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 44 | PDF Downloads 60 | DOI https://doi.org/10.36001/phme.2026.v9i1.5072
PDF

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 59 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4993
PDF

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 130 | PDF Downloads 66 | DOI https://doi.org/10.36001/phme.2026.v9i1.4904
PDF

Page 1-15

A Convolutional Autoencoder for Fast Compressive Sensing Reconstruction of Vibration Signals

Imen Tounsi, Fadi Karkafi, Mohammed El Badaoui, Francois Guillet
Abstract 97 | PDF Downloads 69 | DOI https://doi.org/10.36001/phme.2026.v9i1.5014
PDF

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 120 | PDF Downloads 64 | DOI https://doi.org/10.36001/phme.2026.v9i1.4877
PDF

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 62 | PDF Downloads 41 | DOI https://doi.org/10.36001/phme.2026.v9i1.4968
PDF

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 57 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.5034
PDF

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 66 | PDF Downloads 43 | DOI https://doi.org/10.36001/phme.2026.v9i1.4896
PDF

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 59 | PDF Downloads 41 | DOI https://doi.org/10.36001/phme.2026.v9i1.4942
PDF

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 106 | PDF Downloads 58 | DOI https://doi.org/10.36001/phme.2026.v9i1.4976
PDF

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 61 | PDF Downloads 40 | DOI https://doi.org/10.36001/phme.2026.v9i1.4849
PDF

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 101 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4851
PDF

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 44 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4842
PDF

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 128 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2026.v9i1.4870
PDF

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 51 | PDF Downloads 38 | DOI https://doi.org/10.36001/phme.2026.v9i1.4856
PDF

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 43 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.4927
PDF

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 69 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.5008
PDF

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 46 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4953
PDF

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 59 | PDF Downloads 37 | DOI https://doi.org/10.36001/phme.2026.v9i1.5012
PDF

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 52 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2026.v9i1.4876
PDF

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 56 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4997
PDF

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 86 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2026.v9i1.5026
PDF

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 71 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.5022
PDF

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 63 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.5037
PDF

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 46 | PDF Downloads 25 | DOI https://doi.org/10.36001/phme.2026.v9i1.4915
PDF

Page 1-11

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

Urszula Jachymczyk, Paweł Knap, Krzysztof Lalik
Abstract 43 | PDF Downloads 18 | DOI https://doi.org/10.36001/phme.2026.v9i1.4950
PDF

Page 1-11

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

Roman Mukin, Kai Hencken, Marco Cilibrasi
Abstract 78 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4973
PDF

Page 1-10

Bayesian Post-Repair Prognostics for Reliable RUL Prediction

Mariana Salinas-Camus, Mary Patrick, John-Alan Pascoe, Nick Eleftheroglou
Abstract 95 | PDF Downloads 56 | DOI https://doi.org/10.36001/phme.2026.v9i1.4996
PDF

Page 1-8

Benchmarking Time-Series Anomaly Detection Algorithms for Photovoltaic Plants

Hannes Bradl, Katharina Hofer-Schmitz, Pasquale Grippa, Gernot Hofer
Abstract 86 | PDF Downloads 37 | DOI https://doi.org/10.36001/phme.2026.v9i1.4977
PDF

Page 1-13

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

Xabier Belaunzaran, Antonio Nappa, Arkaitz Artetxe, Basilio Sierra
Abstract 58 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4903
PDF

Page 1-12

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

A. Madjid CHERGUI, Khanh T. P. NGUYEN, Kamal Medjaher
Abstract 138 | PDF Downloads 40 | DOI https://doi.org/10.36001/phme.2026.v9i1.4931
PDF

Page 1-8

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

Immo Schmidt
Abstract 59 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4941
PDF

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 55 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4934
PDF

Page 1-9

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

Mahmoud Rahat
Abstract 69 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.4916
PDF

Page 1-10

Cost-effective Inspection and Maintenance Rule for Train Control Beacons

Dersin Pierre, Maxime Lousth
Abstract 41 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2026.v9i1.5013
PDF

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 72 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4887
PDF

