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 234 | PDF Downloads 194
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 406 | PDF Downloads 292
Page 1-15
A Convolutional Autoencoder for Fast Compressive Sensing Reconstruction of Vibration Signals
Abstract 276 | PDF Downloads 245
Page 1-8
A Framework for the Integration of Hybrid Models in Digital Twin Architectures for PHM
Abstract 365 | PDF Downloads 267
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 257 | PDF Downloads 184
Page 1-12
A Methodological Framework for Prognosis Using Control-Oriented Models: Application to an Aeronautical Power Converter
Abstract 202 | PDF Downloads 182
Page 1-7
A Methodology for Progressive Physics Integration in Data-Driven Anomaly Detection: Application to Circuit Breaker Monitoring
Abstract 259 | PDF Downloads 199
Page 1-9
A Metric-Driven Framework for Evaluating Prognostic Based Failure Estimation on Spare Part Inventory Management
Abstract 255 | PDF Downloads 188
Page 1-12
A Novel High-Level Reasoning Architecture for Aircraft Prescriptive Maintenance
Abstract 339 | PDF Downloads 232
Page 1-13
A Proposal for Application of Physics-Informed Digital Twin and Particle Filtering for the Detection and Prognosis in Harmonic Drives
Abstract 284 | PDF Downloads 201
Page 1-10
A Probabilistic Baseline Learning Framework for SCADA-Based Wind Turbine Aging Diagnosis and Multi-Scale Performance Degradation Analysis
Abstract 258 | PDF Downloads 164
Page 1-10
A Prognostic Framework for Railway Track Geometry: Tamping Detection, Settling-Aware Estimation, and Spatially Resolved RUL Prediction
Abstract 191 | PDF Downloads 194
Page 1-10
A Reliability Digital Twin Architecture for Real-Time Fleet Monitoring and Predictive Maintenance of Hydrostatic Transmission Components
Abstract 350 | PDF Downloads 216
Page 1-15
A Study on the Impact of Categorical Alarm Data in Power Estimation and Anomaly Detection of Photovoltaic Inverters
Abstract 267 | PDF Downloads 186
Page 1-10
A Sustainable Anomaly Detection Framework for Autonomous Surface Ship: Adaptive Subsystem-Level Anomaly Detection Algorithm via MLOps
Abstract 221 | PDF Downloads 180
Page 1-11
A Two-Stage Machine Learning Approach for Quantitative Gear Crack Detection Using Vibration Signal Analysis
Abstract 224 | PDF Downloads 160
Page 1-10
ACE – Automating Causal Extraction: Leveraging Large Language Models for Bowtie Diagram Generation in Failure Analysis
Abstract 220 | PDF Downloads 192
Page 1-10
AI for Sustainable Building Operations: Data-Driven Anomaly Detection in Ventilation Systems
Abstract 209 | PDF Downloads 283
Page 1-14
AI-Driven PHM for Floating Offshore Wind Turbines: Review and Main Challenges
Abstract 238 | PDF Downloads 203
Page 1-8
Addressing the Cold-Start Challenge in Building Predictive Maintenance: Translating Facility Manager Expertise into Criticality Indices
Abstract 316 | PDF Downloads 174
Page 1-11
Anomaly Detection in Multivariate Industrial Signals: LLMs, TSFMs, or Classical Deep Learning
Abstract 379 | PDF Downloads 263
Page 1-14
API-Based Integration Framework for Dual-LLM Prescriptive Maintenance Report Generation in PHM-Enabled Digital Twin Applications
Abstract 262 | PDF Downloads 208
Page 1-9
Active Sim-to-Real Gap Reduction for Industrial Inspection via Digital Twin and Embedding Analysis
Abstract 380 | PDF Downloads 174
Page 1-11
Aging States Estimation and Monitoring Strategies of Li-Ion Batteries Using Incremental Capacity Analysis and Gaussian Process Regression
Abstract 208 | PDF Downloads 163
Page 1-11
Analysis of fault-induced electromechanical disturbance effect in a closed-loop system
Abstract 255 | PDF Downloads 179
Page 1-11
Bayesian Online Changepoint Detection Algorithm for Degradation Monitoring and Prognostics of Electrical Devices
Abstract 540 | PDF Downloads 234
Page 1-10
Bayesian Post-Repair Prognostics for Reliable RUL Prediction
Abstract 338 | PDF Downloads 239
Page 1-8
