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 876 | PDF Downloads 874Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 1456 | PDF Downloads 939
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1195 | PDF Downloads 415
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 938 | PDF Downloads 336
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1095 | PDF Downloads 370
Page 15
A maturity framework for data driven maintenance
Abstract 2113 | PDF Downloads 724A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 615 | PDF Downloads 363
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1036 | PDF Downloads 452
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 871 | PDF Downloads 420
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 841 | PDF Downloads 380
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1076 | PDF Downloads 297
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 882 | PDF Downloads 373
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 856 | PDF Downloads 355
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 925 | PDF Downloads 354
Page 7
Active learning for gear defect detection in gearboxes
Abstract 1066 | PDF Downloads 391
Page 10
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 1029 | PDF Downloads 616
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1047 | PDF Downloads 605
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1095 | PDF Downloads 462
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 1011 | PDF Downloads 438
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 533 | PDF Downloads 324
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 992 | PDF Downloads 478
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 923 | PDF Downloads 319
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 910 | PDF Downloads 393
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 1030 | PDF Downloads 427
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 1386 | PDF Downloads 370
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 955 | PDF Downloads 330
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1014 | PDF Downloads 400
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 970 | PDF Downloads 470
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 457 | PDF Downloads 307
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 816 | PDF Downloads 285Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1102 | PDF Downloads 575
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 612 | PDF Downloads 319
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 923 | PDF Downloads 348
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 894 | PDF Downloads 300
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 792 | PDF Downloads 629
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 814 | PDF Downloads 281
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 977 | PDF Downloads 420
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 880 | PDF Downloads 226
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 992 | PDF Downloads 388
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 834 | PDF Downloads 334
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 926 | PDF Downloads 287
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 885 | PDF Downloads 306
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 581 | PDF Downloads 256
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 588 | PDF Downloads 271
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 869 | PDF Downloads 470
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 742 | PDF Downloads 318
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 865 | PDF Downloads 371
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 1292 | PDF Downloads 590
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 484 | PDF Downloads 329
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 929 | PDF Downloads 305
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 893 | PDF Downloads 648
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 906 | PDF Downloads 359
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1423 | PDF Downloads 692
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 937 | PDF Downloads 358
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 1081 | PDF Downloads 230
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 832 | PDF Downloads 286
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 739 | PDF Downloads 327
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1132 | PDF Downloads 532
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 1939 | PDF Downloads 818
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 828 | PDF Downloads 302
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 1733 | PDF Downloads 821
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 362 | PDF Downloads 380
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1507 | PDF Downloads 494
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 442 | PDF Downloads 331
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 1121 | PDF Downloads 376
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 879 | PDF Downloads 439Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1023 | PDF Downloads 232
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 752 | PDF Downloads 352
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 850 | PDF Downloads 239
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 886 | PDF Downloads 343
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 679 | PDF Downloads 447
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 444 | PDF Downloads 257
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1291 | PDF Downloads 652
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 729 | PDF Downloads 284
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 886 | PDF Downloads 319
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 687 | PDF Downloads 440
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 862 | PDF Downloads 353
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 454 | PDF Downloads 593
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 875 | PDF Downloads 425
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 1933 | PDF Downloads 939
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 1118 | PDF Downloads 465
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 1152 | PDF Downloads 421
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 1175 | PDF Downloads 358
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 989 | PDF Downloads 271
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 542 | PDF Downloads 263
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 850 | PDF Downloads 315
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 847 | PDF Downloads 427
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 1010 | PDF Downloads 384
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 745 | PDF Downloads 389
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 685 | PDF Downloads 148
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1448 | PDF Downloads 665
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 488 | PDF Downloads 408
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1307 | PDF Downloads 449
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 706 | PDF Downloads 462Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 705 | PDF Downloads 369Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 416 | PDF Downloads 278
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 1087 | PDF Downloads 418
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 927 | PDF Downloads 378
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 336 | PDF Downloads 168
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 789 | PDF Downloads 294
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 624 | PDF Downloads 228
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 1287 | PDF Downloads 1313Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1128 | PDF Downloads 768
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 972 | PDF Downloads 442
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 1190 | PDF Downloads 663
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 889 | PDF Downloads 763
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1197 | PDF Downloads 821
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1112 | PDF Downloads 805
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 846 | PDF Downloads 483Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1084 | PDF Downloads 332
Page 4