Vol. 8 No. 1 (2024): Proceedings of the European Conference of the PHM Society 2024

Edited by:

Phuc Do & Cordelia Ezhilarasu

ISBN: 978-1-936263-40-0

Published: 2024-06-27

Proceedings Front Matter

Technical Papers

A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection

Dhiraj Neupane, Mohamed Reda Bouadjenek, Richard Dazeley, Sunil Aryal
Abstract 137 | PDF Downloads 139 | DOI https://doi.org/10.36001/phme.2024.v8i1.4053

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A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes

Stephan Baggerohr, Cees Taal, Sebastian Echeverri Restrepo, Mourad Chennaoui, Christine Matta
Abstract 113 | PDF Downloads 92 | DOI https://doi.org/10.36001/phme.2024.v8i1.4090

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A data-driven risk assessment approach for electronic boards used in oil well drilling operations

Delia-Elena Dumitru, Jinlong Kang, Alejandro Olid-Gonzalez, Ahmed Mosallam
Abstract 60 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054

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A Gear Health Indicator Based on f-AnoGAN

Hao Wen, Djordy Van Maele, Jean Carlos Poletto, Patrick De Baets, Konstantinos Gryllias
Abstract 66 | PDF Downloads 49 | DOI https://doi.org/10.36001/phme.2024.v8i1.4046

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A maturity framework for data driven maintenance

Chris Rijsdijk, Mike Van de Wijnckel, Tiedo Tinga
Abstract 248 | PDF Downloads 103 | DOI https://doi.org/10.36001/phme.2024.v8i1.4039

A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context

Mohamed Aziz Zaghdoudi, Christophe Varnier, Sonia Hajri-Gabouj, Noureddine Zerhouni
Abstract 95 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2024.v8i1.4036

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A Review of Prognostics and Health Management in Wind Turbine Components

Jokin Cuesta, Urko Leturiondo, Yolanda Vidal, Francesc Pozo
Abstract 78 | PDF Downloads 52 | DOI https://doi.org/10.36001/phme.2024.v8i1.4093

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A rolling bearing state evaluation method based on deep learning combined with Wiener process

Yuntian Ta, Tiantian Wang, Jingsong Xie, Jinsong Yang, Tongyang Pan
Abstract 50 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2024.v8i1.4095

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Active learning for gear defect detection in gearboxes

Wenzhi Liao, Roeland De Geest
Abstract 63 | PDF Downloads 55 | DOI https://doi.org/10.36001/phme.2024.v8i1.4050

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Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration

Jinwoo Song, Junggyu Choi, Jeongmin Shin, Seungyoon Oh, Seok Hyun Hong, Yun Jong Lee, Hae-Sung Yoon, Joo-Ho Choi
Abstract 76 | PDF Downloads 72 | DOI https://doi.org/10.36001/phme.2024.v8i1.4089

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Analytical Modeling of Health Indices for Prognostics and Health Management

Pierre Dersin, Kristupas Bajarunas, Manuel Arias-Chao
Abstract 68 | PDF Downloads 60 | DOI https://doi.org/10.36001/phme.2024.v8i1.4083

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Anomaly Detection of a Cooling Water Pump of a Power Plant Based on its Virtual Digital Twin Constructed with Deep Learning Techniques

Miguel A. Sanz-Bobi, Sarah Orbach, F. Javier Bellido-López, Antonio Muñoz, Daniel González-Calvo, Tomás Álvarez-Tejedor
Abstract 62 | PDF Downloads 57 | DOI https://doi.org/10.36001/phme.2024.v8i1.4004

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Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis

Fawzi Gougam, Moncef Soualhi, Abdenour Soualhi, Adel Afia, Walid Touzout, Mohamed Abdssamed Aitchikh
Abstract 132 | PDF Downloads 100 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109

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Bayesian Networks for Remaining Useful Life Prediction

Erik Hostens, Kerem Eryilmaz, Merijn Vangilbergen, Ted Ooijevaar
Abstract 114 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2024.v8i1.4019

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Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams

