About the Journal
The European Conference of the Prognostics and Health Management (PHM) Society is held in the spring of even years (starting in 2012) and brings together the global community of PHM experts from industry, academia, and government in diverse application areas including energy, aerospace, transportation, automotive, manufacturing, and industrial automation.
All articles published by the PHM Society are available to the global PHM community via the internet for free and without any restrictions.
Current Issue
Edited by:
Phuc Do, Cordelia Ezhilarasu & Anibal Bregon
ISBN: 978-1-936263-44-8
Published: 2026-07-03
Proceedings Front Matter
Technical Papers
A Collective Learning Workflow for Remaining Useful Life Estimation of Building Assets Under Sparse Degradation Data
Abstract 158 | PDF Downloads 124
Page 1--9
A Conceptual Framework to Integrate Prognostics and Health Management with Maintenance, Repair and Overhaul for a Hydrogen-Electric Aircraft Propulsion System
Abstract 302 | PDF Downloads 164
Page 1-15
A Convolutional Autoencoder for Fast Compressive Sensing Reconstruction of Vibration Signals
Abstract 200 | PDF Downloads 153
Page 1-8
A Framework for the Integration of Hybrid Models in Digital Twin Architectures for PHM
Abstract 278 | PDF Downloads 172
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
Abstract 178 | PDF Downloads 108
Page 1-12
A Methodological Framework for Prognosis Using Control-Oriented Models: Application to an Aeronautical Power Converter
Abstract 136 | PDF Downloads 116
Page 1-7
A Methodology for Progressive Physics Integration in Data-Driven Anomaly Detection: Application to Circuit Breaker Monitoring
Abstract 180 | PDF Downloads 122
Page 1-9
A Metric-Driven Framework for Evaluating Prognostic Based Failure Estimation on Spare Part Inventory Management
Abstract 149 | PDF Downloads 106
Page 1-12
A Novel High-Level Reasoning Architecture for Aircraft Prescriptive Maintenance
Abstract 252 | PDF Downloads 160
Page 1-13
A Proposal for Application of Physics-Informed Digital Twin and Particle Filtering for the Detection and Prognosis in Harmonic Drives
Abstract 192 | PDF Downloads 119
Page 1-10
A Probabilistic Baseline Learning Framework for SCADA-Based Wind Turbine Aging Diagnosis and Multi-Scale Performance Degradation Analysis
Abstract 192 | PDF Downloads 111
Page 1-10
A Prognostic Framework for Railway Track Geometry: Tamping Detection, Settling-Aware Estimation, and Spatially Resolved RUL Prediction
Abstract 127 | PDF Downloads 100
Page 1-10
A Reliability Digital Twin Architecture for Real-Time Fleet Monitoring and Predictive Maintenance of Hydrostatic Transmission Components
Abstract 266 | PDF Downloads 135
Page 1-15
A Study on the Impact of Categorical Alarm Data in Power Estimation and Anomaly Detection of Photovoltaic Inverters
Abstract 148 | PDF Downloads 101
Page 1-10
A Sustainable Anomaly Detection Framework for Autonomous Surface Ship: Adaptive Subsystem-Level Anomaly Detection Algorithm via MLOps
Abstract 129 | PDF Downloads 82
Page 1-11
A Two-Stage Machine Learning Approach for Quantitative Gear Crack Detection Using Vibration Signal Analysis
Abstract 154 | PDF Downloads 92
Page 1-10
ACE – Automating Causal Extraction: Leveraging Large Language Models for Bowtie Diagram Generation in Failure Analysis
Abstract 130 | PDF Downloads 105
Page 1-10
AI for Sustainable Building Operations: Data-Driven Anomaly Detection in Ventilation Systems
