MOnItoRing of large scale complex technologicAl systems

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

Author(s): Jenny Yang, Andrew A. S. Soltan, David W. Eyre, David A. Clifton
Published in: Nature Machine Intelligence, Issue 5, 2023, Page(s) 884-894, ISSN 2522-5839
Publisher: 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

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

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

Author(s): Mohammad Siami, Tomasz Barszcz, Jacek Wodecki, Radoslaw Zimroz
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-024-55864-2

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

Self-supervised Learning Approach for Anomaly Detection in Rotating Machinery

Author(s): Fabrizio De Fabritiis, Konstantinos Gryllias
Published in: Annual Conference of the PHM Society, Issue 16, 2024, ISSN 2325-0178
Publisher: PHM Society
DOI: 10.36001/phmconf.2024.v16i1.3911

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

Author(s): Pavlo Krot, Hamid Shiri, Przemysław Dąbek, Radosław Zimroz
Published in: Materials, Issue 16, 2025, Page(s) 5794, ISSN 1996-1944
Publisher: MDPI Open Access Publishing
DOI: 10.3390/ma16175794

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

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

Author(s): Hamid Shiri, Pawel Zimroz, Jacek Wodecki, Agnieszka Wyłomańska, Radosław Zimroz, Krzysztof Szabat
Published in: Mechanical Systems and Signal Processing, Issue 200, 2025, Page(s) 110472, ISSN 0888-3270
Publisher: Academic Press
DOI: 10.1016/j.ymssp.2023.110472

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

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

Author(s): Mohammad Siami, Przemysław Dąbek, Hamid Shiri, Anna Michalak, Jacek Wodecki, Tomasz Barszcz, Radosław Zimroz
Published in: Sensors, Issue 25, 2025, Page(s) 5512, ISSN 1424-8220
Publisher: 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

Author(s): 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
Published in: Mechanical Systems and Signal Processing, Issue 230, 2025, Page(s) 112601, ISSN 0888-3270
Publisher: 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

Author(s): Hamid Shiri, Jacek Wodecki, Radosław Zimroz
Published in: IOP Conference Series: Earth and Environmental Science, Issue 1189, 2023, Page(s) 012007, ISSN 1755-1307
Publisher: IOP Publishing
DOI: 10.1088/1755-1315/1189/1/012007

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

Author(s): Douw Marx, Konstantinos Gryllias
Published in: Annual Conference of the PHM Society, Issue 15, 2023, ISSN 2325-0178
Publisher: PHM Society
DOI: 10.36001/phmconf.2023.v15i1.3566

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

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

Author(s): Hamid Shiri, Pawel Zimroz, Agnieszka Wyłomańska, Radosław Zimroz
Published in: Measurement, Issue 235, 2025, Page(s) 114882, ISSN 0263-2241
Publisher: Elsevier BV
DOI: 10.1016/j.measurement.2024.114882

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

Author(s): Joanna Janczura, Wojciech Żuławiński, Hamid Shiri, Tomasz Barszcz, Radosław Zimroz, Agnieszka Wyłomańska
Published in: Eksploatacja i Niezawodność – Maintenance and Reliability, Issue 27, 2025, ISSN 1507-2711
Publisher: 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

Author(s): Mohammad Siami, Tomasz Barszcz, Radoslaw Zimroz
Published in: Sensors, Issue 24, 2025, Page(s) 3421, ISSN 1424-8220
Publisher: 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

Author(s): Hamid Shiri, Pawel Zimroz, Jacek Wodecki, Agnieszka Wyłomańska, Radoslaw Zimroz
Published in: Mechanical Systems and Signal Processing, Issue 205, 2025, Page(s) 110833, ISSN 0888-3270
Publisher: 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

Author(s): Jenny Yang, David W. Eyre, Lei Lu, David A. Clifton
Published in: npj Antimicrobials and Resistance, Issue 1, 2023, ISSN 2731-8745
Publisher: 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

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

Human-Centric PHM in the Era of Industry 5.0

Author(s): Parul Khanna, Jaya Kumari, Ramin Karim
Published in: PHM Society European Conference, Issue 8, 2024, Page(s) 7, ISSN 2325-016X
Publisher: PHM Society
DOI: 10.36001/phme.2024.v8i1.4121

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

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

Author(s): 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
Published in: Nature Communications, Issue 15, 2024, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-024-52618-6

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

Author(s): Jenny Yang, Hagen Triendl, Andrew A. S. Soltan, Mangal Prakash, David A. Clifton
Published in: BMC Medical Informatics and Decision Making, 2024, ISSN 1472-6947
Publisher: 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

Author(s): Forough Moosavi, Hamid Shiri, Govind Vashishtha, Sumika Chauhan, Agnieszka Wylomanska, Radoslaw Zimroz
Published in: Measurement Science and Technology, Issue 36, 2024, Page(s) 016195, ISSN 0957-0233
Publisher: 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

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

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

Author(s): 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
Published in: Scientific Reports, 2024, ISSN 2045-2322
Publisher: 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

