Vol. 9 No. 1 (2026): Proceedings of the European Conference of the PHM Society 2026

Edited by:

Phuc Do, Cordelia Ezhilarasu & Anibal Bregon

ISBN: 978-1-936263-44-8

Published: 2026-07-03

Proceedings Front Matter

PHME 2026 Management Team and Publisher Information

DO
Abstract 155 | PDF Downloads 142 | DOI https://doi.org/10.36001/phme.2026.v9i1.5072
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Page 1

Technical Papers

A Collective Learning Workflow for Remaining Useful Life Estimation of Building Assets Under Sparse Degradation Data

Edgar Segovia, Joao Patacas, Xiang Xie, Philip James, Sneha Verma, Mohamad Kassem
Abstract 172 | PDF Downloads 130 | DOI https://doi.org/10.36001/phme.2026.v9i1.4993
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Page 1--9

A Conceptual Framework to Integrate Prognostics and Health Management with Maintenance, Repair and Overhaul for a Hydrogen-Electric Aircraft Propulsion System

Lisandro A. Jimenez-Roa, Nela Koubkova, Lothar Kerschgens, Arjan de Jong
Abstract 328 | PDF Downloads 179 | DOI https://doi.org/10.36001/phme.2026.v9i1.4904
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Page 1-15

A Convolutional Autoencoder for Fast Compressive Sensing Reconstruction of Vibration Signals

Imen Tounsi, Fadi Karkafi, Mohammed El Badaoui, Francois Guillet
Abstract 210 | PDF Downloads 165 | DOI https://doi.org/10.36001/phme.2026.v9i1.5014
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Page 1-8

A Framework for the Integration of Hybrid Models in Digital Twin Architectures for PHM

Jill Mercedes Linneweber, Andreas Maximilian Schultz, Laura Müller, Osarenren Kennedy Aimiyekagbon, Iryna Mozgova, Walter Sextro
Abstract 296 | PDF Downloads 180 | DOI https://doi.org/10.36001/phme.2026.v9i1.4877
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Page 1-13

A Graph Auto-encoder Framework for Spatio-temporal Anomaly Detection of Corrosion across a Fleet of Offshore Wind Turbines Using ICCP Data

Orkun Temel, Saeid Hedayatrasa, Joachim Verhelst, Bram De Baere, Stefan Hendricx
Abstract 188 | PDF Downloads 114 | DOI https://doi.org/10.36001/phme.2026.v9i1.4968
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Page 1-12

A Methodological Framework for Prognosis Using Control-Oriented Models: Application to an Aeronautical Power Converter

Mohamed SKAIK, Laurent SAINTIS, Sylvain VERRON, Nicola ESPOSITO
Abstract 146 | PDF Downloads 126 | DOI https://doi.org/10.36001/phme.2026.v9i1.5034
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Page 1-7

A Methodology for Progressive Physics Integration in Data-Driven Anomaly Detection: Application to Circuit Breaker Monitoring

Melvin FERNANDES NOVO, Augustin Cathignol, Diego Alberto, Maya Alalam, Benoit Iung, Alexandre Voisin, Phuc Do
Abstract 197 | PDF Downloads 133 | DOI https://doi.org/10.36001/phme.2026.v9i1.4896
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Page 1-9

A Metric-Driven Framework for Evaluating Prognostic Based Failure Estimation on Spare Part Inventory Management

Tanmay Daga, Robert Meissner, Ahmad Ali Pohya, Gerko Wende
Abstract 171 | PDF Downloads 119 | DOI https://doi.org/10.36001/phme.2026.v9i1.4942
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Page 1-12

A Novel High-Level Reasoning Architecture for Aircraft Prescriptive Maintenance

Haroun El Mir, Fakhre Ali, Ian Jennions, Steve King, Martin Skote, Lusitha Ramachandra
Abstract 275 | PDF Downloads 175 | DOI https://doi.org/10.36001/phme.2026.v9i1.4976
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Page 1-13

A Proposal for Application of Physics-Informed Digital Twin and Particle Filtering for the Detection and Prognosis in Harmonic Drives

Roberto Guida, Andrea De Martin, Antonio Carlo Bertolino, Giovanni Jacazio, Massimo Sorli
Abstract 215 | PDF Downloads 131 | DOI https://doi.org/10.36001/phme.2026.v9i1.4849
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Page 1-10

A Probabilistic Baseline Learning Framework for SCADA-Based Wind Turbine Aging Diagnosis and Multi-Scale Performance Degradation Analysis

Qianling Wang, Yolanda Vidal
Abstract 202 | PDF Downloads 122 | DOI https://doi.org/10.36001/phme.2026.v9i1.4851
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Page 1-10

A Prognostic Framework for Railway Track Geometry: Tamping Detection, Settling-Aware Estimation, and Spatially Resolved RUL Prediction

Abdelhamid Ghoul, Wolfgang Lachnit, Mohammed Amin Adoul, Wolfgang Birk
Abstract 134 | PDF Downloads 111 | DOI https://doi.org/10.36001/phme.2026.v9i1.4842
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Page 1-10

A Reliability Digital Twin Architecture for Real-Time Fleet Monitoring and Predictive Maintenance of Hydrostatic Transmission Components

Bruno Dandine, Anthony Dessaux, Philippe Telega
Abstract 280 | PDF Downloads 143 | DOI https://doi.org/10.36001/phme.2026.v9i1.4870
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Page 1-15

A Study on the Impact of Categorical Alarm Data in Power Estimation and Anomaly Detection of Photovoltaic Inverters

Jorge Ruiz Amantegui, Hai-Canh Vu, Phuc Do
Abstract 173 | PDF Downloads 111 | DOI https://doi.org/10.36001/phme.2026.v9i1.4856
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Page 1-10

A Sustainable Anomaly Detection Framework for Autonomous Surface Ship: Adaptive Subsystem-Level Anomaly Detection Algorithm via MLOps