Abstract 130 | PDF Downloads 134
Page 1-14
AI-Driven PHM for Floating Offshore Wind Turbines: Review and Main Challenges
Abstract 156 | PDF Downloads 109
Page 1-8
Addressing the Cold-Start Challenge in Building Predictive Maintenance: Translating Facility Manager Expertise into Criticality Indices
Abstract 204 | PDF Downloads 101
Page 1-11
Anomaly Detection in Multivariate Industrial Signals: LLMs, TSFMs, or Classical Deep Learning
Abstract 242 | PDF Downloads 146
Page 1-14
API-Based Integration Framework for Dual-LLM Prescriptive Maintenance Report Generation in PHM-Enabled Digital Twin Applications
Abstract 169 | PDF Downloads 124
Page 1-9
Active Sim-to-Real Gap Reduction for Industrial Inspection via Digital Twin and Embedding Analysis
Abstract 210 | PDF Downloads 109
Page 1-11
Aging States Estimation and Monitoring Strategies of Li-Ion Batteries Using Incremental Capacity Analysis and Gaussian Process Regression
Abstract 134 | PDF Downloads 90
Page 1-11
Analysis of fault-induced electromechanical disturbance effect in a closed-loop system
Abstract 135 | PDF Downloads 76
Page 1-11
Bayesian Online Changepoint Detection Algorithm for Degradation Monitoring and Prognostics of Electrical Devices
Abstract 372 | PDF Downloads 131
Page 1-10
Bayesian Post-Repair Prognostics for Reliable RUL Prediction
Abstract 224 | PDF Downloads 130
Page 1-8
Benchmarking Time-Series Anomaly Detection Algorithms for Photovoltaic Plants
Abstract 247 | PDF Downloads 116
Page 1-13
Bifurcated Remaining Useful Life Prediction: A Hybrid Approach for Realistic Uncertainty Characterization
Abstract 174 | PDF Downloads 126
Page 1-12
Bridging Methods and Data in System-Level Prognostics: A Comprehensive Review
Abstract 263 | PDF Downloads 112
Page 1-8
Classification and Assessment of Propeller Faults in Electric Unmanned Aerial Vehicle Drive Trains
Abstract 169 | PDF Downloads 100
Page 1-7
Comparative Evaluation of Prognostic Models for Medium-Term Pressure Prediction in Gas Transmission Units
Abstract 138 | PDF Downloads 88
Page 1-9
Contrastive, Autoencoding, and Variational Representations for Telemetry-Driven RUL Prediction
Abstract 169 | PDF Downloads 119
Page 1-10
Cost-effective Inspection and Maintenance Rule for Train Control Beacons
Abstract 106 | PDF Downloads 83
Page 1-13
Cloud-Enabled Autoencoder-Based Anomaly Detection for Gas Turbine Faults
Abstract 182 | PDF Downloads 108
Page 1-9
Cost-Efficient Prognostics Framework for Heliostat Drive Units
Abstract 150 | PDF Downloads 131
Page 1-17
Decision at First Sight: An Attention Network for Direct Maintenance Optimization from Sensor Data
Abstract 131 | PDF Downloads 121
Page 1-11
Development of Bearing Fault Detection Models using Multibody Simulation Training Data
Abstract 168 | PDF Downloads 110
Page 1-8
Development of a hybrid PHM system for flight control actuators fusing data analytics with physical knowledge
Abstract 155 | PDF Downloads 98
Page 1-12
Developing Generalized Health Index of Electric Vehicle Drivetrain
Abstract 148 | PDF Downloads 94
Page 1-6
Diagnostics for Mechanical Systems with Unknown Fault Modes: A Novel Open Set Recognition Approach
Abstract 251 | PDF Downloads 112
Page 1-10
Direct and indirect Structural Health Monitoring of steel railway bridges: A state-of-the-art review and future challenges
Abstract 290 | PDF Downloads 152
Page 1-30
Domain Adaptation of Automatic Speech Recognition Models for Diagnostic Applications