Benchmarking Time-Series Anomaly Detection Algorithms for Photovoltaic Plants
Abstract 391 | PDF Downloads 199
Page 1-13
Bifurcated Remaining Useful Life Prediction: A Hybrid Approach for Realistic Uncertainty Characterization
Abstract 282 | PDF Downloads 221
Page 1-12
Bridging Methods and Data in System-Level Prognostics: A Comprehensive Review
Abstract 354 | PDF Downloads 174
Page 1-8
Classification and Assessment of Propeller Faults in Electric Unmanned Aerial Vehicle Drive Trains
Abstract 275 | PDF Downloads 190
Page 1-7
Comparative Evaluation of Prognostic Models for Medium-Term Pressure Prediction in Gas Transmission Units
Abstract 209 | PDF Downloads 147
Page 1-9
Contrastive, Autoencoding, and Variational Representations for Telemetry-Driven RUL Prediction
Abstract 243 | PDF Downloads 201
Page 1-10
Cost-effective Inspection and Maintenance Rule for Train Control Beacons
Abstract 167 | PDF Downloads 163
Page 1-13
Cloud-Enabled Autoencoder-Based Anomaly Detection for Gas Turbine Faults
Abstract 278 | PDF Downloads 201
Page 1-9
Cost-Efficient Prognostics Framework for Heliostat Drive Units
Abstract 215 | PDF Downloads 214
Page 1-17
Decision at First Sight: An Attention Network for Direct Maintenance Optimization from Sensor Data
Abstract 187 | PDF Downloads 187
Page 1-11
Development of Bearing Fault Detection Models using Multibody Simulation Training Data
Abstract 293 | PDF Downloads 249
Page 1-8
Development of a hybrid PHM system for flight control actuators fusing data analytics with physical knowledge
Abstract 237 | PDF Downloads 157
Page 1-12
Developing Generalized Health Index of Electric Vehicle Drivetrain
Abstract 232 | PDF Downloads 175
Page 1-6
Diagnostics for Mechanical Systems with Unknown Fault Modes: A Novel Open Set Recognition Approach
Abstract 379 | PDF Downloads 208
Page 1-10
Direct and indirect Structural Health Monitoring of steel railway bridges: A state-of-the-art review and future challenges
Abstract 411 | PDF Downloads 231
Page 1-30
Domain Adaptation of Automatic Speech Recognition Models for Diagnostic Applications
Abstract 289 | PDF Downloads 218
Page 1-12
Dual-Threshold Maintenance Optimisation for Hydraulic Floodgates under Runaway Stochastic Degradation
Abstract 236 | PDF Downloads 175
Page 1-15
Early Fault Detection in Rotating Machinery via Multivariate Autoencoder-Based Indicator Fusion
Abstract 306 | PDF Downloads 159
Page 1-10
Edge AI - Enabled Smart Sensors for Predictive Maintenance of Marine Vessels
Abstract 237 | PDF Downloads 171
Page 1-9
Edge-Deployed Generative Language-Based Retrieval for Aerospace Asset Health Management
Abstract 417 | PDF Downloads 364
Page 1-11
Edge-Server Collaborative System for Real-Time and In-Depth Damage Detection of Wind Turbine Blades using Acoustic Signals
Abstract 435 | PDF Downloads 217Estimating the Battery State of Health with Quantified Aleatoric and Epistemic Uncertainty
Abstract 283 | PDF Downloads 177
Page 1-10
Estimating Spall Severity in Rolling Element Bearings: A Supervised Learning Approach With Naturally Progressing Spalls
Abstract 285 | PDF Downloads 205
Page 1-11
Evaluation of Input Presentation in Transfer Learning for Bearing Fault Detection
Abstract 215 | PDF Downloads 182
Page 1-14
Evaluation of Remaining Useful Life Prediction Algorithms in the Absence of Run-to-Failure Ground Truth Data
Abstract 379 | PDF Downloads 257
Page 1-17
Evaluating the Impact of Data Partitioning and Client Selection on Federated Remaining Useful Life Prediction in Aviation
Abstract 220 | PDF Downloads 194
Page 1-12
Failure-Mode-Informed Development of Remaining Useful Life Prognostics
Abstract 403 | PDF Downloads 155
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 358 | PDF Downloads 193
Page 1-10
Frequency-Domain Feature Analysis for Early Gear Damage Detection in Planetary Gearboxes
Abstract 222 | PDF Downloads 155
Page 1-12
From Machine Health to Elderly Health: A Sustainability-oriented Elderly-centric Social Robot System enabled by PHM