Author(s): Douw Marx
Published in: Annual Conference of the PHM Society, Issue 15, 2023, ISSN 2325-0178
Publisher: PHM Society
DOI: 10.36001/phmconf.2023.v15i1.3798

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

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

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

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

Author(s): Rik Vaerenberg, Douw Marx, Seyed Ali Hosseinli, Fabrizio De Fabritiis, Hao Wen, Rui Zhu, Konstantinos Gryllias
Published in: International Journal of Prognostics and Health Management, Issue 15, 2024, ISSN 2153-2648
Publisher: PHM Society
DOI: 10.36001/ijphm.2024.v15i1.3808

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

A vibration based self-learning approach for machine condition monitoring

Author(s): F. De Fabritiis, K. Gryllias
Published in: ISMA2024 - USD2024 Conference programme, 2024
Publisher: KU Leuven

Enhancing Decision Support in Construction through Industrial AI

Author(s): Khanna, P., Prabhu, S., Karim, R., & Tretten, P.
Published in: International Congress and Workshop on Industrial AI and eMaintenance – IAI2025, May 13–15 2025, 2025
Publisher: Springer

Feature Extraction in non-stationary conditions

Author(s): Achilleos, Achilleas; Leclere, Quentin; Antoni, Jérôme
Published in: Issue 12, 2023
Publisher: HAL

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

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

Author(s): Mohammad Siami, Tomasz Barszcz , Jacek Wodecki, Radosław Zimroz
Published in: 2023
Publisher: Damas conference
DOI: 10.5281/zenodo.17628450

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

A Prognostic Approach to Improve System Reliability for Aircraft System

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

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

Author(s): Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Published in: 8th International Conference on Condition Monitoring of Machinery in Non-Stationary Operations, 2024
Publisher: Wenzhou University

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

Author(s): Marx, Douw Gerbrand; Kunte, Deepti; Cornelis, Bram; Gryllias, Konstantinos
Published in: Proceedings of ISMA2024 International Conference on Noise and Vibration Engineering, 2024
Publisher: KU Leuven, Departement Werktuigkunde, LMSD (Mecha (tro) nic System Dynamics)

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

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

Author(s): Clerc, Victor; Alcorta, Roberto; Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Published in: 3rd World Congress on Condition Monitoring - WCCM 2024, 2024
Publisher: 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

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

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

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

Enhancing Explainability of Time Series Anomaly Detection for NVH Testing

Author(s): Lan Jia, Bram Cornelis, Claudio Colangeli, Konstantinos Gryllias
Published in: proceedings of 2025 IEEE INTERNATIONAL CONFERENCE ON Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (IEEE METROXRAINE), 2025
Publisher: IEEE

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

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

Author(s): De Fabritiis, Fabrizio; Gryllias, Konstantinos
Published in: Surveillance, Vibrations, Shock and Noise, Institut Supérieur de l’Aéronautique et de l’Espace, 2023
Publisher: ISAE-SUPAERO

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

Author(s): F. De Fabritiis, K. Gryllias, VK Chauhan, D. A. Clifton
Published in: Proceedings of the 31st International Congress on Sound and Vibration, 2025
Publisher: The Korean Society for Noise and Vibration Engineering https://ksnve.or.kr

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

Author(s): Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Published in: International Conference on Noise and Vibration Engineering, 2024
Publisher: KU Leuven

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

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

Author(s): Mohammad Siami , Hamid Shiri , Tomasz Barszcz , Jacek Wodecki , Radoslaw Zimroz
Published in: 2023
Publisher: HAL
DOI: 10.5281/zenodo.17630757

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

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

Author(s): Khanna, P., Kour, R., & Karim, R.
Published in: International Congress and Workshop on Industrial AI and eMaintenance – IAI2025, May 13–15 2025, Luleå, Sweden, 2025
Publisher: Springer

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

Author(s): Hamid Shiri (1) , Pawel Zimroz (1) , Agnieszka Wylomanska (1) , Radoslaw Zimroz (1)
Published in: 2023
Publisher: Hal
DOI: 10.5281/zenodo.17629060

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

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

Author(s): Ahani, Mojtaba; Bourdon, Adeline; Rémond, Didier
Published in: Surveillance, Vibrations, Shock and Noise Conference, Issue 7, 2023
Publisher: Institut Supérieur de l'Aéronautique et de l'Espace [ISAE-SUPAERO]

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

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

Author(s): Van Belle, Lucas; Panagiotopoulos, dionysios; Cool, vanessa; Denayer, hervé; Claeys, claus; Desmet, wim; Pluymers, bert; Gryllias, konstantinos; Naets, frank; Deckers, elke
Published in: Forum Acusticum Euronoise 2025, 2025
Publisher: European Acoustics Association

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

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

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

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

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

Author(s): Tomasz Barszcz, Mohammad Siami, Jacek Wodecki, Radosław Zimroz
Published in: SSRN Electronic Journal, 2024, ISSN 1556-5068
Publisher: SSRN
DOI: 10.2139/ssrn.4054247

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

Author(s): Fadi Karkafi
Published in: 2025
Publisher: HAL Science

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

Domain Knowledge Regularised Fault Detection

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

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