Abstract 196 | PDF Downloads 142
Page 1-12
Dual-Threshold Maintenance Optimisation for Hydraulic Floodgates under Runaway Stochastic Degradation
Abstract 132 | PDF Downloads 95
Page 1-15
Early Fault Detection in Rotating Machinery via Multivariate Autoencoder-Based Indicator Fusion
Abstract 208 | PDF Downloads 79
Page 1-10
Edge AI - Enabled Smart Sensors for Predictive Maintenance of Marine Vessels
Abstract 145 | PDF Downloads 99
Page 1-9
Edge-Deployed Generative Language-Based Retrieval for Aerospace Asset Health Management
Abstract 263 | PDF Downloads 233
Page 1-11
Edge-Server Collaborative System for Real-Time and In-Depth Damage Detection of Wind Turbine Blades using Acoustic Signals
Abstract 315 | PDF Downloads 112Estimating the Battery State of Health with Quantified Aleatoric and Epistemic Uncertainty
Abstract 205 | PDF Downloads 110
Page 1-10
Estimating Spall Severity in Rolling Element Bearings: A Supervised Learning Approach With Naturally Progressing Spalls
Abstract 194 | PDF Downloads 117
Page 1-11
Evaluation of Input Presentation in Transfer Learning for Bearing Fault Detection
Abstract 147 | PDF Downloads 110
Page 1-14
Evaluation of Remaining Useful Life Prediction Algorithms in the Absence of Run-to-Failure Ground Truth Data
Abstract 240 | PDF Downloads 148
Page 1-17
Evaluating the Impact of Data Partitioning and Client Selection on Federated Remaining Useful Life Prediction in Aviation
Abstract 144 | PDF Downloads 104
Page 1-12
Failure-Mode-Informed Development of Remaining Useful Life Prognostics
Abstract 287 | PDF Downloads 94
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)
Abstract 212 | PDF Downloads 97
Page 1-10
Frequency-Domain Feature Analysis for Early Gear Damage Detection in Planetary Gearboxes
Abstract 144 | PDF Downloads 91
Page 1-12
From Machine Health to Elderly Health: A Sustainability-oriented Elderly-centric Social Robot System enabled by PHM
Abstract 110 | PDF Downloads 72
Page 1-6
From MCU to Neuromorphic Chip: A Zero-Gradient Spiking-Compatible Engine for Cross-Domain Predictive Maintenance
Abstract 146 | PDF Downloads 114
Page 1-9
From Sensor Data to Maintenance Actions: An Industrial PHM Application for UltrasonicWelding Assembly Machines
Abstract 153 | PDF Downloads 90
Page 1-8
Hybrid Detection for Heat Pump Contamination Using Physics-Informed Machine Learning
Abstract 194 | PDF Downloads 114
Page 1-12
Impact of Reactive Power Assumptions on Physics-Informed Assessment of Transformer Ageing in Distribution Networks
Abstract 142 | PDF Downloads 84
Page 1-9
Improved State of Health Assessment for Lithium-Ion Batteries Based on Electrochemical Impedance Spectroscopy Measurements
Abstract 189 | PDF Downloads 101
Page 1-9
Integrating Deep Autoencoders and Bayesian Inference for Diagnostics and Health Management of Industrial Inkjet Systems
Abstract 223 | PDF Downloads 125
Page 1-9
Interpretable Operational Regime Classification for a Wind Turbine PHM Digital Twin Architecture
Abstract 127 | PDF Downloads 131
Page 1-14
Integrating Survival-Based Aging Models with Data-Driven RUL Prognostics
Abstract 184 | PDF Downloads 121
Page 1-12
Learning the Language of Vibration: A Self-Supervised Transformer Foundation Model for PHM
Abstract 471 | PDF Downloads 281
Page 1-15
Leveraging Time Series Foundation Models Embeddings for Remaining Useful Life Prediction
Abstract 418 | PDF Downloads 259
Page 1-7