Abstract 180 | PDF Downloads 142
Page 1-6
From MCU to Neuromorphic Chip: A Zero-Gradient Spiking-Compatible Engine for Cross-Domain Predictive Maintenance
Abstract 262 | PDF Downloads 217
Page 1-9
From Sensor Data to Maintenance Actions: An Industrial PHM Application for UltrasonicWelding Assembly Machines
Abstract 223 | PDF Downloads 160
Page 1-8
Hybrid Detection for Heat Pump Contamination Using Physics-Informed Machine Learning
Abstract 291 | PDF Downloads 181
Page 1-12
Impact of Reactive Power Assumptions on Physics-Informed Assessment of Transformer Ageing in Distribution Networks
Abstract 242 | PDF Downloads 176
Page 1-9
Improved State of Health Assessment for Lithium-Ion Batteries Based on Electrochemical Impedance Spectroscopy Measurements
Abstract 267 | PDF Downloads 173
Page 1-9
Integrating Deep Autoencoders and Bayesian Inference for Diagnostics and Health Management of Industrial Inkjet Systems
Abstract 306 | PDF Downloads 207
Page 1-9
Interpretable Operational Regime Classification for a Wind Turbine PHM Digital Twin Architecture
Abstract 192 | PDF Downloads 196
Page 1-14
Integrating Survival-Based Aging Models with Data-Driven RUL Prognostics
Abstract 271 | PDF Downloads 203
Page 1-12
Learning the Language of Vibration: A Self-Supervised Transformer Foundation Model for PHM
Abstract 885 | PDF Downloads 475
Page 1-15
Leveraging Time Series Foundation Models Embeddings for Remaining Useful Life Prediction
Abstract 671 | PDF Downloads 467
Page 1-7
Leakage-Safe, Reproducible Benchmarking for Vibration-Based Fault Diagnosis
Abstract 993 | PDF Downloads 462
Page 1-8
Load-Aware Stochastic Degradation Modeling and Lifetime Characterization for PEM Fuel Cells
Abstract 272 | PDF Downloads 184
Page 1-11
Maintenance Planning for Prognostic Health Management of Multi-Component Systems: A Case Study of Multi-Objective Optimisation for Railway Vehicles
Abstract 193 | PDF Downloads 164
Page 1-11
Manufacturing Quality–Informed Prognostics: A Novel Approach to Past Uncertainty Management
Abstract 186 | PDF Downloads 145
Page 1-9
Meets Expectations: System Health Analysis and Prognosis for Embedded and Cyber-physical AI
Abstract 210 | PDF Downloads 158
Page 1-8
Monitoring Model Drift in Feedback-Controlled Systems via Efficacy and Efficiency Metrics
Abstract 287 | PDF Downloads 164
Page 1-9
Ontology-Based Graph Transformer Network for Robust Bearing Fault Diagnosis under Unseen Operating Conditions
Abstract 280 | PDF Downloads 183
Page 1-7
Ontology-Grounded Large Language Models for Reliable Querying of Wind Turbine Inspection Knowledge
Abstract 405 | PDF Downloads 231
Page 1-10
Particle Filter-based Degradation Modeling and SOH Prediction for Lithium-ion Batteries of Autonomous Systems
Abstract 186 | PDF Downloads 130
Page 1-7
Physics Based and Data Driven Anomaly Detection Methods Using Vibration Data for Early Gear Damage Detection in Planetary Gearboxes
Abstract 247 | PDF Downloads 183
Page 1-17
Physics-Informed Domain Generalization for Bearing Prognostics Under Unseen Operating Conditions
Abstract 404 | PDF Downloads 266
Page 1-13
Physics-Informed Machine Learning-Assisted State Estimation for Degrading System Considering Sensor Degradation Impacts
Abstract 261 | PDF Downloads 223
Page 1-7
Physics-Constrained Deep Learning for Interpretable Anomaly Detection in Large Battery Packs with Limited Monitoring Granularity
Abstract 268 | PDF Downloads 210
Page 1-13
PHM Framework for Discrete IGBTs in EV Applications: A PoF-Based Approach with a State-of-Damage Metric
Abstract 246 | PDF Downloads 167
Page 1-9
Predictive Analysis for Safe and Optimal Operation of the CoBra High-Temperature Heat Pump
Abstract 236 | PDF Downloads 157
Page 1-9
Prescriptive Maintenance through Workload Allocation for Synchronizing Parallel Machines
Abstract 251 | PDF Downloads 184
Page 1-8
