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 953 | PDF Downloads 898Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 1570 | PDF Downloads 991
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1256 | PDF Downloads 435
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 978 | PDF Downloads 358
Page 8
A Flexible Methodology for Uncertainty-Quantified Monitoring of Abrasive Wear in Heavy Machinery Using Neural Networks and Phenomenology-Based Feature Engineering
Abstract 1007 | PDF Downloads 411
Page 9
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1123 | PDF Downloads 402
Page 15
A maturity framework for data driven maintenance
Abstract 2276 | PDF Downloads 742A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 715 | PDF Downloads 383
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1096 | PDF Downloads 476
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 909 | PDF Downloads 435
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 866 | PDF Downloads 398
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1156 | PDF Downloads 315
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 968 | PDF Downloads 394
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 929 | PDF Downloads 393
Page 8
A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 975 | PDF Downloads 385
Page 7
Active learning for gear defect detection in gearboxes
Abstract 1123 | PDF Downloads 410
Page 10
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 1072 | PDF Downloads 641
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1137 | PDF Downloads 660
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1139 | PDF Downloads 488
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 1111 | PDF Downloads 466
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 592 | PDF Downloads 333
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 1042 | PDF Downloads 503
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 957 | PDF Downloads 335
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 986 | PDF Downloads 418
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 1121 | PDF Downloads 456
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 1493 | PDF Downloads 389
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 1011 | PDF Downloads 341
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1058 | PDF Downloads 437
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 1041 | PDF Downloads 488
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 497 | PDF Downloads 320
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 858 | PDF Downloads 299Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1185 | PDF Downloads 626
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 688 | PDF Downloads 332
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 962 | PDF Downloads 358
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 937 | PDF Downloads 315
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 884 | PDF Downloads 686
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 880 | PDF Downloads 304
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 1027 | PDF Downloads 460
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 929 | PDF Downloads 234
Page 11
Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 1048 | PDF Downloads 415
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 863 | PDF Downloads 350
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 966 | PDF Downloads 305
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 929 | PDF Downloads 317
Page 7
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 620 | PDF Downloads 274
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 654 | PDF Downloads 285
Page 8
False alarm reduction in railway track quality inspections using machine learning
Abstract 926 | PDF Downloads 509
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 781 | PDF Downloads 333
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 909 | PDF Downloads 399
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 1417 | PDF Downloads 644
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 513 | PDF Downloads 340
Page 11
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 997 | PDF Downloads 334
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 934 | PDF Downloads 660
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 934 | PDF Downloads 377
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1530 | PDF Downloads 717
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 983 | PDF Downloads 374
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 1139 | PDF Downloads 243
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 890 | PDF Downloads 306
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 777 | PDF Downloads 344
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1211 | PDF Downloads 557
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 2038 | PDF Downloads 878
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 866 | PDF Downloads 323
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 1909 | PDF Downloads 866
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 400 | PDF Downloads 423
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1620 | PDF Downloads 512
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 474 | PDF Downloads 342
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 1193 | PDF Downloads 421
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 918 | PDF Downloads 491Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1107 | PDF Downloads 251
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 792 | PDF Downloads 384
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 880 | PDF Downloads 247
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 951 | PDF Downloads 362
Page 7
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 737 | PDF Downloads 490
Page 10
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 469 | PDF Downloads 266
Page 8
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1368 | PDF Downloads 712
Page 9
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 753 | PDF Downloads 308
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 935 | PDF Downloads 337
Page 11
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 771 | PDF Downloads 463
Page 12
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 881 | PDF Downloads 372
Page 9
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 497 | PDF Downloads 651
Page 10
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 944 | PDF Downloads 459
Page 14
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 2026 | PDF Downloads 971
Page 7
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 1167 | PDF Downloads 506
Page 13
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 1233 | PDF Downloads 442
Page 10
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 1222 | PDF Downloads 388
Page 13
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 1024 | PDF Downloads 291
Page 13
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 596 | PDF Downloads 277
Page 12
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 903 | PDF Downloads 329
Page 13
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 890 | PDF Downloads 451
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 1032 | PDF Downloads 408
Page 14
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 772 | PDF Downloads 414
Page 6
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 704 | PDF Downloads 159
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1511 | PDF Downloads 691
Page 10
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 545 | PDF Downloads 462
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1348 | PDF Downloads 465
Page 8
Posters
A novel prognostics solution for accurate identification of degradation patterns in turbo machines with variable observation window
Abstract 717 | PDF Downloads 471Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 730 | PDF Downloads 380Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 436 | PDF Downloads 293
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 1114 | PDF Downloads 439
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 956 | PDF Downloads 398
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 369 | PDF Downloads 173
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 821 | PDF Downloads 308
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 640 | PDF Downloads 239
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 1312 | PDF Downloads 1387Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1189 | PDF Downloads 802
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 1000 | PDF Downloads 461
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 1232 | PDF Downloads 686
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 949 | PDF Downloads 779
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1242 | PDF Downloads 855
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1179 | PDF Downloads 834
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 893 | PDF Downloads 496Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1199 | PDF Downloads 353
Page 4