Minji KIM, Gwangho YUN, Hwasup JANG, Jaecheul PARK
Abstract 147 | PDF Downloads 92 | DOI https://doi.org/10.36001/phme.2026.v9i1.4927
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Page 1-11

A Two-Stage Machine Learning Approach for Quantitative Gear Crack Detection Using Vibration Signal Analysis

Paarth Singh Rathore, Arvind Keprate, L. Rajya Lakshmi, Omar D. Mohammed, Debasish Ghose
Abstract 171 | PDF Downloads 101 | DOI https://doi.org/10.36001/phme.2026.v9i1.5008
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Page 1-10

ACE – Automating Causal Extraction: Leveraging Large Language Models for Bowtie Diagram Generation in Failure Analysis

Priyank Venkatesh, Jules Oudmans, Florian Zurfluh
Abstract 147 | PDF Downloads 118 | DOI https://doi.org/10.36001/phme.2026.v9i1.4953
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Page 1-10

AI for Sustainable Building Operations: Data-Driven Anomaly Detection in Ventilation Systems

Anahid Wachsenegger, Adam Buruzs, Anabel Dautović, Miloš Šipetić, Laura Bernadó, Pedro Casas
Abstract 145 | PDF Downloads 212 | DOI https://doi.org/10.36001/phme.2026.v9i1.5012
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Page 1-14

AI-Driven PHM for Floating Offshore Wind Turbines: Review and Main Challenges

Son Hai Nguyen, T. P. Khanh Nguyen, Kamal Medjaher
Abstract 169 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2026.v9i1.4876
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Page 1-8

Addressing the Cold-Start Challenge in Building Predictive Maintenance: Translating Facility Manager Expertise into Criticality Indices

Edgar Segovia, Joao Patacas, Xiang Xie, Philip James, Sneha Verma, Mohamad Kassem
Abstract 228 | PDF Downloads 111 | DOI https://doi.org/10.36001/phme.2026.v9i1.4997
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Page 1-11

Anomaly Detection in Multivariate Industrial Signals: LLMs, TSFMs, or Classical Deep Learning

Allen Baranov, Sarah Alnegheimish, Alfredo Cuesta-Infante, Weizhong Yan, Masoud Abbaszadeh, Kalyan Veeramachaneni
Abstract 257 | PDF Downloads 166 | DOI https://doi.org/10.36001/phme.2026.v9i1.5026
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Page 1-14

API-Based Integration Framework for Dual-LLM Prescriptive Maintenance Report Generation in PHM-Enabled Digital Twin Applications

Atuahene Barimah, Chimkakwo Owhor, Octavian Niculita, Don McGlinchey
Abstract 181 | PDF Downloads 136 | DOI https://doi.org/10.36001/phme.2026.v9i1.5022
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Page 1-9

Active Sim-to-Real Gap Reduction for Industrial Inspection via Digital Twin and Embedding Analysis

Huimin Zhuge, Xian Yeow Lee, Gregory Sin, Raheem Ahmed, Lasitha Vidyaratne, Aman Kumar, Ahmed Farahat
Abstract 230 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2026.v9i1.5037
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Page 1-11

Aging States Estimation and Monitoring Strategies of Li-Ion Batteries Using Incremental Capacity Analysis and Gaussian Process Regression

Moritz Landwehr, Patrick Hoher, Johannes Reuter
Abstract 143 | PDF Downloads 99 | DOI https://doi.org/10.36001/phme.2026.v9i1.4915
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Page 1-11

Analysis of fault-induced electromechanical disturbance effect in a closed-loop system

Urszula Jachymczyk, Paweł Knap, Krzysztof Lalik
Abstract 153 | PDF Downloads 86 | DOI https://doi.org/10.36001/phme.2026.v9i1.4950
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Page 1-11

Bayesian Online Changepoint Detection Algorithm for Degradation Monitoring and Prognostics of Electrical Devices

Roman Mukin, Kai Hencken, Marco Cilibrasi
Abstract 399 | PDF Downloads 142 | DOI https://doi.org/10.36001/phme.2026.v9i1.4973
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Page 1-10

Bayesian Post-Repair Prognostics for Reliable RUL Prediction

Mariana Salinas-Camus, Mary Patrick, John-Alan Pascoe, Nick Eleftheroglou
Abstract 238 | PDF Downloads 141 | DOI https://doi.org/10.36001/phme.2026.v9i1.4996
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Page 1-8

Benchmarking Time-Series Anomaly Detection Algorithms for Photovoltaic Plants

Hannes Bradl, Katharina Hofer-Schmitz, Pasquale Grippa, Gernot Hofer
Abstract 269 | PDF Downloads 128 | DOI https://doi.org/10.36001/phme.2026.v9i1.4977
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Page 1-13

Bifurcated Remaining Useful Life Prediction: A Hybrid Approach for Realistic Uncertainty Characterization

Xabier Belaunzaran, Antonio Nappa, Arkaitz Artetxe, Basilio Sierra
Abstract 190 | PDF Downloads 134 | DOI https://doi.org/10.36001/phme.2026.v9i1.4903
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Page 1-12

Bridging Methods and Data in System-Level Prognostics: A Comprehensive Review

A. Madjid CHERGUI, Khanh T. P. NGUYEN, Kamal Medjaher
Abstract 277 | PDF Downloads 115 | DOI https://doi.org/10.36001/phme.2026.v9i1.4931
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Page 1-8

Classification and Assessment of Propeller Faults in Electric Unmanned Aerial Vehicle Drive Trains

Immo Schmidt
Abstract 184 | PDF Downloads 109 | DOI https://doi.org/10.36001/phme.2026.v9i1.4941
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Page 1-7

Comparative Evaluation of Prognostic Models for Medium-Term Pressure Prediction in Gas Transmission Units

Houda SARIH, Florent BRISSAUD, Khanh T. P. NGUYEN, Kamal MEDJAHER
Abstract 154 | PDF Downloads 95 | DOI https://doi.org/10.36001/phme.2026.v9i1.4934
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Page 1-9

