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 402 | PDF Downloads 316 | 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 277 | PDF Downloads 195 | 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 176 | PDF Downloads 139 | 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 197 | PDF Downloads 138 | 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 911 | PDF Downloads 287 | 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 206 | PDF Downloads 118 | 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 228 | PDF Downloads 131 | 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 170 | PDF Downloads 134 | DOI https://doi.org/10.36001/phme.2024.v8i1.4095

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A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System

DEOGHYEON KIM, Gun Sik Kim, Ung Ho Nam, Jin Woo Park
Abstract 186 | PDF Downloads 103 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140

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Active learning for gear defect detection in gearboxes

Wenzhi Liao, Roeland De Geest
Abstract 261 | PDF Downloads 186 | 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 265 | PDF Downloads 196 | 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 230 | PDF Downloads 165 | 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 203 | PDF Downloads 159 | 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 256 | PDF Downloads 208 | 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 310 | PDF Downloads 236 | 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 236 | PDF Downloads 145 | 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 215 | PDF Downloads 162 | 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 212 | PDF Downloads 131 | 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 201 | PDF Downloads 133 | 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 159 | PDF Downloads 111 | 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 194 | PDF Downloads 192 | 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 227 | PDF Downloads 124 | 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 228 | PDF Downloads 133 | 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 151 | PDF Downloads 104 | 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 263 | PDF Downloads 192 | 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 138 | PDF Downloads 92 | 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 164 | PDF Downloads 85 | 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 218 | PDF Downloads 115 | 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 204 | PDF Downloads 133 | 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 178 | PDF Downloads 143 | 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 201 | PDF Downloads 129 | 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 114 | PDF Downloads 107 | 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 244 | PDF Downloads 166 | 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 167 | PDF Downloads 107 | 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 183 | PDF Downloads 167 | 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 168 | PDF Downloads 118 | 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 135 | PDF Downloads 100 | 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 490 | PDF Downloads 219 | 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 458 | PDF Downloads 134 | 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 171 | PDF Downloads 135 | 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 196 | PDF Downloads 96 | 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 200 | PDF Downloads 167 | 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 181 | PDF Downloads 81 | 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 97 | PDF Downloads 94 | 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 159 | PDF Downloads 98

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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 176 | PDF Downloads 129 | 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 266 | PDF Downloads 237 | 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 126 | PDF Downloads 103 | 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 211 | PDF Downloads 95 | 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 273 | PDF Downloads 166 | 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 221 | PDF Downloads 137 | 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 196 | PDF Downloads 112 | 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 171 | PDF Downloads 134 | 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 220 | PDF Downloads 134 | 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 107 | PDF Downloads 60 | 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 366 | PDF Downloads 193 | 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 128 | PDF Downloads 89 | 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 125 | PDF Downloads 128 | 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 112 | PDF Downloads 96 | 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 382 | PDF Downloads 221 | 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 119 | PDF Downloads 117 | 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 442 | PDF Downloads 158 | 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 152 | PDF Downloads 139 | 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 373 | PDF Downloads 151 | 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 165 | PDF Downloads 117 | 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 209 | PDF Downloads 133 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966

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