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
ISBN: 978-1-936263-40-0
Published: 2024-06-27
Proceedings Front Matter
PHME 2024 Management Team and Publisher Information
Abstract 267 | PDF Downloads 331Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 664 | PDF Downloads 509
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 582 | PDF Downloads 280
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 311 | PDF Downloads 214
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 480 | PDF Downloads 226
Page 15
A maturity framework for data driven maintenance
Abstract 1527 | PDF Downloads 537A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 381 | PDF Downloads 208
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 356 | PDF Downloads 259
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 303 | PDF Downloads 262
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 265 | PDF Downloads 209
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 392 | PDF Downloads 210
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 275 | PDF Downloads 207
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 239 | PDF Downloads 186
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 314 | PDF Downloads 189
Page 7
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 406 | PDF Downloads 320
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 401 | PDF Downloads 346
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 409 | PDF Downloads 289
Page 11
Anomaly Detection of a Cooling Water Pump of a Power Plant Based on its Virtual Digital Twin Constructed with Deep Learning Techniques
Abstract 368 | PDF Downloads 270
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 337 | PDF Downloads 213
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 407 | PDF Downloads 317
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 318 | PDF Downloads 194
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 311 | PDF Downloads 226
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 347 | PDF Downloads 247
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 433 | PDF Downloads 221
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 364 | PDF Downloads 233
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 372 | PDF Downloads 222
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 334 | PDF Downloads 228
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 267 | PDF Downloads 185
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 275 | PDF Downloads 184Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 338 | PDF Downloads 339
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 395 | PDF Downloads 210
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 347 | PDF Downloads 206
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 271 | PDF Downloads 178
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 482 | PDF Downloads 343
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 230 | PDF Downloads 151
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 356 | PDF Downloads 269
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 299 | PDF Downloads 142
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 371 | PDF Downloads 220
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 283 | PDF Downloads 216
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 347 | PDF Downloads 196
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 296 | PDF Downloads 202
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 362 | PDF Downloads 155
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 385 | PDF Downloads 171
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 307 | PDF Downloads 244
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 200 | PDF Downloads 182
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 300 | PDF Downloads 208
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 497 | PDF Downloads 300
Page 10
Fully Automated Diagnostics of Induction Motor Drives in Offshore Wind Turbine Pitch Systems using Extended Park Vector Transform and Convolutional Neural Network
Abstract 292 | PDF Downloads 192
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 338 | PDF Downloads 177
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 315 | PDF Downloads 189
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 294 | PDF Downloads 202
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 716 | PDF Downloads 517
Page 9
Influence of Reducing the Load Level of Mission Profiles on the Remaining Useful Life of a TO220 Analyzed with a Surrogate Model
Abstract 291 | PDF Downloads 185
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 384 | PDF Downloads 153
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 221 | PDF Downloads 152
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 217 | PDF Downloads 169
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 497 | PDF Downloads 388
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 990 | PDF Downloads 489
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 257 | PDF Downloads 169
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 734 | PDF Downloads 369
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 212 | PDF Downloads 217
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 789 | PDF Downloads 359
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 284 | PDF Downloads 209
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 404 | PDF Downloads 208
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 302 | PDF Downloads 266Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 375 | PDF Downloads 146
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 197 | PDF Downloads 176
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 267 | PDF Downloads 145
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 272 | PDF Downloads 185
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 441 | PDF Downloads 264
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 261 | PDF Downloads 154
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 528 | PDF Downloads 392
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 206 | PDF Downloads 162
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 324 | PDF Downloads 182
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 509 | PDF Downloads 308
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 265 | PDF Downloads 182
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 245 | PDF Downloads 277
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 284 | PDF Downloads 273
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 984 | PDF Downloads 594
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 470 | PDF Downloads 284
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 512 | PDF Downloads 299
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 566 | PDF Downloads 233
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 357 | PDF Downloads 190
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 337 | PDF Downloads 168
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 290 | PDF Downloads 193
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 260 | PDF Downloads 190
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 380 | PDF Downloads 225
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 225 | PDF Downloads 173
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 195 | PDF Downloads 99
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 695 | PDF Downloads 374
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 261 | PDF Downloads 212
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 652 | PDF Downloads 297
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 223 | PDF Downloads 334Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 195 | PDF Downloads 207Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 262 | PDF Downloads 165
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 501 | PDF Downloads 301
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 287 | PDF Downloads 208
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 213 | PDF Downloads 106
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 262 | PDF Downloads 172
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 152 | PDF Downloads 90
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 650 | PDF Downloads 632Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 513 | PDF Downloads 357
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 321 | PDF Downloads 256
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 532 | PDF Downloads 291
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 287 | PDF Downloads 231
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 593 | PDF Downloads 429
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 408 | PDF Downloads 246
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 262 | PDF Downloads 202Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 355 | PDF Downloads 206
Page 4