Oualid Laiadi, Ikram Remadna, El yamine Dris, Redouane Drai, Sadek Labib Terrissa, Noureddine Zerhouni
Abstract 112 | PDF Downloads 73 | DOI https://doi.org/10.36001/phme.2024.v8i1.4134

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Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection

Abishek Srinivasan, Varun, Juan Carlos Andresen, Anders Holst
Abstract 58 | PDF Downloads 53 | DOI https://doi.org/10.36001/phme.2024.v8i1.4087

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Damage Detection using Machine Learning for PHM in Gearbox Applications

Lisa Binanzer, Tobias Schmid, Lukas Merkle, Martin Dazer
Abstract 91 | PDF Downloads 56 | DOI https://doi.org/10.36001/phme.2024.v8i1.4062

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Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence

Mila Francesca Lüscher, Jannik Zgraggen, Yuyan Guo, Antonio Notaristefano, Lilach Goren Huber
Abstract 105 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2024.v8i1.4059

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Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet
Abstract 75 | PDF Downloads 32 | DOI https://doi.org/10.36001/phme.2024.v8i1.4034

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Defect Data Augmentation Method for Robust Image-based Product Inspection

Youngwoon Choi, Hyunseok Lee, Sang Won Lee
Abstract 69 | PDF Downloads 54 | DOI https://doi.org/10.36001/phme.2024.v8i1.4068

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Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks

Chenyang Lai, Piero Baraldi, Gaetano Quattrocchi, Matteo Davide Lorenzo Dalla Vedova, Leonardo Baldo, Matteo Bertone, Enrico Zio
Abstract 76 | PDF Downloads 48 | DOI https://doi.org/10.36001/phme.2024.v8i1.4018

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Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems

Antonio Orru, Thanos Kontogiannis, Francesco Falcetelli, Raffaella Di Sante, Nick Eleftheroglou
Abstract 102 | PDF Downloads 47 | DOI https://doi.org/10.36001/phme.2024.v8i1.3982

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Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft

Andrea De Martin, Riccardo Achille, Antonio Carlo Bertolino, Giovanni Jacazio, Massimo Sorli
Abstract 69 | PDF Downloads 44 | DOI https://doi.org/10.36001/phme.2024.v8i1.4002

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Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory

KIWON PARK, Myoung Gyo Lee, Sung Yong Cho, Yoon Jang, Young Tae Choi
Abstract 105 | PDF Downloads 68 | DOI https://doi.org/10.36001/phme.2024.v8i1.4037

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Development of Fault Diagnosis Model based on Semi-supervised Autoencoder

Yongjae Jeon, Kyumin Kim, Yelim Lee, Byeong Kwon Kang, Sang Won Lee
Abstract 48 | PDF Downloads 40 | DOI https://doi.org/10.36001/phme.2024.v8i1.4023

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Domain Adaptation for Fault Detection in Civil Nuclear Plants

Henry Wood, Felipe Montana, Visakan Kadirkamanathan, Andy Mills, Will Jacobs
Abstract 45 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2024.v8i1.4076

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Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance

Kiavash Fathi, Fabio Corradini, Marcin Sadurski, Marco Silvestri, Marko Ristin, Afrooz Laghaei, Davide Valtorta, Tobias Kleinert, Hans Wernher van de Venn
Abstract 59 | PDF Downloads 19 | DOI https://doi.org/10.36001/phme.2024.v8i1.3985

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

Fadi Karkafi, Jérôme Antoni, Quentin Leclère, Mahsa Yazdanianasr, Konstantinos Gryllias, Mohammed El Badaoui
Abstract 98 | PDF Downloads 48 | DOI https://doi.org/10.36001/phme.2024.v8i1.3984

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Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor

Adel Afia, Mocnef Soualhi, Fawzi Gougam, Walid Touzout , Abdassamad Ait-Chikh, Mounir Meloussi
Abstract 94 | PDF Downloads 79 | DOI https://doi.org/10.36001/phme.2024.v8i1.4108

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False alarm reduction in railway track quality inspections using machine learning

