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 415 | PDF Downloads 484Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 936 | PDF Downloads 736
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 761 | PDF Downloads 350
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 513 | PDF Downloads 282
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 656 | PDF Downloads 312
Page 15
A maturity framework for data driven maintenance
Abstract 1859 | PDF Downloads 653A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 517 | PDF Downloads 307
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 581 | PDF Downloads 377
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 432 | PDF Downloads 348
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 425 | PDF Downloads 326
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 619 | PDF Downloads 260
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 436 | PDF Downloads 294
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 409 | PDF Downloads 284
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 494 | PDF Downloads 284
Page 7
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 608 | PDF Downloads 512
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 595 | PDF Downloads 485
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 639 | PDF Downloads 388
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 565 | PDF Downloads 365
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 451 | PDF Downloads 281
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 559 | PDF Downloads 403
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 494 | PDF Downloads 263
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 475 | PDF Downloads 322
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 568 | PDF Downloads 357
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 756 | PDF Downloads 302
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 527 | PDF Downloads 288
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 559 | PDF Downloads 306
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 527 | PDF Downloads 357
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 364 | PDF Downloads 258
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 421 | PDF Downloads 245Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 608 | PDF Downloads 489
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 503 | PDF Downloads 273
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 506 | PDF Downloads 294
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 445 | PDF Downloads 239
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 674 | PDF Downloads 518
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 391 | PDF Downloads 218
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 549 | PDF Downloads 362
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 454 | PDF Downloads 184
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 552 | PDF Downloads 320
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 450 | PDF Downloads 284
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 505 | PDF Downloads 236
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 475 | PDF Downloads 257
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 506 | PDF Downloads 215
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 497 | PDF Downloads 236
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 455 | PDF Downloads 359
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 324 | PDF Downloads 254
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 454 | PDF Downloads 307
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 778 | PDF Downloads 479
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 408 | PDF Downloads 280
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 503 | PDF Downloads 260
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 464 | PDF Downloads 591
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 472 | PDF Downloads 293
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 923 | PDF Downloads 617
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 485 | PDF Downloads 271
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 598 | PDF Downloads 193
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 375 | PDF Downloads 226
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 345 | PDF Downloads 259
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 708 | PDF Downloads 469
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 1363 | PDF Downloads 689
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 411 | PDF Downloads 249
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 1189 | PDF Downloads 604
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 292 | PDF Downloads 315
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1032 | PDF Downloads 437
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 367 | PDF Downloads 289
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 642 | PDF Downloads 303
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 472 | PDF Downloads 379Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 565 | PDF Downloads 194
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 339 | PDF Downloads 270
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 433 | PDF Downloads 194
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 462 | PDF Downloads 269
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 560 | PDF Downloads 382
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 364 | PDF Downloads 219
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 788 | PDF Downloads 549
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 331 | PDF Downloads 224
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 456 | PDF Downloads 252
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 602 | PDF Downloads 391
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 435 | PDF Downloads 280
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 353 | PDF Downloads 474
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 463 | PDF Downloads 366
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 1427 | PDF Downloads 842
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 665 | PDF Downloads 389
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 714 | PDF Downloads 366
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 744 | PDF Downloads 313
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 560 | PDF Downloads 238
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 419 | PDF Downloads 220
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 431 | PDF Downloads 261
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 427 | PDF Downloads 284
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 589 | PDF Downloads 336
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 367 | PDF Downloads 277
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 305 | PDF Downloads 130
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 997 | PDF Downloads 565
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 378 | PDF Downloads 339
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 882 | PDF Downloads 394
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 336 | PDF Downloads 409Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 330 | PDF Downloads 297Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 351 | PDF Downloads 240
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 691 | PDF Downloads 379
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 514 | PDF Downloads 335
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 279 | PDF Downloads 145
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 405 | PDF Downloads 260
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 265 | PDF Downloads 167
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 885 | PDF Downloads 1063Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 698 | PDF Downloads 516
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 520 | PDF Downloads 342
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 730 | PDF Downloads 427
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 459 | PDF Downloads 380
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 797 | PDF Downloads 602
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 652 | PDF Downloads 426
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 438 | PDF Downloads 296Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 609 | PDF Downloads 280
Page 4