Contrastive, Autoencoding, and Variational Representations for Telemetry-Driven RUL Prediction

Mahmoud Rahat
Abstract 190 | PDF Downloads 130 | DOI https://doi.org/10.36001/phme.2026.v9i1.4916
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Page 1-10

Cost-effective Inspection and Maintenance Rule for Train Control Beacons

Dersin Pierre, Maxime Lousth
Abstract 121 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2026.v9i1.5013
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Page 1-13

Cloud-Enabled Autoencoder-Based Anomaly Detection for Gas Turbine Faults

nima ameri, Will Jacobs, Felipe Montana-gonzalez, Oscar Mendoza, Visakan Kadirkamanathan, Philip Naylor, Andy Mills
Abstract 196 | PDF Downloads 125 | DOI https://doi.org/10.36001/phme.2026.v9i1.4887
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Page 1-9

Cost-Efficient Prognostics Framework for Heliostat Drive Units

Dominik Steinberg, Stefan Nicolas Huestegge, Daniel Maldonado Quinto, Marc Roeger, Benedikt Koelsch, Robert Pitz-Paal
Abstract 162 | PDF Downloads 139 | DOI https://doi.org/10.36001/phme.2026.v9i1.4955
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Page 1-17

Decision at First Sight: An Attention Network for Direct Maintenance Optimization from Sensor Data

mbadfar, Iman Kazemian, Ratna Babu Chinnam, Murat Yildirim
Abstract 145 | PDF Downloads 128 | DOI https://doi.org/10.36001/phme.2026.v9i1.4956
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Page 1-11

Development of Bearing Fault Detection Models using Multibody Simulation Training Data

Luca Giraudo, Luigi Ganpio Di Maggio, Eugenio Brusa, Cristiana Delprete
Abstract 192 | PDF Downloads 120 | DOI https://doi.org/10.36001/phme.2026.v9i1.4981
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Page 1-8

Development of a hybrid PHM system for flight control actuators fusing data analytics with physical knowledge

Andrea De Martin, Sylvain Autin, Corentin Boitard, Nicolas Morizet, Roberto Guida, Antonio Carlo Bertolino, Giovanni Jacazio
Abstract 173 | PDF Downloads 104 | DOI https://doi.org/10.36001/phme.2026.v9i1.4848
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Page 1-12

Developing Generalized Health Index of Electric Vehicle Drivetrain

Kyung-Woo Lee, Youngrock Chung, Dae-Un Sung, Jeongmin Oh, Hyunseok Oh
Abstract 163 | PDF Downloads 104 | DOI https://doi.org/10.36001/phme.2026.v9i1.4873
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Page 1-6

Diagnostics for Mechanical Systems with Unknown Fault Modes: A Novel Open Set Recognition Approach

Jiaxuan Song, Juseong Lee, Claudia Fecarotti, Geert-Jan van Houtum
Abstract 274 | PDF Downloads 122 | DOI https://doi.org/10.36001/phme.2026.v9i1.5015
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Page 1-10

Direct and indirect Structural Health Monitoring of steel railway bridges: A state-of-the-art review and future challenges

Christos Sakaris, Zihao Liu, Mehrisadat Alamdari, Rune Schlanbusch
Abstract 311 | PDF Downloads 160 | DOI https://doi.org/10.36001/phme.2026.v9i1.4839
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Page 1-30

Domain Adaptation of Automatic Speech Recognition Models for Diagnostic Applications

Aman Kumar, Ahmed Farahat, Huimin Zhuge, Chetan Gupta
Abstract 217 | PDF Downloads 154 | DOI https://doi.org/10.36001/phme.2026.v9i1.5036
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Page 1-12

Dual-Threshold Maintenance Optimisation for Hydraulic Floodgates under Runaway Stochastic Degradation

Jack Lally, Sébastien Gigot, Jean-Marc Tacnet, Christophe Berenguer
Abstract 144 | PDF Downloads 105 | DOI https://doi.org/10.36001/phme.2026.v9i1.5009
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Page 1-15

Early Fault Detection in Rotating Machinery via Multivariate Autoencoder-Based Indicator Fusion

Faras Jamil, Nikhil Sudhakaran, Xinrun Liu, Matthias Stammler, Asger Abrahamsen, Cédric Peeters, Jan Helsen
Abstract 226 | PDF Downloads 89 | DOI https://doi.org/10.36001/phme.2026.v9i1.4840
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Page 1-10

Edge AI - Enabled Smart Sensors for Predictive Maintenance of Marine Vessels

Igor Makienko, Michael Grebshtein, Eli Gildish
Abstract 155 | PDF Downloads 109 | DOI https://doi.org/10.36001/phme.2026.v9i1.5047
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Page 1-9

Edge-Deployed Generative Language-Based Retrieval for Aerospace Asset Health Management

Lukmon Rasaq, Madhuri Siddula, Om Prakash Yadav, Rhonda Walthall, Joseph Ensberg, Piyush Yadav
Abstract 291 | PDF Downloads 253 | DOI https://doi.org/10.36001/phme.2026.v9i1.5017
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Page 1-11

Edge-Server Collaborative System for Real-Time and In-Depth Damage Detection of Wind Turbine Blades using Acoustic Signals

Zhi Zhu, Yoshinao Sato
Abstract 345 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2026.v9i1.4958
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Engine Health State Index (EHSI)

Rohit Deo, Aman Yadav, Shruti Bharti, Nilesh Powar
Abstract 233 | PDF Downloads 167 | DOI https://doi.org/10.36001/phme.2026.v9i1.4995
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Page 1-10

Estimating the Battery State of Health with Quantified Aleatoric and Epistemic Uncertainty

Joshua Bogaert, ingeborg de Pater
Abstract 221 | PDF Downloads 115 | DOI https://doi.org/10.36001/phme.2026.v9i1.4905
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Page 1-10

Estimating Spall Severity in Rolling Element Bearings: A Supervised Learning Approach With Naturally Progressing Spalls