Leakage-Safe, Reproducible Benchmarking for Vibration-Based Fault Diagnosis
Abstract 520 | PDF Downloads 201
Page 1-8
Load-Aware Stochastic Degradation Modeling and Lifetime Characterization for PEM Fuel Cells
Abstract 166 | PDF Downloads 109
Page 1-11
Maintenance Planning for Prognostic Health Management of Multi-Component Systems: A Case Study of Multi-Objective Optimisation for Railway Vehicles
Abstract 133 | PDF Downloads 96
Page 1-11
Manufacturing Quality–Informed Prognostics: A Novel Approach to Past Uncertainty Management
Abstract 121 | PDF Downloads 85
Page 1-9
Meets Expectations: System Health Analysis and Prognosis for Embedded and Cyber-physical AI
Abstract 128 | PDF Downloads 87
Page 1-8
Monitoring Model Drift in Feedback-Controlled Systems via Efficacy and Efficiency Metrics
Abstract 183 | PDF Downloads 85
Page 1-9
Ontology-Based Graph Transformer Network for Robust Bearing Fault Diagnosis under Unseen Operating Conditions
Abstract 181 | PDF Downloads 104
Page 1-7
Ontology-Grounded Large Language Models for Reliable Querying of Wind Turbine Inspection Knowledge
Abstract 238 | PDF Downloads 140
Page 1-10
Particle Filter-based Degradation Modeling and SOH Prediction for Lithium-ion Batteries of Autonomous Systems
Abstract 120 | PDF Downloads 72
Page 1-7
Physics Based and Data Driven Anomaly Detection Methods Using Vibration Data for Early Gear Damage Detection in Planetary Gearboxes
Abstract 166 | PDF Downloads 119
Page 1-17
Physics-Informed Domain Generalization for Bearing Prognostics Under Unseen Operating Conditions
Abstract 248 | PDF Downloads 148
Page 1-13
Physics-Informed Machine Learning-Assisted State Estimation for Degrading System Considering Sensor Degradation Impacts
Abstract 180 | PDF Downloads 157
Page 1-7
Physics-Constrained Deep Learning for Interpretable Anomaly Detection in Large Battery Packs with Limited Monitoring Granularity
Abstract 184 | PDF Downloads 123
Page 1-13
PHM Framework for Discrete IGBTs in EV Applications: A PoF-Based Approach with a State-of-Damage Metric
Abstract 176 | PDF Downloads 108
Page 1-9
Predictive Analysis for Safe and Optimal Operation of the CoBra High-Temperature Heat Pump
Abstract 161 | PDF Downloads 99
Page 1-9
Prescriptive Maintenance through Workload Allocation for Synchronizing Parallel Machines
Abstract 162 | PDF Downloads 95
Page 1-8
Prognosis of Mission-Aware Remaining Useful Life for ROV Thrusters Using a Physics-Consistent Simulation Framework
Abstract 155 | PDF Downloads 90
Page 1-11
Physics-Informed Virtual Sensing for Isentropic Efficiency: Enabling Sensor Reduction in Heat Pumps
Abstract 143 | PDF Downloads 123
Page 1-11
Quantifying Reliability and Resilience in Interdependent Infrastructure Networks
Abstract 209 | PDF Downloads 86
Page 1-10
Quantum-Aided Bayesian Learning for the Prediction and Uncertainty Quantification of Remaining Useful Life
Abstract 236 | PDF Downloads 111
Page 1-10
Reducing Negative Transfer in Domain Adaptation for Vibration Fault Diagnosis
Abstract 205 | PDF Downloads 120
Page 1-12
Reliability Analysis of Rolling Bearings Using a Weighted Nonlinear Mixed-Effects Degradation Model
Abstract 124 | PDF Downloads 78
Page 1-9
Remaining Useful Life Prediction Using Constraint Guided Learning with Limited Physical Knowledge
Abstract 173 | PDF Downloads 105
Page 1-10
Risk-Aware Optimization of Charging Time and Route Selection for Electric Vehicles Under Uncertainty
Abstract 174 | PDF Downloads 93
Page 1-16
