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 1002 | PDF Downloads 939Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 1746 | PDF Downloads 1099
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1315 | PDF Downloads 467
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 1023 | PDF Downloads 382
Page 8
A Flexible Methodology for Uncertainty-Quantified Monitoring of Abrasive Wear in Heavy Machinery Using Neural Networks and Phenomenology-Based Feature Engineering
Abstract 1065 | PDF Downloads 443
Page 9
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1191 | PDF Downloads 476
Page 15
A maturity framework for data driven maintenance
Abstract 2375 | PDF Downloads 784A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 812 | PDF Downloads 421
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1153 | PDF Downloads 513
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 980 | PDF Downloads 471
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 894 | PDF Downloads 424
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1231 | PDF Downloads 334
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 1119 | PDF Downloads 456
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 1015 | PDF Downloads 487
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 1010 | PDF Downloads 418
Page 7
Active learning for gear defect detection in gearboxes
Abstract 1212 | PDF Downloads 457
Page 10
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 1125 | PDF Downloads 727
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1245 | PDF Downloads 758
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1195 | PDF Downloads 532
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 1192 | PDF Downloads 523
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 636 | PDF Downloads 351
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 1126 | PDF Downloads 567
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 997 | PDF Downloads 370
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 1041 | PDF Downloads 470
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 1294 | PDF Downloads 535
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 1700 | PDF Downloads 431
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 1067 | PDF Downloads 369
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1157 | PDF Downloads 518
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 1127 | PDF Downloads 526
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 552 | PDF Downloads 350
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 910 | PDF Downloads 317Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1284 | PDF Downloads 743
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 742 | PDF Downloads 359
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 998 | PDF Downloads 384
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 978 | PDF Downloads 349
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 1022 | PDF Downloads 823
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 956 | PDF Downloads 334
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 1113 | PDF Downloads 527
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 1004 | PDF Downloads 255
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 1120 | PDF Downloads 457
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 916 | PDF Downloads 399
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 1028 | PDF Downloads 330
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 970 | PDF Downloads 343
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 696 | PDF Downloads 302
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 734 | PDF Downloads 311
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 1022 | PDF Downloads 590
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 824 | PDF Downloads 373
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 977 | PDF Downloads 479
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 1569 | PDF Downloads 765
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 573 | PDF Downloads 398
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 1057 | PDF Downloads 407
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 1004 | PDF Downloads 699
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 998 | PDF Downloads 404
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1657 | PDF Downloads 759
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 1044 | PDF Downloads 409
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 1246 | PDF Downloads 277
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 962 | PDF Downloads 341
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 835 | PDF Downloads 384
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1289 | PDF Downloads 598
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 2154 | PDF Downloads 1044
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 910 | PDF Downloads 358
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 2166 | PDF Downloads 976
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 456 | PDF Downloads 470
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1707 | PDF Downloads 550
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 510 | PDF Downloads 371
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 1289 | PDF Downloads 477
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 963 | PDF Downloads 539Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1196 | PDF Downloads 289
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 840 | PDF Downloads 412
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 926 | PDF Downloads 270
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 990 | PDF Downloads 394
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 861 | PDF Downloads 573
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 529 | PDF Downloads 311
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1531 | PDF Downloads 773
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 784 | PDF Downloads 348
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 972 | PDF Downloads 372
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 852 | PDF Downloads 531
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 926 | PDF Downloads 419
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 698 | PDF Downloads 823
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 997 | PDF Downloads 510
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 2188 | PDF Downloads 1029
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 1267 | PDF Downloads 567
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 1323 | PDF Downloads 476
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 1280 | PDF Downloads 426
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 1068 | PDF Downloads 319
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 649 | PDF Downloads 301
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 959 | PDF Downloads 354
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 941 | PDF Downloads 508
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 1081 | PDF Downloads 434
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 823 | PDF Downloads 455
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 749 | PDF Downloads 179
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1606 | PDF Downloads 735
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 653 | PDF Downloads 575
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1426 | PDF Downloads 489
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 751 | PDF Downloads 499Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 829 | PDF Downloads 436Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 466 | PDF Downloads 321
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 1162 | PDF Downloads 479
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 1009 | PDF Downloads 427
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 409 | PDF Downloads 189
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 907 | PDF Downloads 351
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 670 | PDF Downloads 258
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 1378 | PDF Downloads 1518Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1264 | PDF Downloads 856
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 1033 | PDF Downloads 503
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 1311 | PDF Downloads 759
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 1007 | PDF Downloads 816
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1304 | PDF Downloads 924
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1230 | PDF Downloads 868
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 936 | PDF Downloads 533Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1289 | PDF Downloads 389
Page 4