Isidro Durazo-Cardenas, Bernadin Namoano, Andrew Starr, Ram Dilip Sala, Jichao Lai
Abstract 83 | PDF Downloads 65 | DOI https://doi.org/10.36001/phme.2024.v8i1.4113

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Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor

Jeongmin Oh, Hyunseok Oh, Yong Hyun Ryu, Kyung-Woo Lee, Dae-Un Sung
Abstract 39 | PDF Downloads 47 | DOI https://doi.org/10.36001/phme.2024.v8i1.3999

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From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support

HAOXUAN DENG, Bernadin Namoano, BOHAO ZHENG, Samir Khan, John Ahmet Erkoyuncu
Abstract 45 | PDF Downloads 42 | DOI https://doi.org/10.36001/phme.2024.v8i1.4114

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Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario

Monica Spinola Felix, John J. Martinez-Molina, Christophe Bérenguer, Chetan S. Kulkarni, Marcos E. Orchard
Abstract 45 | PDF Downloads 31 | DOI https://doi.org/10.36001/phme.2024.v8i1.4086

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Human-Centric PHM in the Era of Industry 5.0

Parul Khanna, Jaya Kumari, Ramin Karim
Abstract 88 | PDF Downloads 68 | DOI https://doi.org/10.36001/phme.2024.v8i1.4121

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Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers

Augustin Cathignol, Victor Thuillie-Demont, Ludovica Baldi, Laurent Micheau, Jean-Pierre Petitpretre, Amelle Ouberehil
Abstract 52 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2024.v8i1.4102

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Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal

Tal Bublil, Cees Taal, Bert Maljaars, Renata Klein, Jacob Bortman
Abstract 42 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2024.v8i1.4092

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Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations

Linus Kohl, Sarah Eschenbacher, Philipp Besinger, Fazel Ansari
Abstract 107 | PDF Downloads 52 | DOI https://doi.org/10.36001/phme.2024.v8i1.4098

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Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning

Lisandro Arturo Jimenez-Roa, Thiago D. Simão, Zaharah Bukhsh, Tiedo Tinga, Hajo Molegraaf, Nils Jansen, Marielle Stoelinga
Abstract 300 | PDF Downloads 49 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091

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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems

Peter J.F. Lucas, Giso Dal, Arjen Hommersom, Guus Grievink
Abstract 90 | PDF Downloads 73 | DOI https://doi.org/10.36001/phme.2024.v8i1.4033

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MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning

Clemens Heistracher, Anahid Wachsenegger, Axel Weißenfeld, Pedro Casas
Abstract 49 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2024.v8i1.4111

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NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services

Corina Panait, Nahieli Vasquez, Ahmed Mosallam, Hassan Mansoor, Anup Arun Yadav, Fares Ben Youssef, Qian Su, Olexiy Kyrgyzov
Abstract 106 | PDF Downloads 72 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084

Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines

Kerem Eryilmaz, Fernando de la Hucha Arce, Jeroen Zegers, Ted Ooijevaar
Abstract 62 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2024.v8i1.4112

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On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*

Henrik Lindström, Johan Öhman, Vanessa Meulenberg, Reiner Gnauert, Claus Weimann, Wolfgang Birk
Abstract 39 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2024.v8i1.3990

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Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction

Kai Hencken, Arthur Serres, Giacomo Garegnani
Abstract 35 | PDF Downloads 18

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Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis

Atabak mostafavi, Mohammad Siami, Andreas Friedmann, Tomasz Barszcz, Radoslaw Zimroz
Abstract 84 | PDF Downloads 61 | DOI https://doi.org/10.36001/phme.2024.v8i1.4010

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Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions

Alireza Javanmardi, Osarenren Kennedy Aimiyekagbon, Amelie Bender, James Kuria Kimotho, Walter Sextro, Eyke Hüllermeier
Abstract 106 | PDF Downloads 95 | DOI https://doi.org/10.36001/phme.2024.v8i1.4101

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Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster

Renato Murata, Julien Marzat, Hélène Piet-Lahanier, Sandra Boujnah, Pierre Belleoud
Abstract 35 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2024.v8i1.4056

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Testing Topological Data Analysis for Condition Monitoring of Wind Turbines

Simone Casolo, Alexander Stasik, Zhenyou Zhang, Signe Riemer-Sørensen
Abstract 34 | PDF Downloads 20 | DOI https://doi.org/10.36001/phme.2024.v8i1.4117

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Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance

Omri Matania, Roee Cohen, Eric Bechhoefer, Jacob Bortman
Abstract 145 | PDF Downloads 93 | DOI https://doi.org/10.36001/phme.2024.v8i1.4125

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Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management

Thanos Kontogiannis, Wanda Melfo, Nick Eleftheroglou, Dimitrios Zarouchas
Abstract 75 | PDF Downloads 49 | DOI https://doi.org/10.36001/phme.2024.v8i1.3968

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Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data

Luc S. Keizers, Richard Loendersloot, Tiedo Tinga
Abstract 64 | PDF Downloads 37 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017

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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics

Jokin Alcibar, Jose I. Aizpurua, Ekhi Zugasti
Abstract 60 | PDF Downloads 60 | DOI https://doi.org/10.36001/phme.2024.v8i1.3981

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Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems

Atuahene Barimah, Octavian Niculita , Don McGlinchey, Andrew Cowell, Billy Milligan
Abstract 99 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2024.v8i1.4099

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

Abdul Jabbar, Manuel Mazzonetto, Leonardo Orazi, Marco Cocconcelli
Abstract 44 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2024.v8i1.4136

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Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset

Mariana Salinas-Camus, Nick Eleftheroglou
Abstract 137 | PDF Downloads 50 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007

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Unsupervised Learning for Bearing Fault Identification with Vibration Data

Gianluca Nicchiotti, Idris Cherif, Sebastien Kuenlin
Abstract 40 | PDF Downloads 32 | DOI https://doi.org/10.36001/phme.2024.v8i1.4047

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Posters

A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window

Carmine Allegorico, Gabriele Mordacci, Aidil Fazlina Hasbullah, Fahzziramika Nadia Jaafar Nadia Jaafar, Carmine Allegorico, Gionata Ruggiero
Abstract 34 | PDF Downloads 31 | DOI https://doi.org/10.36001/phme.2024.v8i1.4097

Feature Selection Method for Gear Health Indicator Using MIC Ranking

Hongliang Song, Hongli Gao, Ruiyang Zhou, Jianing He, Mengfan Chen
Abstract 46 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2024.v8i1.4031

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Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds

Alexander Loewen, Peter Wissbrock, Amelie Bender, Walter Sextro
Abstract 87 | PDF Downloads 63 | DOI https://doi.org/10.36001/phme.2024.v8i1.4075

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Integrated design of negative stiffness honeycomb structures considering performance and operational degradation

Hyeong-Do Kim, Taemin Noh, Young-Jin Kang, Nam-Ho Kim, Yoojeong Noh
Abstract 47 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2024.v8i1.3997

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Threshold Selection for Classification Models in Prognostics

Rohit Deo, Swarali Desai, Subhalakshmi Behra, Chetan Pulate, Aman Yadav, Nilesh Powar
Abstract 254 | PDF Downloads 66 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139

Doctoral Symposium

Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology

Felix Waldhauser, Hamza Boukabache, Daniel Perrin, Martin Dazer
Abstract 63 | PDF Downloads 44 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951

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Machinery Fault Detection using Advanced Machine Learning Techniques

Dhiraj Neupane, Mohamed Reda Bouadjenek, Richard Dazeley, Sunil Aryal
Abstract 242 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947

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Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs

Mariana Salinas, Nick Eleftheroglou, Dimitrios Zarouchas
Abstract 72 | PDF Downloads 54 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955

Trustworthy Machine Learning Operations for Predictive Maintenance Solutions

Kiavash Fathi, Tobias Kleinert, Hans Wernher van de Venn
Abstract 80 | PDF Downloads 57 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966

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