Robust Multi-Modal Hamilton-Jacobi Reachability Prognostics: An Application to Battery Health Management
Abstract 161 | PDF Downloads 70
Page 1-11
Robust Anomaly Detection Under Contaminated Data: A Comprehensive Evaluation Across PHM Contexts
Abstract 175 | PDF Downloads 102
Page 1-14
Robust Real-Time Thrust Fault Diagnosis for UAVs: A Physics-Informed Framework DecouplingWind Disturbances
Abstract 175 | PDF Downloads 93
Page 1-7
RUL-Aware RRT*: Degradation-Balanced Motion Planning for Robotic Manipulators
Abstract 187 | PDF Downloads 117
Page 1-8
Scalable Model-Based Discrete Mode Estimation for a Lunar Rover Power System
Abstract 142 | PDF Downloads 135
Page 1-12
Sensor Fault Detection via Virtual Smart Heat Metering with Spatial-Temporal Graph Neural Networks
Abstract 146 | PDF Downloads 112
Page 1-10
Simulation-Based Inference for the Amortized Determination of Physical Model Parameters of a Mechanical System for Diagnostics and Prognostics
Abstract 177 | PDF Downloads 103
Page 1-10
Spatiotemporal Graph Neural Networks for Fault Detection and Structural Learning in Chemical Processes: Use Case on the Tennessee Eastman Process
Abstract 491 | PDF Downloads 158
Page 1-13
Structural Representation Learning for Thermal Turbulence Detection in Infrared Imagery using YOLO
Abstract 126 | PDF Downloads 87
Page 1-12
Strain-based condition monitoring of inner raceways of deep-groove ball bearings using FBG sensors
Abstract 184 | PDF Downloads 100
Page 1-8
System-Level CBM/PBM Aggregation: A Unified Framework for Proactive and Reactive Metrics in Redundant Architectures
Abstract 169 | PDF Downloads 94
Page 1-13
Supervised and Unsupervised Methods for Detecting Anomalies in an Autonomous Long-Range Lunar Rover
Abstract 164 | PDF Downloads 125
Page 1-12
Time‑Series Retrieval for Grounding Multimodal Language Models in Remaining Useful Life Prediction
Abstract 196 | PDF Downloads 141
Page 1-11
Through-Life Monitoring of Resource-constrained Systems and Fleets
Abstract 144 | PDF Downloads 87
Page 1-10
Towards Green PHM: Adaptive Early Stopping for Sustainable Neural Architecture Search in Industrial Applications
Abstract 109 | PDF Downloads 83
Page 1-13
Transformer-Based Architectures for Machinery Prognostics: A Review
Abstract 238 | PDF Downloads 139
Page 1-13
Trolley-Assisted Charging for Full-Shift Operation of Battery-Electric Load-Haul-Dump in Underground Mining
Abstract 205 | PDF Downloads 134
Page 1-15
Trustworthy Abnormality Detection from Welding Images Through Class-Conditional Conformal Learning and Bayesian Cost Minimization
Abstract 137 | PDF Downloads 85
Page 1-7
Turbofan Sensor-FDI-Bench: A Synthetic Dataset for Sensor Fault Detection & Isolation under Degradation and Operating Variability
Abstract 186 | PDF Downloads 110
Page 1-13
Turbograd: An Open-source Differentiable Performance Model for Aeroengine Condition Monitoring
Abstract 194 | PDF Downloads 115
Page 1-8
Uncertainty-Aware Bearing Remaining Useful Life Prediction Based on Conformal Prediction
Abstract 331 | PDF Downloads 178
Page 1-10
Uncertainty-Aware Surrogate for Fatigue Assessment of Moorings in Offshore Wind Turbines
Abstract 186 | PDF Downloads 92
Page 1-7
Uncertainty-Aware and Risk-Controlled Identification of Abnormal Parametric Changes in Space Launcher Electrical Valve Actuators
Abstract 152 | PDF Downloads 101
Page 1-13
Understanding the Impact of Temporal Aggregation on Uncertainty in Quality Indicator Prediction for Industrial Processes
