MOnItoRing of large scale complex technologicAl systems

Deliverables

Report on 1st public technical course

Publications

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

Author(s): Douw Marx, Deepti Kunte, Bram Cornelis, Konstantinos Gryllias
Published in: Proceedings of ISMA 2024, 2024
Publisher: KU Leuven

Control robótico inteligente para extracción de elementos flexibles

Author(s): Benjamin Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Itziar Cabanes
Published in: Jornadas de Automática, 2024, ISSN 3045-4093
Publisher: 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

Author(s): Jabbar, A.; Fonte, C.; D'Elia, G.; Cocconcelli, M.
Published in: Proceedings of ISMA 2024 - International Conference on Noise and Vibration Engineering and USD 2024 - International Conference on Uncertainty in Structural Dynamics, 2024, ISBN 9789082893175
Publisher: KUL

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

Author(s): Deepti Kunte, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Published in: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Publisher: HAL open science

Hybrid Robotic Control for Flexible Element Disassembly

Author(s): Benjamín Tapia Sal Paz; Gorka Sorrosal; Aitziber Mancisidor Barinagarrementeria
Published in: European Robotic Forum 2024, 2024
Publisher: European Robotic Forum 2024

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

Author(s): Fadi Karkafi, Maxime Leiber, Quentin Leclère, Jérôme Antoni, Mohammed El Badaoui
Published in: Proceedings of ISMA2024 Conference on Noise and Vibration Engineering, 2024, ISBN 9789082893175
Publisher: KU Leuven

Robot-Based Damage Assessment Method For Identification Of Overheated Idlers In Conveyor Systems Using Histogram Analysis Techniques

Author(s): Mohammad Siami; Tomasz Barszcz; Jacek Wodecki; Radoslaw Zimroz
Published in: IOP Conference Series: Earth and Environmental Science, Issue 4, 2022, Page(s) 1-8, ISSN 1755-1315
Publisher: XXII Conference of PhD Students and Young Scientists

Transfer Learning for Booming Noise Classification

Author(s): Deepti Kunte; Claudio Colangeli; Bram Cornelis; Konstantinos Gryllias; Christophe De Veuster; Karl Janssens
Published in: Proc. DAGA 2022 Conference, 2022
Publisher: DEGA

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

Author(s): Abdul Jabbar, Marco Cocconcelli, Gianluca D’Elia, Matteo Strozzi and Riccardo Rubini.
Published in: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Publisher: HAL open science

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

Author(s): Abdul Jabbar, Manuel Mazzonetto, Leonardo Orazi and Marco Cocconcelli
Published in: 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
Publisher: PHM Society

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

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

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

Author(s): Atabak Mostafavi, Andreas Friedmann
Published in: Wind Europe 2024, 2024
Publisher: Wind Europe
DOI: 10.24406/publica-3415

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

Author(s): Atabak Mostafavi, Andreas Friedmann
Published in: 11th European Workshop on Structural Health Monitoring (EWSHM 2024), Issue 2024, 2024
Publisher: NDT
DOI: 10.58286/29611

Robust sensor spike detection method based on Dynamic Time Warping

Author(s): Federico Deuschle; Bram Cornelis; Konstantinos Gryllias
Published in: Proc. ASPAI 2022 conference, 2022
Publisher: IFSA publishing

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

Author(s): Pavlo KROT; Hamid Shiri; Radoslaw ZIMROZ
Published in: VIBSYS 2022, Issue 2, 2022, Page(s) 1-2, ISBN 978-83-89333-80-3
Publisher: Agencja Reklamowa COMPRINT
DOI: 10.5281/zenodo.7864570

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

Author(s): Jacek Wodecki; Hamid Shiri; Mohammad Siami ;Radoslaw Zimroz
Published in: Proceedings of ISMA2022, Issue Proceedings of ISMA2022, 2022, Page(s) 1-10
Publisher: International Conference on Noise and Vibration Engineering

Automated domain adaptation for bearings fault detection and classification

Author(s): Fadi Karkafi, Amani Raad, Dany Abboud, Yosra Marnissi, Guillaume Doquet, Mohammed El Badaoui
Published in: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Publisher: HAL open science

Intelligent Adaptative Robotic System for Physical Interaction Tasks

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

Transfer learning for unsupervised booming noise classification

Author(s): Deepti Kunte; Bram Cornelis; Claudio Colangeli; Christophe De Veuster; Konstantinos Gryllias
Published in: Proc. ISMA 2022 Conference, 2022
Publisher: KU Leuven - ISMA - International Conference on Noise and Vibration Engineering

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

Author(s): Lan Jia, Bram Cornelis, Konstantinos Gryllias
Published in: Proceedings of ISMA 2024, 2024
Publisher: KU Leuven

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

Author(s): Deepti Kunte, Douw Marx, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Published in: Proceedings of ISMA 2024, 2024
Publisher: KU Leuven

Control híbrido para la manipulación robótica de elementos flexibles

Author(s): Benjamín Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Itziar Cabanes
Published in: 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
Publisher: 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.

