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 189 | PDF Downloads 259Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 442 | PDF Downloads 341
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 308 | PDF Downloads 205
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 197 | PDF Downloads 149
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 210 | PDF Downloads 143
Page 15
A maturity framework for data driven maintenance
Abstract 1028 | PDF Downloads 317A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 228 | PDF Downloads 132
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 220 | PDF Downloads 176
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 208 | PDF Downloads 193
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 176 | PDF Downloads 142
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 256 | PDF Downloads 142
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 190 | PDF Downloads 142
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 149 | PDF Downloads 125
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 207 | PDF Downloads 114
Page 7
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 294 | PDF Downloads 218
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 250 | PDF Downloads 195
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 256 | PDF Downloads 184
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 230 | PDF Downloads 177
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 216 | PDF Downloads 154
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 279 | PDF Downloads 229
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 208 | PDF Downloads 133
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 196 | PDF Downloads 150
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 237 | PDF Downloads 162
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 264 | PDF Downloads 154
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 244 | PDF Downloads 182
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 236 | PDF Downloads 142
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 226 | PDF Downloads 154
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 186 | PDF Downloads 121
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 175 | PDF Downloads 131Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 211 | PDF Downloads 210
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 256 | PDF Downloads 131
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 249 | PDF Downloads 144
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 167 | PDF Downloads 116
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 308 | PDF Downloads 215
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 153 | PDF Downloads 102
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 219 | PDF Downloads 172
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 186 | PDF Downloads 95
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 251 | PDF Downloads 131
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 173 | PDF Downloads 149
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 233 | PDF Downloads 146
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 199 | PDF Downloads 149
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 220 | PDF Downloads 102
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 233 | PDF Downloads 109
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 221 | PDF Downloads 143
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 128 | PDF Downloads 117
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 187 | PDF Downloads 124
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 293 | PDF Downloads 185
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 185 | PDF Downloads 116
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 173 | PDF Downloads 109
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 185 | PDF Downloads 117
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 190 | PDF Downloads 133
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 608 | PDF Downloads 266
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 178 | PDF Downloads 114
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 215 | PDF Downloads 97
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 140 | PDF Downloads 107
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 146 | PDF Downloads 112
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 326 | PDF Downloads 297
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 602 | PDF Downloads 265
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 172 | PDF Downloads 108
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 347 | PDF Downloads 200
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 145 | PDF Downloads 136
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 494 | PDF Downloads 152
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 187 | PDF Downloads 142
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 249 | PDF Downloads 115
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 215 | PDF Downloads 185Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 246 | PDF Downloads 97
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 115 | PDF Downloads 106
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 176 | PDF Downloads 104
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 167 | PDF Downloads 116
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 228 | PDF Downloads 158
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 151 | PDF Downloads 98
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 306 | PDF Downloads 262
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 143 | PDF Downloads 119
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 241 | PDF Downloads 133
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 349 | PDF Downloads 214
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 178 | PDF Downloads 110
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 138 | PDF Downloads 135
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 179 | PDF Downloads 151
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 467 | PDF Downloads 238
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 277 | PDF Downloads 182
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 249 | PDF Downloads 102
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 296 | PDF Downloads 177
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 246 | PDF Downloads 144
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 224 | PDF Downloads 121
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 183 | PDF Downloads 142
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 155 | PDF Downloads 123
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 241 | PDF Downloads 148
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 142 | PDF Downloads 94
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 124 | PDF Downloads 63
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 426 | PDF Downloads 224
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 144 | PDF Downloads 108
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 457 | PDF Downloads 212
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 151 | PDF Downloads 143Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 133 | PDF Downloads 145Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 123 | PDF Downloads 110
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 407 | PDF Downloads 238
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 152 | PDF Downloads 134
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 135 | PDF Downloads 68
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 134 | PDF Downloads 88
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 78 | PDF Downloads 49
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 489 | PDF Downloads 208Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 393 | PDF Downloads 241
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 227 | PDF Downloads 182
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 421 | PDF Downloads 192
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 175 | PDF Downloads 153
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 409 | PDF Downloads 215
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 223 | PDF Downloads 150
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 183 | PDF Downloads 129Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 228 | PDF Downloads 141
Page 4