Stephan Baggerohr, Cees Taal, Konstantinos Gryllias
Abstract 208 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2026.v9i1.5030
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Page 1-11

Evaluation of Input Presentation in Transfer Learning for Bearing Fault Detection

Amirhossein Berenji, Slawomir Nowaczyk, Zahra Taghiyarrenani, Sepideh Pashami
Abstract 158 | PDF Downloads 117 | DOI https://doi.org/10.36001/phme.2026.v9i1.4928
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Page 1-14

Evaluation of Remaining Useful Life Prediction Algorithms in the Absence of Run-to-Failure Ground Truth Data

Indranil Roychoudhury, Prasham Sheth, Taoufik Wassar
Abstract 263 | PDF Downloads 161 | DOI https://doi.org/10.36001/phme.2026.v9i1.5055
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Page 1-17

Evaluating the Impact of Data Partitioning and Client Selection on Federated Remaining Useful Life Prediction in Aviation

Faruk Ozdemir, Roy S. Kalawsky, Mohammed M. Mabkhot
Abstract 155 | PDF Downloads 118 | DOI https://doi.org/10.36001/phme.2026.v9i1.4866
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Page 1-12

Failure-Mode-Informed Development of Remaining Useful Life Prognostics

Kiavash Fathi, Mihaela Mitici, Tobias Kleinert, Hans Wernher van de Venn
Abstract 308 | PDF Downloads 102 | DOI https://doi.org/10.36001/phme.2026.v9i1.4987
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Page 1-13

Fault Diagnosis of Harmonic Reducers Used in Industrial Collaborative Robots via DWT, MB-FFT, EMD and Machine Learning Classifiers (RF, XGBoost, SVM and KNN)

Samuel Ayankoso, Huanqing Han, Hamidreza Fahham, Gareth Tucker, Helen Miao, Fengshou Gu
Abstract 242 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2026.v9i1.4957
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Page 1-10

Frequency-Domain Feature Analysis for Early Gear Damage Detection in Planetary Gearboxes

Lisa Binanzer, Martin Dazer
Abstract 158 | PDF Downloads 101 | DOI https://doi.org/10.36001/phme.2026.v9i1.5021
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Page 1-12

From Machine Health to Elderly Health: A Sustainability-oriented Elderly-centric Social Robot System enabled by PHM

Deepti Mishra, Akshara Pande
Abstract 121 | PDF Downloads 91 | DOI https://doi.org/10.36001/phme.2026.v9i1.5051
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Page 1-6

From MCU to Neuromorphic Chip: A Zero-Gradient Spiking-Compatible Engine for Cross-Domain Predictive Maintenance

Jianwei Lou
Abstract 169 | PDF Downloads 128 | DOI https://doi.org/10.36001/phme.2026.v9i1.4890
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Page 1-9

From Sensor Data to Maintenance Actions: An Industrial PHM Application for UltrasonicWelding Assembly Machines

Francesco Cancelliere, Morena Ferrario
Abstract 162 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2026.v9i1.4913
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Page 1-8

Hybrid As-Operated Digital Twin of an Aircraft Brake

Vinayak Chandran, Vikram Paumarti, Stefano Sinisi, Roberta Cumbo, Bill May, Alessandro Ulisse
Abstract 184 | PDF Downloads 124 | DOI https://doi.org/10.36001/phme.2026.v9i1.5050
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Page 1-7

Hybrid Detection for Heat Pump Contamination Using Physics-Informed Machine Learning

Ahmed Qarqour, Gernot Heisenberg, Sahil-Jai Arora, Drazen Martinovic
Abstract 211 | PDF Downloads 125 | DOI https://doi.org/10.36001/phme.2026.v9i1.4979
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Page 1-12

Impact of Reactive Power Assumptions on Physics-Informed Assessment of Transformer Ageing in Distribution Networks

Junyi Lu, Blair Brown, Qiteng Hong, Campbell Booth, Bruce Stephen
Abstract 162 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2026.v9i1.5031
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Page 1-9

Improved State of Health Assessment for Lithium-Ion Batteries Based on Electrochemical Impedance Spectroscopy Measurements

Gabriele Patrizi, Fabio Canzanella, Lorenzo Ciani
Abstract 204 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2026.v9i1.4884
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Page 1-9

Integrating Deep Autoencoders and Bayesian Inference for Diagnostics and Health Management of Industrial Inkjet Systems

Gianluca Nicchiotti, Noé Repond
Abstract 241 | PDF Downloads 136 | DOI https://doi.org/10.36001/phme.2026.v9i1.4857
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Page 1-9

Interpretable Operational Regime Classification for a Wind Turbine PHM Digital Twin Architecture

Gard Indrekvam, Maneesh Singh, Anne-Lena Kampen, Mayank Shekhar Jha
Abstract 137 | PDF Downloads 138 | DOI https://doi.org/10.36001/phme.2026.v9i1.4943
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Page 1-14

Integrating Survival-Based Aging Models with Data-Driven RUL Prognostics

Abishek Srinivasan, Juan Carlos Andresen, Sepideh Pashami, Anders Holst
Abstract 199 | PDF Downloads 131 | DOI https://doi.org/10.36001/phme.2026.v9i1.4939
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Page 1-12

Learning the Language of Vibration: A Self-Supervised Transformer Foundation Model for PHM

Giuseppe Mannone, Paula Fischer, Martin Dazer
Abstract 523 | PDF Downloads 307 | DOI https://doi.org/10.36001/phme.2026.v9i1.4912
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Page 1-15

Leveraging Time Series Foundation Models Embeddings for Remaining Useful Life Prediction

Ilias ABDOUNI, Alexandre VOISIN, Christophe CERISARA
Abstract 455 | PDF Downloads 299 | DOI https://doi.org/10.36001/phme.2026.v9i1.4906
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Page 1-7