Prognosis of Mission-Aware Remaining Useful Life for ROV Thrusters Using a Physics-Consistent Simulation Framework
Abstract 249 | PDF Downloads 168
Page 1-11
Physics-Informed Virtual Sensing for Isentropic Efficiency: Enabling Sensor Reduction in Heat Pumps
Abstract 214 | PDF Downloads 225
Page 1-11
Quantifying Reliability and Resilience in Interdependent Infrastructure Networks
Abstract 322 | PDF Downloads 178
Page 1-10
Quantum-Aided Bayesian Learning for the Prediction and Uncertainty Quantification of Remaining Useful Life
Abstract 352 | PDF Downloads 173
Page 1-10
Reducing Negative Transfer in Domain Adaptation for Vibration Fault Diagnosis
Abstract 372 | PDF Downloads 213
Page 1-12
Reliability Analysis of Rolling Bearings Using a Weighted Nonlinear Mixed-Effects Degradation Model
Abstract 185 | PDF Downloads 137
Page 1-9
Remaining Useful Life Prediction Using Constraint Guided Learning with Limited Physical Knowledge
Abstract 269 | PDF Downloads 160
Page 1-10
Risk-Aware Optimization of Charging Time and Route Selection for Electric Vehicles Under Uncertainty
Abstract 277 | PDF Downloads 152
Page 1-16
Robust Multi-Modal Hamilton-Jacobi Reachability Prognostics: An Application to Battery Health Management
Abstract 269 | PDF Downloads 130
Page 1-11
Robust Anomaly Detection Under Contaminated Data: A Comprehensive Evaluation Across PHM Contexts
Abstract 258 | PDF Downloads 178
Page 1-14
Robust Real-Time Thrust Fault Diagnosis for UAVs: A Physics-Informed Framework DecouplingWind Disturbances
Abstract 297 | PDF Downloads 155
Page 1-7
RUL-Aware RRT*: Degradation-Balanced Motion Planning for Robotic Manipulators
Abstract 288 | PDF Downloads 204
Page 1-8
Scalable Model-Based Discrete Mode Estimation for a Lunar Rover Power System
Abstract 203 | PDF Downloads 238
Page 1-12
Sensor Fault Detection via Virtual Smart Heat Metering with Spatial-Temporal Graph Neural Networks
Abstract 210 | PDF Downloads 199
Page 1-10
Simulation-Based Inference for the Amortized Determination of Physical Model Parameters of a Mechanical System for Diagnostics and Prognostics
Abstract 277 | PDF Downloads 173
Page 1-10
Spatiotemporal Graph Neural Networks for Fault Detection and Structural Learning in Chemical Processes: Use Case on the Tennessee Eastman Process
Abstract 708 | PDF Downloads 260
Page 1-13
Structural Representation Learning for Thermal Turbulence Detection in Infrared Imagery using YOLO
Abstract 193 | PDF Downloads 133
Page 1-12
Strain-based condition monitoring of inner raceways of deep-groove ball bearings using FBG sensors
Abstract 261 | PDF Downloads 175
Page 1-8
System-Level CBM/PBM Aggregation: A Unified Framework for Proactive and Reactive Metrics in Redundant Architectures
Abstract 254 | PDF Downloads 163
Page 1-13
Supervised and Unsupervised Methods for Detecting Anomalies in an Autonomous Long-Range Lunar Rover
Abstract 229 | PDF Downloads 188
Page 1-12
Time‑Series Retrieval for Grounding Multimodal Language Models in Remaining Useful Life Prediction
Abstract 335 | PDF Downloads 246
Page 1-11
Through-Life Monitoring of Resource-constrained Systems and Fleets
Abstract 217 | PDF Downloads 160
Page 1-10
Towards Green PHM: Adaptive Early Stopping for Sustainable Neural Architecture Search in Industrial Applications
Abstract 166 | PDF Downloads 146
Page 1-13
Transformer-Based Architectures for Machinery Prognostics: A Review
Abstract 351 | PDF Downloads 235
Page 1-13
Trolley-Assisted Charging for Full-Shift Operation of Battery-Electric Load-Haul-Dump in Underground Mining
Abstract 310 | PDF Downloads 218
Page 1-15
Trustworthy Abnormality Detection from Welding Images Through Class-Conditional Conformal Learning and Bayesian Cost Minimization
Abstract 228 | PDF Downloads 169
Page 1-7
Turbofan Sensor-FDI-Bench: A Synthetic Dataset for Sensor Fault Detection & Isolation under Degradation and Operating Variability
Abstract 374 | PDF Downloads 219
Page 1-13
Turbograd: An Open-source Differentiable Performance Model for Aeroengine Condition Monitoring
