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 19 | PDF Downloads 45Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 56 | PDF Downloads 56
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 46 | PDF Downloads 37
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 7 | PDF Downloads 2
Page 8
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 16 | PDF Downloads 15
Page 15
A maturity framework for data driven maintenance
Abstract 62 | PDF Downloads 41A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 26 | PDF Downloads 14
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 22 | PDF Downloads 17
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 19 | PDF Downloads 25
Page 10
A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 22 | PDF Downloads 19
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 21 | PDF Downloads 13
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 14 | PDF Downloads 15
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 18 | PDF Downloads 14
Page 8
Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 50 | PDF Downloads 46
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 28 | PDF Downloads 21
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 23 | PDF Downloads 20
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 24 | PDF Downloads 28
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 50 | PDF Downloads 47
Page 12
Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 50 | PDF Downloads 49
Page 7
Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 12 | PDF Downloads 12
Page 8
Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 20 | PDF Downloads 17
Page 10
Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 49 | PDF Downloads 50
Page 11
Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 37 | PDF Downloads 43
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 11 | PDF Downloads 13
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 21 | PDF Downloads 22
Page 12
Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 14 | PDF Downloads 11
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 10 | PDF Downloads 11
Page 8
Data-Driven Remaining Useful Life Estimation Approach for Neutron Generators in Multifunction Logging-While-Drilling Service
Abstract 66 | PDF Downloads 51Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 37 | PDF Downloads 34
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 15 | PDF Downloads 16
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 25 | PDF Downloads 16
Page 11
Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 14 | PDF Downloads 15
Page 12
Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 41 | PDF Downloads 44
Page 12
Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 12 | PDF Downloads 13
Page 7
DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 13 | PDF Downloads 9
Page 10
Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 9 | PDF Downloads 8
Page 11
Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 10 | PDF Downloads 11
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 16 | PDF Downloads 10
Page 10
Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 44 | PDF Downloads 46
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 12 | PDF Downloads 10
Page 8
Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 9 | PDF Downloads 7
Page 7
False alarm reduction in railway track quality inspections using machine learning
Abstract 45 | PDF Downloads 41
Page 8
Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 11 | PDF Downloads 10
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 8 | PDF Downloads 14
Page 6
From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 6 | PDF Downloads 17
Page 10
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 12 | PDF Downloads 5
Page 11
Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 9 | PDF Downloads 7
Page 10
Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 16 | PDF Downloads 10
Page 8
Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 96 | PDF Downloads 54
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 13 | PDF Downloads 10
Page 6
Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 12 | PDF Downloads 7
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 14 | PDF Downloads 10
Page 11
Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 10 | PDF Downloads 10
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 46 | PDF Downloads 48
Page 10
Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 26 | PDF Downloads 15
Page 12
Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 9 | PDF Downloads 5
Page 7
LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 9 | PDF Downloads 12
Page 10
Maintenance decision-making model for gas turbine engine components
Abstract 8 | PDF Downloads 11
Page 7
Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 42 | PDF Downloads 6
Page 14
Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 46 | PDF Downloads 41
Page 12
MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 7 | PDF Downloads 6
Page 7
NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 23 | PDF Downloads 12Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 17 | PDF Downloads 10
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 11 | PDF Downloads 12
Page 7
Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 3 | PDF Downloads 4
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 14 | PDF Downloads 15
Page 7
Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 9 | PDF Downloads 8
Page 8
Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 8 | PDF Downloads 14
Page 10
Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 8 | PDF Downloads 8
Page 9
Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 41 | PDF Downloads 34
Page 9
Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 45 | PDF Downloads 35
Page 11
State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 9 | PDF Downloads 8
Page 10
Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 16 | PDF Downloads 12
Page 9
SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 16 | PDF Downloads 13
Page 7
Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 10 | PDF Downloads 15
Page 12
Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 12 | PDF Downloads 9
Page 14
System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 6 | PDF Downloads 4
Page 13
Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 7 | PDF Downloads 7
Page 6
Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 8 | PDF Downloads 6
Page 10
Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 15 | PDF Downloads 13
Page 13
Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 6 | PDF Downloads 4
Page 10
Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 17 | PDF Downloads 9
Page 10
Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 8 | PDF Downloads 9
Page 12
Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 7 | PDF Downloads 4
Page 9
Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 44 | PDF Downloads 15
Page 14
Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 34 | PDF Downloads 37
Page 13
Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 43 | PDF Downloads 44
Page 13
Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 8 | PDF Downloads 10
Page 9
Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 14 | PDF Downloads 11
Page 8
Posters
Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 35 | PDF Downloads 33Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 9 | PDF Downloads 10
Page 8
Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 39 | PDF Downloads 39
Page 10
Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 9 | PDF Downloads 5
Page 12
Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 14 | PDF Downloads 9
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 8 | PDF Downloads 11
Page 11
Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 4 | PDF Downloads 4
Page 9
Threshold Selection for Classification Models in Prognostics
Abstract 171 | PDF Downloads 32Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 41 | PDF Downloads 27
Page 4
Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 53 | PDF Downloads 48
Page 5
Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 66 | PDF Downloads 50
Page 4
Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 10 | PDF Downloads 9
Page 4
Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 44 | PDF Downloads 11
Page 4
Natural Language Processing for Risk, Resilience, and Reliability
Abstract 16 | PDF Downloads 11
Page 4
Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 14 | PDF Downloads 16Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 18 | PDF Downloads 16
Page 4