Leakage-Safe, Reproducible Benchmarking for Vibration-Based Fault Diagnosis

Pawel Knap, Urszula Jachymczyk, Krzysztof Lalik
Abstract 587 | PDF Downloads 227 | DOI https://doi.org/10.36001/phme.2026.v9i1.4924
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Page 1-8

Load-Aware Stochastic Degradation Modeling and Lifetime Characterization for PEM Fuel Cells

Mouhamad Houjayrie, Catherine Cadet, Christophe Bérenguer
Abstract 197 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2026.v9i1.4918
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Page 1-11

Maintenance Planning for Prognostic Health Management of Multi-Component Systems: A Case Study of Multi-Objective Optimisation for Railway Vehicles

Bernd Wagner, Sofoklis Kitharidis, Furong Ye, Thomas Bäck, Niki van Stein
Abstract 144 | PDF Downloads 108 | DOI https://doi.org/10.36001/phme.2026.v9i1.5006
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Page 1-11

Manufacturing Quality–Informed Prognostics: A Novel Approach to Past Uncertainty Management

Benjamin Brito Schiele, Julie Teuwen, Nick Eleftheroglou
Abstract 130 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2026.v9i1.4992
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Page 1-9

Meets Expectations: System Health Analysis and Prognosis for Embedded and Cyber-physical AI

Michael Borth, Christian Tiemann, Leonardo Barbini
Abstract 142 | PDF Downloads 95 | DOI https://doi.org/10.36001/phme.2026.v9i1.4886
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Page 1-8

Monitoring Model Drift in Feedback-Controlled Systems via Efficacy and Efficiency Metrics

Leonardo Baldo, Ferhat Tamssaouet, Jorge F. Silva, Marcos E. Orchard
Abstract 198 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2026.v9i1.4998
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Page 1-9

Ontology-Based Graph Transformer Network for Robust Bearing Fault Diagnosis under Unseen Operating Conditions

Yong Hun Park, Seo Won Lee, Chan Hee Park, Joon Ha Jung
Abstract 199 | PDF Downloads 118 | DOI https://doi.org/10.36001/phme.2026.v9i1.5027
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Page 1-7

Ontology-Grounded Large Language Models for Reliable Querying of Wind Turbine Inspection Knowledge

Louis Verstraeten, Xavier Chesterman, Jan Helsen, Ann Nowé
Abstract 257 | PDF Downloads 150 | DOI https://doi.org/10.36001/phme.2026.v9i1.4947
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Page 1-10

Particle Filter-based Degradation Modeling and SOH Prediction for Lithium-ion Batteries of Autonomous Systems

Donghoon Seo, Taegyun Kim, Yeonghyeon Mo, Jongho Shin, Seungkeun Kim
Abstract 133 | PDF Downloads 81 | DOI https://doi.org/10.36001/phme.2026.v9i1.4985
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Page 1-7

Physics Based and Data Driven Anomaly Detection Methods Using Vibration Data for Early Gear Damage Detection in Planetary Gearboxes

Lukas Merkle, Martin Dazer
Abstract 182 | PDF Downloads 126 | DOI https://doi.org/10.36001/phme.2026.v9i1.4999
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Page 1-17

Physics-Informed Domain Generalization for Bearing Prognostics Under Unseen Operating Conditions

Ali Hosseinli, Konstantinos Gryllias
Abstract 271 | PDF Downloads 157 | DOI https://doi.org/10.36001/phme.2026.v9i1.4972
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Page 1-13

Physics-Informed Machine Learning-Assisted State Estimation for Degrading System Considering Sensor Degradation Impacts

Trung-Thanh N. Thai, Phuc Do, Benoit Iung
Abstract 200 | PDF Downloads 171 | DOI https://doi.org/10.36001/phme.2026.v9i1.5046
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Page 1-7

Physics-Constrained Deep Learning for Interpretable Anomaly Detection in Large Battery Packs with Limited Monitoring Granularity

Antoni Plonczak, Matthias Wüest, Lilach Goren Huber
Abstract 194 | PDF Downloads 135 | DOI https://doi.org/10.36001/phme.2026.v9i1.4929
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Page 1-13

PHM Framework for Discrete IGBTs in EV Applications: A PoF-Based Approach with a State-of-Damage Metric

JuHwan Kim, Junseop Lee, Changwoon Han
Abstract 196 | PDF Downloads 118 | DOI https://doi.org/10.36001/phme.2026.v9i1.4920
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Page 1-9

Predictive Analysis for Safe and Optimal Operation of the CoBra High-Temperature Heat Pump

Jina Yoo, Saskia Bublitz
Abstract 179 | PDF Downloads 105 | DOI https://doi.org/10.36001/phme.2026.v9i1.4850
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Page 1-9

Prescriptive Maintenance through Workload Allocation for Synchronizing Parallel Machines

Sacha Todoskoff, Bruno Castanier, Niclas Bjorsell, T. Sunil Kumar, Sylvain Verron
Abstract 179 | PDF Downloads 111 | DOI https://doi.org/10.36001/phme.2026.v9i1.5020
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Page 1-8

Prognosis of Mission-Aware Remaining Useful Life for ROV Thrusters Using a Physics-Consistent Simulation Framework

George K. Fourlas, George C. Karras
Abstract 172 | PDF Downloads 96 | DOI https://doi.org/10.36001/phme.2026.v9i1.4888
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Page 1-11

Physics-Informed Virtual Sensing for Isentropic Efficiency: Enabling Sensor Reduction in Heat Pumps

Savvas Eftychis, Sławomir Nowaczyk, Klas Berglöf, Metkel Yebiyo, Sepideh Pashami
Abstract 161 | PDF Downloads 145 | DOI https://doi.org/10.36001/phme.2026.v9i1.5016
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Page 1-11

Quantifying Reliability and Resilience in Interdependent Infrastructure Networks

Risat Rimi Chowdhury, Om Prakash Yadav, Maneesh Singh, Shah M Limon
Abstract 242 | PDF Downloads 99 | DOI https://doi.org/10.36001/phme.2026.v9i1.5023
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Page 1-10