Abstract 293 | PDF Downloads 191
Page 1-8
Uncertainty-Aware Bearing Remaining Useful Life Prediction Based on Conformal Prediction
Abstract 637 | PDF Downloads 381
Page 1-10
Uncertainty-Aware Surrogate for Fatigue Assessment of Moorings in Offshore Wind Turbines
Abstract 312 | PDF Downloads 169
Page 1-7
Uncertainty-Aware and Risk-Controlled Identification of Abnormal Parametric Changes in Space Launcher Electrical Valve Actuators
Abstract 241 | PDF Downloads 195
Page 1-13
Understanding the Impact of Temporal Aggregation on Uncertainty in Quality Indicator Prediction for Industrial Processes
Abstract 188 | PDF Downloads 171
Page 1-9
Vibration Analysis for Damage Detection and Classification for Condition Monitoring on Worm Gears
Abstract 237 | PDF Downloads 175
Page 1-7
Video Motion Magnification for Vibration Measurement in Hydropower Applications
Abstract 518 | PDF Downloads 236
Page 1-10
Virtual Temperature Sensors in Power Transformers Using Neural Ordinary Differential Equations
Abstract 345 | PDF Downloads 204
Page 1-9
A Comprehensive Literature Review of State of Safety (SoS) for Maritime Battery Management Systems (BMSs)
Abstract 390 | PDF Downloads 381
Page 1-17
Reinforcement Learning Control for Natural Circulation in a Marine Pressurised Water Reactor Cooling System
Abstract 177 | PDF Downloads 133
Page 1-10
Data Challenge Papers
A Similarity-Based Ensemble Framework for Remaining Useful Life Prediction of a Subway Door System
Abstract 400 | PDF Downloads 222
Page 1-7
Gated Residual End-of-Life Prediction for Variable-Prefix RUL in the PHME2026 Data Challenge
Abstract 267 | PDF Downloads 169
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 226 | PDF Downloads 160
Page 1-18
Cost-Sensitive Deep Learning for Scania Component X: Minimising Operational Cost via Asymmetric Threshold Optimisation
Abstract 508 | PDF Downloads 232
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 161 | PDF Downloads 137
Page 1-9
Hybrid Physics-Informed UKF–Transformer Framework for Lithium-Ion Battery SOH Estimation
Abstract 257 | PDF Downloads 185
Page 1-8
Methodology for Estimating the Corrosion-Induced Degradation Trajectory of 304L Stainless Steel in Nitric Acid
Abstract 256 | PDF Downloads 165
Page 1-16
Physics-Aided RUL Prediction of Pick-and-Place Robotic Arm Using Dynamic Simulation and GMM-Based Health Indicator
Abstract 292 | PDF Downloads 171
Page 1-9
Prediction and simulation of battery pack usage for intelligent service robot deployment at a train station
Abstract 204 | PDF Downloads 145
Page 1-10
Representation Learning–Based Fault Diagnosis of Angular Contact Ball Bearings for Machine Tool Spindles
Abstract 162 | PDF Downloads 144
Page 1-7
Self-Powered Multi-Parameter Wireless Sensing for Condition Monitoring of Marine Propulsion Shafts
Abstract 205 | PDF Downloads 170
Page 1-7
Doctoral Symposium
Causal Inference for Root Cause Analysis in Safety-Critical Engineering Systems
Abstract 283 | PDF Downloads 205
Page 1-3
Multi-Modal 3D Neural Representations for Scene Modeling: Towards Building Health Management and Energy Evaluation
Abstract 194 | PDF Downloads 166Progressive Physics-AI Hybrid Methodology for Unsupervised Anomaly Detection in Electromechanical Systems
Abstract 258 | PDF Downloads 172Physics-Informed Machine Learning for Robust Industrial Diagnostics: A Systematic Investigation Using Heat Pump Systems
Abstract 223 | PDF Downloads 207
Page 1-3
Time-Varying Mesh Stiffness Modelling for Multi-Fault Spur and Helical Gear Diagnostics: An Integrated Analytical, Numerical, and Experimental Framework
Abstract 250 | PDF Downloads 274
Page 1-3
Towards Early and Reliable Detection of Thermal Degradation in High-Precision Machine Tools via Hybrid Condition Monitoring
Abstract 194 | PDF Downloads 142Toward Intelligent Prognostics and Health Management for Floating Offshore Wind Turbines
Abstract 215 | PDF Downloads 160
Page 1-4