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 72 | PDF Downloads 50 | DOI https://doi.org/10.36001/phme.2026.v9i1.4955
PDF

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 56 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2026.v9i1.4956
PDF

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 44 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.4981
PDF

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 60 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.4848
PDF

Page 1-12

Developing Generalized Health Index of Electric Vehicle Drivetrain

Kyung-Woo Lee, Youngrock Chung, Dae-Un Sung, Jeongmin Oh, Hyunseok Oh
Abstract 56 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4873
PDF

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 79 | PDF Downloads 44 | DOI https://doi.org/10.36001/phme.2026.v9i1.5015
PDF

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 101 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2026.v9i1.4839
PDF

Page 1-30

Domain Adaptation of Automatic Speech Recognition Models for Diagnostic Applications

Aman Kumar, Ahmed Farahat, Huimin Zhuge, Chetan Gupta
Abstract 69 | PDF Downloads 48 | DOI https://doi.org/10.36001/phme.2026.v9i1.5036
PDF

Page 1-12

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

Jack Lally, Sébastien Gigot, Jean-Marc Tacnet, Christophe Berenguer
Abstract 39 | PDF Downloads 23 | DOI https://doi.org/10.36001/phme.2026.v9i1.5009
PDF

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 84 | PDF Downloads 23 | DOI https://doi.org/10.36001/phme.2026.v9i1.4840
PDF

Page 1-10

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

Igor Makienko, Michael Grebshtein, Eli Gildish
Abstract 47 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.5047
PDF

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 67 | PDF Downloads 40 | DOI https://doi.org/10.36001/phme.2026.v9i1.5017
PDF

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 156 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2026.v9i1.4958
PDF

Engine Health State Index (EHSI)

Rohit Deo, Aman Yadav, Shruti Bharti, Nilesh Powar
Abstract 89 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4995
PDF

Page 1-10

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

Joshua Bogaert, ingeborg de Pater
Abstract 79 | PDF Downloads 38 | DOI https://doi.org/10.36001/phme.2026.v9i1.4905
PDF

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 69 | PDF Downloads 46 | DOI https://doi.org/10.36001/phme.2026.v9i1.5030
PDF

Page 1-11

Evaluation of Input Presentation in Transfer Learning for Bearing Fault Detection

Amirhossein Berenji, Slawomir Nowaczyk, Zahra Taghiyarrenani, Sepideh Pashami
Abstract 76 | PDF Downloads 41 | DOI https://doi.org/10.36001/phme.2026.v9i1.4928
PDF

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 86 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.5055
PDF

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 66 | PDF Downloads 37 | DOI https://doi.org/10.36001/phme.2026.v9i1.4866
PDF

Page 1-12

Failure-Mode-Informed Development of Remaining Useful Life Prognostics

Kiavash Fathi, Mihaela Mitici, Tobias Kleinert, Hans Wernher van de Venn
Abstract 114 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.4987
PDF

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 61 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4957
PDF

Page 1-10

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

Lisa Binanzer, Martin Dazer
Abstract 61 | PDF Downloads 37 | DOI https://doi.org/10.36001/phme.2026.v9i1.5021
PDF

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 37 | PDF Downloads 23 | DOI https://doi.org/10.36001/phme.2026.v9i1.5051
PDF

Page 1-6

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

Jianwei Lou
Abstract 49 | PDF Downloads 45 | DOI https://doi.org/10.36001/phme.2026.v9i1.4890
PDF

Page 1-9

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

Francesco Cancelliere, Morena Ferrario
Abstract 44 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4913
PDF

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 72 | PDF Downloads 44 | DOI https://doi.org/10.36001/phme.2026.v9i1.5050
PDF

Page 1-7

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

Ahmed Qarqour, Gernot Heisenberg, Sahil-Jai Arora, Drazen Martinovic
Abstract 67 | PDF Downloads 38 | DOI https://doi.org/10.36001/phme.2026.v9i1.4979
PDF

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 50 | PDF Downloads 20 | DOI https://doi.org/10.36001/phme.2026.v9i1.5031
PDF

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 68 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.4884
PDF