Quantum-Aided Bayesian Learning for the Prediction and Uncertainty Quantification of Remaining Useful Life

Giorgio Tosti Balducci, Nick Eleftheroglou
Abstract 255 | PDF Downloads 117 | DOI https://doi.org/10.36001/phme.2026.v9i1.4971
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Page 1-10

Reducing Negative Transfer in Domain Adaptation for Vibration Fault Diagnosis

Pawel Knap, Urszula Jachymczyk
Abstract 248 | PDF Downloads 141 | DOI https://doi.org/10.36001/phme.2026.v9i1.4926
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Page 1-12

Reliability Analysis of Rolling Bearings Using a Weighted Nonlinear Mixed-Effects Degradation Model

HUNG-TSE HSU, CHENG-JYUN SHIH
Abstract 138 | PDF Downloads 87 | DOI https://doi.org/10.36001/phme.2026.v9i1.4964
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Page 1-9

Remaining Useful Life Prediction Using Constraint Guided Learning with Limited Physical Knowledge

Ilyas Lemmens, Wout Rombouts, Quinten Van Baelen, Peter Karsmakers, Mathias Verbeke
Abstract 194 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2026.v9i1.4897
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Page 1-10

Risk-Aware Optimization of Charging Time and Route Selection for Electric Vehicles Under Uncertainty

Jorge E. Garcia Bustos, Bruno Masserano, Ricardo Salas Espineira, Benjamın Brito Schiele, Leonardo Baldo, Vicente Pinochet, Francisco Jaramillo-Montoya, Heraldo Rozas, Aramis Perez, Marcos E. Orchard
Abstract 190 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2026.v9i1.4954
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Page 1-16

Robust Multi-Modal Hamilton-Jacobi Reachability Prognostics: An Application to Battery Health Management

Boutrous Khoury, Abdel Rahman El Khatib, Ghaleb Hoblos, Kokou Langueh, Eric Duviella, Jacques Boonaert
Abstract 178 | PDF Downloads 74 | DOI https://doi.org/10.36001/phme.2026.v9i1.5001
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Page 1-11

Robust Anomaly Detection Under Contaminated Data: A Comprehensive Evaluation Across PHM Contexts

Stefano Donné, Mathias Verbeke, Jesse Davis, Bart De Clerck
Abstract 190 | PDF Downloads 119 | DOI https://doi.org/10.36001/phme.2026.v9i1.4880
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Page 1-14

Robust Real-Time Thrust Fault Diagnosis for UAVs: A Physics-Informed Framework DecouplingWind Disturbances

Taegyun Kim, Seungkeun Kim
Abstract 190 | PDF Downloads 101 | DOI https://doi.org/10.36001/phme.2026.v9i1.4983
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Page 1-7

RUL-Aware RRT*: Degradation-Balanced Motion Planning for Robotic Manipulators

Haibo LI, Zhiguo Zeng
Abstract 207 | PDF Downloads 129 | DOI https://doi.org/10.36001/phme.2026.v9i1.5003
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Page 1-8

Scalable Model-Based Discrete Mode Estimation for a Lunar Rover Power System

Annabel Gomez, Zaki Hasnain, Michel D. Ingham, Seung H. Chung, Brian C. Williams
Abstract 157 | PDF Downloads 146 | DOI https://doi.org/10.36001/phme.2026.v9i1.5067
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Sensor Fault Detection via Virtual Smart Heat Metering with Spatial-Temporal Graph Neural Networks

Keivan Faghih Niresi, Olga Fink
Abstract 163 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2026.v9i1.4944
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Simulation-Based Inference for the Amortized Determination of Physical Model Parameters of a Mechanical System for Diagnostics and Prognostics

Cedric Schenkel, Kai Hencken
Abstract 195 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2026.v9i1.5040
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Spatiotemporal Graph Neural Networks for Fault Detection and Structural Learning in Chemical Processes: Use Case on the Tennessee Eastman Process

Rayane AMMAR KHODJA, Alexandre VOISIN, Victor COSTA, Fanny CASTERAN, Benoit CELSE, Benoit IUNG
Abstract 543 | PDF Downloads 176 | DOI https://doi.org/10.36001/phme.2026.v9i1.4949
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Structural Representation Learning for Thermal Turbulence Detection in Infrared Imagery using YOLO

Akash Deep, Subhamoy Sen, Arvind keprate
Abstract 140 | PDF Downloads 89 | DOI https://doi.org/10.36001/phme.2026.v9i1.4891
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Strain-based condition monitoring of inner raceways of deep-groove ball bearings using FBG sensors

Fernando de la Hucha Arce, Damilare Samuel Ojo, Abhinit Hirde, Ted Ooijevaar, Francis Berghmans, Sidney Goossens
Abstract 200 | PDF Downloads 108 | DOI https://doi.org/10.36001/phme.2026.v9i1.5043
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Page 1-8

System-Level CBM/PBM Aggregation: A Unified Framework for Proactive and Reactive Metrics in Redundant Architectures

Franck Dessertenne
Abstract 187 | PDF Downloads 100 | DOI https://doi.org/10.36001/phme.2026.v9i1.4970
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Supervised and Unsupervised Methods for Detecting Anomalies in an Autonomous Long-Range Lunar Rover

Sofie Claridge, Jack Patterson, Zaki Hasnain, Ashish Goel, Katharine Patterson, Nicolas Rouquette, Caleb Wagner, Tristan Hasseler, Michel Ingham
Abstract 175 | PDF Downloads 133 | DOI https://doi.org/10.36001/phme.2026.v9i1.4967
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Page 1-12

Time‑Series Retrieval for Grounding Multimodal Language Models in Remaining Useful Life Prediction

Valeriu Dimidov, Raphael Frank
Abstract 219 | PDF Downloads 157 | DOI https://doi.org/10.36001/phme.2026.v9i1.4969
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Page 1-11

