz
Publié dans: Proceedings of ISMA2022, Numéro Proceedings of ISMA2022, 2022, Page(s) 1-10
Éditeur: International Conference on Noise and Vibration Engineering

Automated domain adaptation for bearings fault detection and classification

Auteurs: Fadi Karkafi, Amani Raad, Dany Abboud, Yosra Marnissi, Guillaume Doquet, Mohammed El Badaoui
Publié dans: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Éditeur: HAL open science

Intelligent Adaptative Robotic System for Physical Interaction Tasks

Auteurs: Benjamín Tapia Sal Paz; Gorka Sorrosal; Aitziber Mancisidor
Publié dans: 2022 Sixth IEEE International Conference on Robotic Computing (IRC), 2023, ISBN 978-1-6654-7260-9
Éditeur: IEEE
DOI: 10.1109/irc55401.2022.00082

A federated learning approach for rolling bearing fault diagnosis on data sources with imbalanced class distribution

Auteurs: De Fabritiis, Fabrizio; Gryllias, Konstantinos
Publié dans: Surveillance, Vibrations, Shock and Noise, Institut Supérieur de l’Aéronautique et de l’Espace, 2023
Éditeur: ISAE-SUPAERO

A CONTEXT-AWARE METHODOLOGY FOR FAULT DETECTION AND SEVERITY CLASSIFICATION UNDER VARIABLE OPERATING CONDITIONS

Auteurs: F. De Fabritiis, K. Gryllias, VK Chauhan, D. A. Clifton
Publié dans: Proceedings of the 31st International Congress on Sound and Vibration, 2025
Éditeur: The Korean Society for Noise and Vibration Engineering https://ksnve.or.kr

Characterization and identification of nonlinear cyclic excitations in non-stationary gearbox operations

Auteurs: Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Publié dans: International Conference on Noise and Vibration Engineering, 2024
Éditeur: KU Leuven

Transfer learning for unsupervised booming noise classification

Auteurs: Deepti Kunte; Bram Cornelis; Claudio Colangeli; Christophe De Veuster; Konstantinos Gryllias
Publié dans: Proc. ISMA 2022 Conference, 2022
Éditeur: KU Leuven - ISMA - International Conference on Noise and Vibration Engineering

Information Fusion of Infrared Images and Acoustic Signals for Bearing Fault Diagnosis of Rotating Machinery

Auteurs: Mohammad Siami , Hamid Shiri , Tomasz Barszcz , Jacek Wodecki , Radoslaw Zimroz
Publié dans: 2023
Éditeur: HAL
DOI: 10.5281/zenodo.17630757

Validation of time series anomaly detection methods for automated detection of measurement anomalies in noise and vibration testing

Auteurs: Lan Jia, Bram Cornelis, Konstantinos Gryllias
Publié dans: Proceedings of ISMA 2024, 2024
Éditeur: KU Leuven

Human-centric Maintenance Process Through Integration of AI, Speech, and AR

Auteurs: Khanna, P., Kour, R., & Karim, R.
Publié dans: International Congress and Workshop on Industrial AI and eMaintenance – IAI2025, May 13–15 2025, Luleå, Sweden, 2025
Éditeur: Springer

Modeling and identifying non-stationary long-term historical condition monitoring data in the presence of noise with non-Gaussian characteristics

Auteurs: Hamid Shiri (1) , Pawel Zimroz (1) , Agnieszka Wylomanska (1) , Radoslaw Zimroz (1)
Publié dans: 2023
Éditeur: Hal
DOI: 10.5281/zenodo.17629060

Data-efficient fault detection in vehicle end-of-line testing through fault location-informed classification

Auteurs: Deepti Kunte, Douw Marx, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Publié dans: Proceedings of ISMA 2024, 2024
Éditeur: KU Leuven

Effective Identification of Cyclic Excitation and Resonance in Non-stationary Gearbox Vibration Monitoring

Auteurs: Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Publié dans: Surveillance, Vibrations, Shock and Noise Conference, Numéro 7, 2023
Éditeur: Institut Supérieur de l'Aéronautique et de l'Espace [ISAE-SUPAERO]

Control híbrido para la manipulación robótica de elementos flexibles

Auteurs: Benjamín Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Itziar Cabanes
Publié dans: XLIV Jornadas de Automática: libro de actas: Universidad de Zaragoza, Escuela de Ingeniería y Arquitectura, 6, 7 y 8 de septiembre de 2023, Zaragoza, 2023, Page(s) 768-772
Éditeur: Servizo de Publicacións. Universidade da Coruña
DOI: 10.17979/spudc.9788497498609.768

Performance study of DTW-based spike measurement anomaly detection in sensors on real world tests.