Page 1-9

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

Gianluca Nicchiotti, Noé Repond
Abstract 94 | PDF Downloads 40 | DOI https://doi.org/10.36001/phme.2026.v9i1.4857
PDF

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 58 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4943
PDF

Page 1-14

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

Abishek Srinivasan, Juan Carlos Andresen, Sepideh Pashami, Anders Holst
Abstract 75 | PDF Downloads 42 | DOI https://doi.org/10.36001/phme.2026.v9i1.4939
PDF

Page 1-12

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

Giuseppe Mannone, Paula Fischer, Martin Dazer
Abstract 108 | PDF Downloads 67 | DOI https://doi.org/10.36001/phme.2026.v9i1.4912
PDF

Page 1-15

Leveraging Time Series Foundation Models Embeddings for Remaining Useful Life Prediction

Ilias ABDOUNI, Alexandre VOISIN, Christophe CERISARA
Abstract 98 | PDF Downloads 65 | DOI https://doi.org/10.36001/phme.2026.v9i1.4906
PDF

Page 1-7

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

Pawel Knap, Urszula Jachymczyk, Krzysztof Lalik
Abstract 133 | PDF Downloads 59 | DOI https://doi.org/10.36001/phme.2026.v9i1.4924
PDF

Page 1-8

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

Mouhamad Houjayrie, Catherine Cadet, Christophe Bérenguer
Abstract 62 | PDF Downloads 31 | DOI https://doi.org/10.36001/phme.2026.v9i1.4918
PDF

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 44 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.5006
PDF

Page 1-11

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

Benjamin Brito Schiele, Julie Teuwen, Nick Eleftheroglou
Abstract 43 | PDF Downloads 25 | DOI https://doi.org/10.36001/phme.2026.v9i1.4992
PDF

Page 1-9

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

Michael Borth, Christian Tiemann, Leonardo Barbini
Abstract 45 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.4886
PDF

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 77 | PDF Downloads 31 | DOI https://doi.org/10.36001/phme.2026.v9i1.4998
PDF

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 66 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.5027
PDF

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 74 | PDF Downloads 42 | DOI https://doi.org/10.36001/phme.2026.v9i1.4947
PDF

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 44 | PDF Downloads 13 | DOI https://doi.org/10.36001/phme.2026.v9i1.4985
PDF

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 57 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4999
PDF

Page 1-17

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

Ali Hosseinli, Konstantinos Gryllias
Abstract 96 | PDF Downloads 59 | DOI https://doi.org/10.36001/phme.2026.v9i1.4972
PDF

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 71 | PDF Downloads 49 | DOI https://doi.org/10.36001/phme.2026.v9i1.5046
PDF

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 82 | PDF Downloads 50 | DOI https://doi.org/10.36001/phme.2026.v9i1.4929
PDF

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 68 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.4920
PDF

Page 1-9

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

Jina Yoo, Saskia Bublitz
Abstract 63 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4850
PDF

Page 1-9

Prescriptive Maintenance through Workload Allocation for Synchronizing Parallel Machines

Sacha Todoskoff, Bruno Castanier, Niclas Bjorsell, T. Sunil Kumar, Sylvain Verron
Abstract 46 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.5020
PDF

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 51 | PDF Downloads 25 | DOI https://doi.org/10.36001/phme.2026.v9i1.4888
PDF

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 49 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.5016
PDF

Page 1-11

Quantifying Reliability and Resilience in Interdependent Infrastructure Networks

Risat Rimi Chowdhury, Om Prakash Yadav, Maneesh Singh, Shah M Limon
Abstract 74 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.5023
PDF

Page 1-10

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

Giorgio Tosti Balducci, Nick Eleftheroglou
Abstract 88 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4971
PDF

Page 1-10

Reducing Negative Transfer in Domain Adaptation for Vibration Fault Diagnosis

Pawel Knap, Urszula Jachymczyk
Abstract 58 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4926
PDF

Page 1-12

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

HUNG-TSE HSU, CHENG-JYUN SHIH
Abstract 41 | PDF Downloads 25 | DOI https://doi.org/10.36001/phme.2026.v9i1.4964
PDF