Through-Life Monitoring of Resource-constrained Systems and Fleets

Felipe Montana, Will Jacobs, Oscar Mendoza, Visakan Kadirkamanathan, Nima Ameri, Philip Naylor, Andy Mills
Abstract 157 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2026.v9i1.4898
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Page 1-10

Towards Green PHM: Adaptive Early Stopping for Sustainable Neural Architecture Search in Industrial Applications

David Solís-Martín, Juan Galan-Paez, Joaquín Borrego-Díaz
Abstract 119 | PDF Downloads 92 | DOI https://doi.org/10.36001/phme.2026.v9i1.5019
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Page 1-13

Transformer-Based Architectures for Machinery Prognostics: A Review

Maxime Pierfederici, Mayank Shekhar Jha, Chetan Kulkarni, Didier Theilliol
Abstract 261 | PDF Downloads 153 | DOI https://doi.org/10.36001/phme.2026.v9i1.4879
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Trolley-Assisted Charging for Full-Shift Operation of Battery-Electric Load-Haul-Dump in Underground Mining

Gleisner J. Lukas, Diego Troncoso-Kurtovic, Ricardo Salas-Espiñeira, Jorge E. Garcıa Bustos, Bruno Masserano, Benjamín Brito Schiele, Francisco Jaramillo-Montoya, Heraldo Rozas, Ángela Flores-Quiroz, Luis F. Orellana, Jorge F. Silva, Gonzalo Monsalve, Gonzalo Ramírez, Marcos E. Orchard, Javier Ruiz-del-Solar
Abstract 216 | PDF Downloads 144 | DOI https://doi.org/10.36001/phme.2026.v9i1.5024
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Page 1-15

Trustworthy Abnormality Detection from Welding Images Through Class-Conditional Conformal Learning and Bayesian Cost Minimization

Zhenling Chen, Zhiguo Zeng
Abstract 150 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2026.v9i1.4988
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Page 1-7

Turbofan Sensor-FDI-Bench: A Synthetic Dataset for Sensor Fault Detection & Isolation under Degradation and Operating Variability

Aytunc Yildirim, Martin Bolemant, Marvin Noethen
Abstract 211 | PDF Downloads 119 | DOI https://doi.org/10.36001/phme.2026.v9i1.4966
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Page 1-13

Turbograd: An Open-source Differentiable Performance Model for Aeroengine Condition Monitoring

Daniel Cisneros Acevedo, Marta Ribeiro, Ingeborg de Pater, Manuel Arias Chao, Tim Rootliep
Abstract 212 | PDF Downloads 122 | DOI https://doi.org/10.36001/phme.2026.v9i1.4951
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Page 1-8

Uncertainty-Aware Bearing Remaining Useful Life Prediction Based on Conformal Prediction

Shun Wang, Yolanda Vidal, Francesc Pozo
Abstract 373 | PDF Downloads 204 | DOI https://doi.org/10.36001/phme.2026.v9i1.4902
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Page 1-10

Uncertainty-Aware Surrogate for Fatigue Assessment of Moorings in Offshore Wind Turbines

Rohit Kumar, Arvind Keprate, Subhamoy Sen
Abstract 210 | PDF Downloads 102 | DOI https://doi.org/10.36001/phme.2026.v9i1.4872
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Page 1-7

Uncertainty-Aware and Risk-Controlled Identification of Abnormal Parametric Changes in Space Launcher Electrical Valve Actuators

Luis Basora, Julien Demange-Chryst, Sebastien Priotto, Mohammad Ghousein, Serge Le Gonidec
Abstract 164 | PDF Downloads 112 | DOI https://doi.org/10.36001/phme.2026.v9i1.4894
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Page 1-13

Understanding the Impact of Temporal Aggregation on Uncertainty in Quality Indicator Prediction for Industrial Processes

Thanos Kontogiannis, Wanda Melfo, Dimitrios Zarouchas, Nick Eleftheroglou
Abstract 138 | PDF Downloads 109 | DOI https://doi.org/10.36001/phme.2026.v9i1.4845
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Page 1-9

Vibration Analysis for Damage Detection and Classification for Condition Monitoring on Worm Gears

Philipp Häderle, Martin Dazer, Patric Schmitt
Abstract 162 | PDF Downloads 105 | DOI https://doi.org/10.36001/phme.2026.v9i1.5061
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Page 1-7

Video Motion Magnification for Vibration Measurement in Hydropower Applications

Florian Fritzsche, Alexander Jung, Alexander Rubbert, Elisa Sanchez, Axel Busboom
Abstract 418 | PDF Downloads 159 | DOI https://doi.org/10.36001/phme.2026.v9i1.4892
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Page 1-10

Virtual Temperature Sensors in Power Transformers Using Neural Ordinary Differential Equations

Berk Hadzhamolla, Alexander Johannes Stasik, Signe Riemer-Sørensen
Abstract 228 | PDF Downloads 121 | DOI https://doi.org/10.36001/phme.2026.v9i1.4991
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Page 1-9

A Comprehensive Literature Review of State of Safety (SoS) for Maritime Battery Management Systems (BMSs)

Eric Aaslund, Shuai Wang, Knut Erik Knutsen
Abstract 280 | PDF Downloads 265 | DOI https://doi.org/10.36001/phme.2026.v9i1.4867
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Page 1-17

Reinforcement Learning Control for Natural Circulation in a Marine Pressurised Water Reactor Cooling System

Felipe Montana, Will Jacobs, Visakan Kadirkamanathan, Gary Brooks, Andy Mills
Abstract 127 | PDF Downloads 85 | DOI https://doi.org/10.36001/phme.2026.v9i1.4899
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Page 1-10

Shape of complexity

Manuel Guillermo Reta Palacios, Konstantin Holzhausen, Knut Erik Knutsen
Abstract 190 | PDF Downloads 100 | DOI https://doi.org/10.36001/phme.2026.v9i1.5062
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Page 1-8

Data Challenge Papers

A Similarity-Based Ensemble Framework for Remaining Useful Life Prediction of a Subway Door System

