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 901 | PDF Downloads 888Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 1493 | PDF Downloads 952
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1217 | PDF Downloads 419
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 958 | PDF Downloads 343
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1101 | PDF Downloads 392
Page 15
A maturity framework for data driven maintenance
Abstract 2172 | PDF Downloads 726A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 649 | PDF Downloads 370
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1063 | PDF Downloads 459
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 886 | PDF Downloads 425
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 851 | PDF Downloads 385
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1115 | PDF Downloads 303
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 912 | PDF Downloads 381
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 891 | PDF Downloads 371
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 951 | PDF Downloads 361
Page 7
Active learning for gear defect detection in gearboxes
Abstract 1084 | PDF Downloads 395
Page 10
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 1045 | PDF Downloads 629
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1087 | PDF Downloads 624
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1114 | PDF Downloads 469
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 1045 | PDF Downloads 447
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 558 | PDF Downloads 326
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 1010 | PDF Downloads 486
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 931 | PDF Downloads 327
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 945 | PDF Downloads 408
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 1060 | PDF Downloads 439
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 1422 | PDF Downloads 376
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 989 | PDF Downloads 333
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1033 | PDF Downloads 411
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 995 | PDF Downloads 476
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 472 | PDF Downloads 315
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 828 | PDF Downloads 289Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1136 | PDF Downloads 589
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 621 | PDF Downloads 325
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 939 | PDF Downloads 354
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 910 | PDF Downloads 305
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 827 | PDF Downloads 644
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 838 | PDF Downloads 292
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 982 | PDF Downloads 429
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 895 | PDF Downloads 231
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 1010 | PDF Downloads 396
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 844 | PDF Downloads 337
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 945 | PDF Downloads 297
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 900 | PDF Downloads 311
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 595 | PDF Downloads 262
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 610 | PDF Downloads 275
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 890 | PDF Downloads 487
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 756 | PDF Downloads 327
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 882 | PDF Downloads 383
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 1353 | PDF Downloads 620
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 495 | PDF Downloads 334
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 952 | PDF Downloads 314
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 907 | PDF Downloads 654
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 916 | PDF Downloads 370
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1469 | PDF Downloads 703
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 950 | PDF Downloads 365
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 1099 | PDF Downloads 233
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 846 | PDF Downloads 294
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 755 | PDF Downloads 336
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1161 | PDF Downloads 545
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 1973 | PDF Downloads 837
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 849 | PDF Downloads 315
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 1799 | PDF Downloads 841
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 372 | PDF Downloads 394
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1565 | PDF Downloads 503
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 459 | PDF Downloads 338
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 1148 | PDF Downloads 389
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 894 | PDF Downloads 454Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1046 | PDF Downloads 238
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 769 | PDF Downloads 371
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 865 | PDF Downloads 243
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 909 | PDF Downloads 349
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 701 | PDF Downloads 466
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 456 | PDF Downloads 259
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1332 | PDF Downloads 687
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 741 | PDF Downloads 292
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 902 | PDF Downloads 326
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 715 | PDF Downloads 453
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 872 | PDF Downloads 363
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 470 | PDF Downloads 613
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 898 | PDF Downloads 433
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 1964 | PDF Downloads 948
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 1136 | PDF Downloads 488
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 1180 | PDF Downloads 426
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 1188 | PDF Downloads 367
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 1008 | PDF Downloads 280
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 563 | PDF Downloads 268
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 871 | PDF Downloads 320
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 862 | PDF Downloads 440
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 1014 | PDF Downloads 386
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 755 | PDF Downloads 405
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 693 | PDF Downloads 151
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1473 | PDF Downloads 677
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 504 | PDF Downloads 421
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1325 | PDF Downloads 455
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 709 | PDF Downloads 467Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 709 | PDF Downloads 376Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 418 | PDF Downloads 282
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 1095 | PDF Downloads 426
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 941 | PDF Downloads 386
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 348 | PDF Downloads 169
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 797 | PDF Downloads 300
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 630 | PDF Downloads 234
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 1293 | PDF Downloads 1337Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1143 | PDF Downloads 785
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 985 | PDF Downloads 450
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 1207 | PDF Downloads 676
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 911 | PDF Downloads 775
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1216 | PDF Downloads 836
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1135 | PDF Downloads 819
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 867 | PDF Downloads 489Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1123 | PDF Downloads 338
Page 4