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 75 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4897
PDF

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 70 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.4954
PDF

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 55 | PDF Downloads 17 | DOI https://doi.org/10.36001/phme.2026.v9i1.5001
PDF

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 65 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4880
PDF

Page 1-14

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

Taegyun Kim, Seungkeun Kim
Abstract 48 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.4983
PDF

Page 1-7

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

Haibo LI, Zhiguo Zeng
Abstract 44 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.5003
PDF

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 43 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.5067
PDF

Page 1-12

Sensor Fault Detection via Virtual Smart Heat Metering with Spatial-Temporal Graph Neural Networks

Keivan Faghih Niresi, Olga Fink
Abstract 40 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4944
PDF

Page 1-10

Simulation-Based Inference for the Amortized Determination of Physical Model Parameters of a Mechanical System for Diagnostics and Prognostics

Cedric Schenkel, Kai Hencken
Abstract 56 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.5040
PDF

Page 1-10

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 108 | PDF Downloads 41 | DOI https://doi.org/10.36001/phme.2026.v9i1.4949
PDF

Page 1-13

Structural Representation Learning for Thermal Turbulence Detection in Infrared Imagery using YOLO

Akash Deep, Subhamoy Sen, Arvind keprate
Abstract 39 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4891
PDF

Page 1-12

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 63 | PDF Downloads 22 | DOI https://doi.org/10.36001/phme.2026.v9i1.5043
PDF

Page 1-8

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

Franck DESSERTENNE
Abstract 71 | PDF Downloads 23 | DOI https://doi.org/10.36001/phme.2026.v9i1.4970
PDF

Page 1-13

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 38 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2026.v9i1.4967
PDF

Page 1-12

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

Valeriu Dimidov, Raphael Frank
Abstract 63 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.4969
PDF

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 48 | PDF Downloads 30 | DOI https://doi.org/10.36001/phme.2026.v9i1.4898
PDF

Page 1-10

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

David Solıs-Martın, Juan Galan-Paez, Joaquın Borrego-Dıaz
Abstract 30 | PDF Downloads 23 | DOI https://doi.org/10.36001/phme.2026.v9i1.5019
PDF

Page 1-13

Transformer-Based Architectures for Machinery Prognostics: A Review

Maxime Pierfederici, Mayank Shekhar Jha, Chetan Kulkarni, Didier Theilliol
Abstract 87 | PDF Downloads 47 | DOI https://doi.org/10.36001/phme.2026.v9i1.4879
PDF

Page 1-13

Trolley-Assisted Charging for Full-Shift Operation of Battery-Electric Load-Haul-Dump in Underground Mining

Lukas Gleisner J., 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 58 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.5024
PDF

Page 1-15

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

Zhenling Chen, Zhiguo Zeng
Abstract 36 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4988
PDF

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 48 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.4966
PDF

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 91 | PDF Downloads 49 | DOI https://doi.org/10.36001/phme.2026.v9i1.4951
PDF

Page 1-8

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

Shun Wang, Yolanda Vidal, Francesc Pozo
Abstract 97 | PDF Downloads 60 | DOI https://doi.org/10.36001/phme.2026.v9i1.4902
PDF

Page 1-10

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

Rohit Kumar, Arvind Keprate, Subhamoy Sen
Abstract 65 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2026.v9i1.4872
PDF

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 54 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4894
PDF

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 42 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2026.v9i1.4845
PDF

Page 1-9

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

Philipp Häderle, Martin Dazer, Patric Schmitt
Abstract 52 | PDF Downloads 35 | DOI https://doi.org/10.36001/phme.2026.v9i1.5061
PDF

Page 1-7

Video Motion Magnification for Vibration Measurement in Hydropower Applications

Florian Fritzsche, Alexander Jung, Alexander Rubbert, Elisa Sanchez, Axel Busboom
Abstract 181 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4892
PDF

Page 1-10

Virtual Temperature Sensors in Power Transformers Using Neural Ordinary Differential Equations

Berk Hadzhamolla, Alexander Johannes Stasik, Signe Riemer-Sørensen
Abstract 66 | PDF Downloads 32 | DOI https://doi.org/10.36001/phme.2026.v9i1.4991
PDF

