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 621 | PDF Downloads 667Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 1150 | PDF Downloads 804
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 954 | PDF Downloads 370
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 704 | PDF Downloads 298
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 860 | PDF Downloads 332
Page 15
A maturity framework for data driven maintenance
Abstract 1909 | PDF Downloads 668A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 532 | PDF Downloads 327
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 789 | PDF Downloads 398
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 633 | PDF Downloads 368
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 620 | PDF Downloads 346
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 812 | PDF Downloads 271
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 638 | PDF Downloads 319
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 615 | PDF Downloads 303
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 683 | PDF Downloads 310
Page 7
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 813 | PDF Downloads 536
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 799 | PDF Downloads 518
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 849 | PDF Downloads 411
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 775 | PDF Downloads 389
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 469 | PDF Downloads 296
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 761 | PDF Downloads 425
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 708 | PDF Downloads 282
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 683 | PDF Downloads 342
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 776 | PDF Downloads 374
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 981 | PDF Downloads 327
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 709 | PDF Downloads 299
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 762 | PDF Downloads 330
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 725 | PDF Downloads 402
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 385 | PDF Downloads 273
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 608 | PDF Downloads 262Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 821 | PDF Downloads 510
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 529 | PDF Downloads 280
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 706 | PDF Downloads 314
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 654 | PDF Downloads 256
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 708 | PDF Downloads 541
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 586 | PDF Downloads 234
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 754 | PDF Downloads 377
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 651 | PDF Downloads 198
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 752 | PDF Downloads 340
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 635 | PDF Downloads 302
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 717 | PDF Downloads 246
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 672 | PDF Downloads 270
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 523 | PDF Downloads 223
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 516 | PDF Downloads 245
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 636 | PDF Downloads 386
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 520 | PDF Downloads 283
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 654 | PDF Downloads 327
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 988 | PDF Downloads 504
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 422 | PDF Downloads 296
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 706 | PDF Downloads 271
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 670 | PDF Downloads 611
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 677 | PDF Downloads 316
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1102 | PDF Downloads 634
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 702 | PDF Downloads 303
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 807 | PDF Downloads 198
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 572 | PDF Downloads 242
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 524 | PDF Downloads 276
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 909 | PDF Downloads 488
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 1584 | PDF Downloads 723
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 622 | PDF Downloads 268
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 1407 | PDF Downloads 690
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 309 | PDF Downloads 330
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1245 | PDF Downloads 449
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 388 | PDF Downloads 298
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 859 | PDF Downloads 319
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 667 | PDF Downloads 400Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 749 | PDF Downloads 200
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 531 | PDF Downloads 299
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 634 | PDF Downloads 209
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 664 | PDF Downloads 290
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 589 | PDF Downloads 402
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 386 | PDF Downloads 230
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1011 | PDF Downloads 586
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 522 | PDF Downloads 240
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 649 | PDF Downloads 269
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 620 | PDF Downloads 403
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 648 | PDF Downloads 306
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 377 | PDF Downloads 503
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 644 | PDF Downloads 380
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 1651 | PDF Downloads 870
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 862 | PDF Downloads 411
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 907 | PDF Downloads 390
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 956 | PDF Downloads 327
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 765 | PDF Downloads 246
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 440 | PDF Downloads 229
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 616 | PDF Downloads 280
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 621 | PDF Downloads 344
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 795 | PDF Downloads 352
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 553 | PDF Downloads 325
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 497 | PDF Downloads 134
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1201 | PDF Downloads 591
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 410 | PDF Downloads 353
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1086 | PDF Downloads 415
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 524 | PDF Downloads 430Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 512 | PDF Downloads 322Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 379 | PDF Downloads 254
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 893 | PDF Downloads 385
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 712 | PDF Downloads 347
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 297 | PDF Downloads 155
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 591 | PDF Downloads 267
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 445 | PDF Downloads 195
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 1083 | PDF Downloads 1168Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 896 | PDF Downloads 634
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 732 | PDF Downloads 380
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 948 | PDF Downloads 543
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 662 | PDF Downloads 557
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 987 | PDF Downloads 708
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 860 | PDF Downloads 611
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 622 | PDF Downloads 371Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 842 | PDF Downloads 291
Page 4