Auteurs: Bram Cornelis, Federico Deuschle, Konstantinos Gryllias
Publié dans: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Éditeur: HAL open science

From acoustic testing and modeling towards multi-physical digital twins: use cases and demonstrators

Auteurs: Van Belle, Lucas; Panagiotopoulos, dionysios; Cool, vanessa; Denayer, hervé; Claeys, claus; Desmet, wim; Pluymers, bert; Gryllias, konstantinos; Naets, frank; Deckers, elke
Publié dans: Forum Acusticum Euronoise 2025, 2025
Éditeur: European Acoustics Association

Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings

Auteurs: Marx, D.G., Gryllias, K.
Publié dans: Proceedings of the European Conference of the PHM Society 2022, Numéro Vol. 7 No. 1, 2022, Page(s) 338-350, ISBN 978-1-936263-36-3
Éditeur: PHM Society European Conference
DOI: 10.36001/phme.2022.v7i1.3348

Issues and Challenges in Implementing the Metaverse in the Industrial Contexts from a Human-System Interaction Perspective

Auteurs: Parul Khanna, Ramin Karim, Jaya Kumari
Publié dans: Lecture Notes in Mechanical Engineering, International Congress and Workshop on Industrial AI and eMaintenance 2023, 2024, Page(s) 303-318
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-39619-9_22

Overload detection in MEMS microphones-based acoustic arrays

Auteurs: Federico Deuschle; Bram Cornelis; Jeroen Lanslots; Konstantinos Gryllias
Publié dans: Proc. ISMA 2022 conference, 2022
Éditeur: KU Leuven - ISMA - International Conference on Noise and Vibration Engineering

PROBABILISTIC UNCERTAINTY-AWARE DECISION FUSION OF NEURAL NETWORK FOR BEARING FAULT DIAGNOSIS

Auteurs: Atabak Mostafavi, Mohammad Siami, Andreas Friedmann, Tomasz Barszcz, Radoslaw Zimroz
Publié dans: PROCEEDINGS OF THE EUROPEAN CONFERENCE OF THE PHM SOCIETY 2024, Numéro Vol. 8, No. 1, 2024, Page(s) 703-712, ISBN 978-1-936263-40-0
Éditeur: PHM Society European Conference
DOI: 10.36001/phme.2024.v8i1.4010

Deep learning implementations of cyclo-stationary signal processing methods

Auteurs: Marx, D.G., Liu, C., Antoni, J., Gryllias, K.
Publié dans: 2022 Leuven Conference on Noise and Vibration Engineering, 2022, Page(s) 661-678, ISBN 9789082893151
Éditeur: KU Leuven - ISMA - International Conference on Noise and Vibration Engineering

Automated IR Image Segmentation for Identification of Overheated Idlers in Belt Conveyor Systems Based on Outlier-Detection Method

Auteurs: Tomasz Barszcz, Mohammad Siami, Jacek Wodecki, Radosław Zimroz
Publié dans: SSRN Electronic Journal, 2024, ISSN 1556-5068
Éditeur: SSRN
DOI: 10.2139/ssrn.4054247

Nonstationary vibration diagnostics of rotating machinery : Application to aeronautic power transmission systems

Auteurs: Fadi Karkafi
Publié dans: 2025
Éditeur: HAL Science

Experimental Setup for Non-stationary Condition Monitoring of Independent Cart Systems

Auteurs: Abdul Jabbar, Gianluca D’Elia, Marco Cocconcelli
Publié dans: Lecture Notes in Mechanical Engineering, International Congress and Workshop on Industrial AI and eMaintenance 2023, 2024, Page(s) 517-530
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-39619-9_38

Domain Knowledge Regularised Fault Detection

Auteurs: Douw Marx, Konstantinos Gryllias
Publié dans: Lecture Notes in Mechanical Engineering, International Congress and Workshop on Industrial AI and eMaintenance 2023, 2024, Page(s) 395-408
Éditeur: Springer Nature Switzerland
DOI: 10.1007/978-3-031-39619-9_29

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