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 83 | PDF Downloads 39 | DOI https://doi.org/10.36001/phme.2026.v9i1.4867
PDF

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 47 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.4899
PDF

Page 1-10

Shape of complexity

Manuel Guillermo Reta Palacios, Konstantin Holzhausen, Knut Erik Knutsen
Abstract 103 | PDF Downloads 28 | DOI https://doi.org/10.36001/phme.2026.v9i1.5062
PDF

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 182 | PDF Downloads 34 | DOI https://doi.org/10.36001/phme.2026.v9i1.4986
PDF

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 170 | | 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 97 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2026.v9i1.4911
PDF

Page 1-10

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 46 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.4919
PDF

Page 1-18

Cost-Sensitive Deep Learning for Scania Component X: Minimising Operational Cost via Asymmetric Threshold Optimisation

Abdelhakim Mraihi, Valeriu Dimidov, Raoof Doorshi, Reza Khoshkangini
Abstract 123 | PDF Downloads 51 | DOI https://doi.org/10.36001/phme.2026.v9i1.4963
PDF

Page 1-10

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 45 | PDF Downloads 27 | DOI https://doi.org/10.36001/phme.2026.v9i1.4978
PDF

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 52 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.5007
PDF

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 48 | PDF Downloads 24 | DOI https://doi.org/10.36001/phme.2026.v9i1.5004
PDF

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 59 | PDF Downloads 29 | DOI https://doi.org/10.36001/phme.2026.v9i1.4925
PDF

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 40 | PDF Downloads 20 | DOI https://doi.org/10.36001/phme.2026.v9i1.4952
PDF

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 37 | PDF Downloads 25 | DOI https://doi.org/10.36001/phme.2026.v9i1.4960
PDF

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 45 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.5005
PDF

Page 1-7

Doctoral Symposium

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

Evangelia Perivolaki, Steve King, Irene Moulitsas
Abstract 73 | PDF Downloads 48 | DOI https://doi.org/10.36001/phme.2026.v9i1.5029
PDF

Page 1-3

Health-Aware Load Allocation and Joint Energy--Maintenance Optimization for Multi-Stack PEM Fuel Cell Systems

Mouhamad Houjayrie, Catherine Cadet, Christophe Brérenguer
Abstract 49 | PDF Downloads 20 | DOI https://doi.org/10.36001/phme.2026.v9i1.4965
PDF

Page 1-4

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

Chenghao Xu, Malcolm Mielle, Olga Fink
Abstract 48 | PDF Downloads 26 | DOI https://doi.org/10.36001/phme.2026.v9i1.4962
PDF

Progressive Physics-AI Hybrid Methodology for Unsupervised Anomaly Detection in Electromechanical Systems

Melvin FERNANDES NOVO, Augustin CATHIGNOL, benoit IUNG, Alexandre VOISIN, Phuc DO
Abstract 49 | PDF Downloads 31
PDF

Physics-Informed Machine Learning for Robust Industrial Diagnostics: A Systematic Investigation Using Heat Pump Systems

Savvas Eftychis, Sławomir Nowaczyk, Sepideh Pashami
Abstract 40 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.5065
PDF

Page 1-3

Time-Varying Mesh Stiffness Modelling for Multi-Fault Spur and Helical Gear Diagnostics: An Integrated Analytical, Numerical, and Experimental Framework

Maruti, Konstantinos Gryllias
Abstract 77 | PDF Downloads 47 | DOI https://doi.org/10.36001/phme.2026.v9i1.5018
PDF

Page 1-3

Towards Early and Reliable Detection of Thermal Degradation in High-Precision Machine Tools via Hybrid Condition Monitoring

Darío Fernández, Lars Penter, Steffen Ihlenfeldt
Abstract 54 | PDF Downloads 41
PDF

Toward Intelligent Prognostics and Health Management for Floating Offshore Wind Turbines

Son Hai Nguyen, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 47 | PDF Downloads 36 | DOI https://doi.org/10.36001/phme.2026.v9i1.4989
PDF

Page 1-4