Author(s): Bram Cornelis, Federico Deuschle, Konstantinos Gryllias
Published in: Surveillance, Vibrations, Shock and Noise (Survishno), 2023
Publisher: HAL open science

Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings

Author(s): Marx, D.G., Gryllias, K.
Published in: Proceedings of the European Conference of the PHM Society 2022, Issue Vol. 7 No. 1, 2022, Page(s) 338-350, ISBN 978-1-936263-36-3
Publisher: PHM Society European Conference
DOI: 10.36001/phme.2022.v7i1.3348

Overload detection in MEMS microphones-based acoustic arrays

Author(s): Federico Deuschle; Bram Cornelis; Jeroen Lanslots; Konstantinos Gryllias
Published in: Proc. ISMA 2022 conference, 2022
Publisher: KU Leuven - ISMA - International Conference on Noise and Vibration Engineering

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

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

Deep learning implementations of cyclo-stationary signal processing methods

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

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

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

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

Author(s): Tamás Dózsa, Federico Deuschle, Bram Cornelis, Péter Kovács
Published in: International Journal of Neural Systems, Issue Vol34 no1, 2023, ISSN 0129-0657
Publisher: World Scientific Publishing Co
DOI: 10.1142/s0129065724500047

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

Author(s): Jenny Yang, Andrew A. S. Soltan, David W. Eyre, Yang Yang & David A. Clifton
Published in: npj Digital Medicine, 2023, ISSN 2398-6352
Publisher: Springer Nature
DOI: 10.1038/s41746-023-00805-y

Separation of vibratory components in complex systems for condition monitoring

Author(s): Fadi Karkafi, Dany Abboud, Quentin Leclère, Jérôme Antoni, Mohammed El Badaoui
Published in: International journal of COMADEM, Issue 27 (2), 2024, Page(s) 21-29, ISSN 1363-7681
Publisher: COMADEM International

Novel Hybrid Prognostics of Aircraft Systems

Author(s): Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos
Published in: Electronics, Issue 14, 2025, Page(s) 2193, ISSN 2079-9292
Publisher: MDPI AG
DOI: 10.3390/electronics14112193

Reinforcement Learning-Based Control for Robotic Flexible Element Disassembly

Author(s): Benjamín Tapia Sal Paz, Gorka Sorrosal, Aitziber Mancisidor, Carlos Calleja, Itziar Cabanes
Published in: Mathematics, Issue 13, 2025, Page(s) 1120, ISSN 2227-7390
Publisher: MDPI AG
DOI: 10.3390/math13071120

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

Author(s): Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Published in: Annual Conference of the PHM Society, Issue 15, 2023, ISSN 2325-0178
Publisher: Prognostics and Health Management Society
DOI: 10.36001/phmconf.2023.v15i1.3505

Health Management of Aircraft Fuel Systems: A Practical Prognostic Perspective

Author(s): null null, Shuai Fu, null null, Nicolas Peter Avdelidis
Published in: e-Journal of Nondestructive Testing, Issue 29, 2024, ISSN 1435-4934
Publisher: 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

Author(s): Mohammad Siami; Tomasz Barszcz; Jacek Wodecki; Radoslaw Zimroz
Published in: Sensors, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s222410004

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

Author(s): null Felixfu2022, Nicolas P. Avdelidis
Published in: PHM Society European Conference, Issue 8, 2024, Page(s) 9, ISSN 2325-016X
Publisher: PHM Society European Conference
DOI: 10.36001/phme.2024.v8i1.4130

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

Author(s): Forough Moosavi, Hamid Shiri, Jacek Wodecki, Agnieszka Wyłomańska, Radoslaw Zimroz
Published in: Applied Sciences, Issue 2022, 12(13), 6766;, 2022, Page(s) 1-29, ISSN 2076-3417
Publisher: MDPI
DOI: 10.3390/app12136766

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

Author(s): Shuai Fu, Nicolas P. Avdelidis
Published in: Applied Sciences, Issue 14, 2024, Page(s) 5057, ISSN 2076-3417
Publisher: Applied Sciences
DOI: 10.3390/app14125057

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

Author(s): Jenny Yang, Andrew A. S. Soltan & David A. Clifton
Published in: npj Digital Medicine, 2022, ISSN 2398-6352
Publisher: Springer Nature
DOI: 10.1038/s41746-022-00614-9

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

Author(s): Fadi Karkafi, Quentin Leclère, Jérôme Antoni, Dany Abboud, Mohammed El Badaoui
Published in: Mechanical Systems and Signal Processing, Issue 230, 2025, Page(s) 112567, ISSN 0888-3270
Publisher: 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

Author(s): Mohammad Siami ;Tomasz Barszcz; Jacek Wodecki; Radoslaw Zimroz
Published in: Energies, 2022, ISSN 1996-1073
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en15186771

Machine Learning-Based Risk Stratification for Gestational Diabetes Management

Author(s): Jenny Yang, David Clifton, Jane E Hirst, Foteini K Kavvoura, George Farah, Lucy Mackillop, Huiqi Lu
Published in: Sensors, 2022, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s22134805

Wind turbine condition monitoring dataset of Fraunhofer LBF

Author(s): Atabak Mostafavi, Andreas Friedmann
Published in: Scientific Data, Issue 11, 2024, ISSN 2052-4463
Publisher: Springer Nature
DOI: 10.1038/s41597-024-03934-5

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

Author(s): Shuai Fu, Nicolas P. Avdelidis
Published in: Sensors, Issue 23, 2023, Page(s) 8124, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s23198124

MOIRA-UNIMORE Bearing Data Set for Independent Cart Systems

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

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

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

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