Abstract 124 | PDF Downloads 96
Page 1-9
Vibration Analysis for Damage Detection and Classification for Condition Monitoring on Worm Gears
Abstract 146 | PDF Downloads 95
Page 1-7
Video Motion Magnification for Vibration Measurement in Hydropower Applications
Abstract 394 | PDF Downloads 149
Page 1-10
Virtual Temperature Sensors in Power Transformers Using Neural Ordinary Differential Equations
Abstract 210 | PDF Downloads 108
Page 1-9
A Comprehensive Literature Review of State of Safety (SoS) for Maritime Battery Management Systems (BMSs)
Abstract 260 | PDF Downloads 250
Page 1-17
Reinforcement Learning Control for Natural Circulation in a Marine Pressurised Water Reactor Cooling System
Abstract 119 | PDF Downloads 78
Page 1-10
Data Challenge Papers
A Similarity-Based Ensemble Framework for Remaining Useful Life Prediction of a Subway Door System
Abstract 312 | PDF Downloads 137
Page 1-7
Gated Residual End-of-Life Prediction for Variable-Prefix RUL in the PHME2026 Data Challenge
Abstract 188 | PDF Downloads 96
Page 1-10
Posters
A Context-Aware Edge-Cloud Multi‑Agent PHM Framework for Multi‑Tool CNC Turning Machines Using a Single Vibration Sensor
Abstract 150 | PDF Downloads 85
Page 1-18
Cost-Sensitive Deep Learning for Scania Component X: Minimising Operational Cost via Asymmetric Threshold Optimisation
Abstract 290 | PDF Downloads 154
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
Abstract 106 | PDF Downloads 87
Page 1-9
Hybrid Physics-Informed UKF–Transformer Framework for Lithium-Ion Battery SOH Estimation
Abstract 168 | PDF Downloads 111
Page 1-8
Methodology for Estimating the Corrosion-Induced Degradation Trajectory of 304L Stainless Steel in Nitric Acid
Abstract 175 | PDF Downloads 88
Page 1-16
Physics-Aided RUL Prediction of Pick-and-Place Robotic Arm Using Dynamic Simulation and GMM-Based Health Indicator
Abstract 188 | PDF Downloads 104
Page 1-9
Prediction and simulation of battery pack usage for intelligent service robot deployment at a train station
Abstract 127 | PDF Downloads 80
Page 1-10
Representation Learning–Based Fault Diagnosis of Angular Contact Ball Bearings for Machine Tool Spindles
Abstract 98 | PDF Downloads 84
Page 1-7
Self-Powered Multi-Parameter Wireless Sensing for Condition Monitoring of Marine Propulsion Shafts
Abstract 127 | PDF Downloads 98
Page 1-7
Doctoral Symposium
Causal Inference for Root Cause Analysis in Safety-Critical Engineering Systems
Abstract 187 | PDF Downloads 114
Page 1-3
Multi-Modal 3D Neural Representations for Scene Modeling: Towards Building Health Management and Energy Evaluation
Abstract 130 | PDF Downloads 91Progressive Physics-AI Hybrid Methodology for Unsupervised Anomaly Detection in Electromechanical Systems
Abstract 159 | PDF Downloads 82Physics-Informed Machine Learning for Robust Industrial Diagnostics: A Systematic Investigation Using Heat Pump Systems
Abstract 142 | PDF Downloads 106
Page 1-3
Time-Varying Mesh Stiffness Modelling for Multi-Fault Spur and Helical Gear Diagnostics: An Integrated Analytical, Numerical, and Experimental Framework
Abstract 167 | PDF Downloads 121
Page 1-3
Towards Early and Reliable Detection of Thermal Degradation in High-Precision Machine Tools via Hybrid Condition Monitoring
Abstract 120 | PDF Downloads 87Toward Intelligent Prognostics and Health Management for Floating Offshore Wind Turbines
Abstract 139 | PDF Downloads 100
Page 1-4