Kai-Lin Yang, Dai-Yan Ji, Yung-Hui Li
Abstract 334 | PDF Downloads 151 | DOI https://doi.org/10.36001/phme.2026.v9i1.4986
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Page 1-7

Agentic AI for PHM Pipeline Development: A Human-Supervised Case Study in the PHME 2026 Data Challenge

Takanobu Minami, Jay Lee
Abstract 496 | | DOI https://doi.org/10.36001/phme.2026.v9i1.4990

Page 1-8

Gated Residual End-of-Life Prediction for Variable-Prefix RUL in the PHME2026 Data Challenge

Giuseppe Mannone, Tim Herrmann, Martin Dazer
Abstract 203 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2026.v9i1.4911
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Posters

A Context-Aware Edge-Cloud Multi‑Agent PHM Framework for Multi‑Tool CNC Turning Machines Using a Single Vibration Sensor

BK Ramesh, Shweta S, Rachana Sreedhar
Abstract 168 | PDF Downloads 93 | DOI https://doi.org/10.36001/phme.2026.v9i1.4919
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Cost-Sensitive Deep Learning for Scania Component X: Minimising Operational Cost via Asymmetric Threshold Optimisation

Abdelhakim Mraihi, Valeriu Dimidov, Raoof Doorshi, Reza Khoshkangini
Abstract 363 | PDF Downloads 166 | DOI https://doi.org/10.36001/phme.2026.v9i1.4963
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Designing a Prognostics Framework for Pharmaceutical Development: Applying PHM Principles to Computational Drug Discovery for Novel HIV-1 C(SA) Protease Inhibitors

Charmaine Kahiya, H.G Kruger, Glenn MacGuire, Gideon Tolufashe
Abstract 112 | PDF Downloads 96 | DOI https://doi.org/10.36001/phme.2026.v9i1.4978
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Page 1-9

Hybrid Physics-Informed UKF–Transformer Framework for Lithium-Ion Battery SOH Estimation

Abdel Rahman EL KHATIB, Boutrous Khoury, Ghaleb Hoblos, Kokou Langueh, Eric Duviella, Jacques Boonaert
Abstract 181 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2026.v9i1.5007
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Page 1-8

Methodology for Estimating the Corrosion-Induced Degradation Trajectory of 304L Stainless Steel in Nitric Acid

Abdoulaye Affadine Haoua, Thibaud Henin, Flavien Peysson, Jean-Baptiste Leger
Abstract 194 | PDF Downloads 99 | DOI https://doi.org/10.36001/phme.2026.v9i1.5004
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Page 1-16

Physics-Aided RUL Prediction of Pick-and-Place Robotic Arm Using Dynamic Simulation and GMM-Based Health Indicator

Mujin Kim, Sejun Park, Heoung-Jae Chun, Jongsoo Lee
Abstract 209 | PDF Downloads 114 | DOI https://doi.org/10.36001/phme.2026.v9i1.4925
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Page 1-9

Prediction and simulation of battery pack usage for intelligent service robot deployment at a train station

Alexander Löwen, Enrique Aleman-Gallegos, Osarenren Kennedy Aimiyekagbon, Sven Wachsmuth, Walter Sextro
Abstract 140 | PDF Downloads 85 | DOI https://doi.org/10.36001/phme.2026.v9i1.4952
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Page 1-10

Representation Learning–Based Fault Diagnosis of Angular Contact Ball Bearings for Machine Tool Spindles

Jooho Hwang, Dung Minh Nguyen, Sungjoon Kim
Abstract 106 | PDF Downloads 91 | DOI https://doi.org/10.36001/phme.2026.v9i1.4960
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Page 1-7

Self-Powered Multi-Parameter Wireless Sensing for Condition Monitoring of Marine Propulsion Shafts

Van Ai Hoang, Yang Gon Kim, Young Chul Lee
Abstract 145 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2026.v9i1.5005
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Page 1-7

Doctoral Symposium

Causal Inference for Root Cause Analysis in Safety-Critical Engineering Systems

Evangelia Perivolaki, Steve King, Irene Moulitsas
Abstract 204 | PDF Downloads 128 | DOI https://doi.org/10.36001/phme.2026.v9i1.5029
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Page 1-3

Multi-Modal 3D Neural Representations for Scene Modeling: Towards Building Health Management and Energy Evaluation

Chenghao Xu, Malcolm Mielle, Olga Fink
Abstract 146 | PDF Downloads 101 | DOI https://doi.org/10.36001/phme.2026.v9i1.4962
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Progressive Physics-AI Hybrid Methodology for Unsupervised Anomaly Detection in Electromechanical Systems

Melvin FERNANDES NOVO, Augustin CATHIGNOL, benoit IUNG, Alexandre VOISIN, Phuc DO
Abstract 180 | PDF Downloads 95
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Physics-Informed Machine Learning for Robust Industrial Diagnostics: A Systematic Investigation Using Heat Pump Systems

Savvas Eftychis, Sławomir Nowaczyk, Sepideh Pashami
Abstract 152 | PDF Downloads 122 | DOI https://doi.org/10.36001/phme.2026.v9i1.5065
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Time-Varying Mesh Stiffness Modelling for Multi-Fault Spur and Helical Gear Diagnostics: An Integrated Analytical, Numerical, and Experimental Framework

Maruti, Konstantinos Gryllias
Abstract 181 | PDF Downloads 164 | DOI https://doi.org/10.36001/phme.2026.v9i1.5018
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Towards Early and Reliable Detection of Thermal Degradation in High-Precision Machine Tools via Hybrid Condition Monitoring

Darío Fernández, Lars Penter, Steffen Ihlenfeldt
Abstract 135 | PDF Downloads 96
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Toward Intelligent Prognostics and Health Management for Floating Offshore Wind Turbines

Son Hai Nguyen, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 150 | PDF Downloads 109 | DOI https://doi.org/10.36001/phme.2026.v9i1.4989
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