Vol. 8 No. 1 (2024): Proceedings of the European Conference of the PHM Society 2024
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 1130 | PDF Downloads 1034 | DOI https://doi.org/10.36001/phme.2024.v8i1.4143Technical Papers
A Comparative Study of Semi-Supervised Anomaly Detection Methods for Machine Fault Detection
Abstract 2045 | PDF Downloads 1351 | DOI https://doi.org/10.36001/phme.2024.v8i1.4053
Page 10
A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1501 | PDF Downloads 578 | DOI https://doi.org/10.36001/phme.2024.v8i1.4090
Page 5
A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 1159 | PDF Downloads 462 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054
Page 8
A Gear Health Indicator Based on f-AnoGAN
Abstract 857 | PDF Downloads 493 | DOI https://doi.org/10.36001/phme.2024.v8i1.4046
Page 12
A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1349 | PDF Downloads 606 | DOI https://doi.org/10.36001/phme.2024.v8i1.4006
Page 15
A maturity framework for data driven maintenance
Abstract 2590 | PDF Downloads 896 | DOI https://doi.org/10.36001/phme.2024.v8i1.4039A Novel Approach for Evaluating Datasets Similarities Based on Analytical Hierarchy Process in the Industrial PHM Context
Abstract 972 | PDF Downloads 518 | DOI https://doi.org/10.36001/phme.2024.v8i1.4036
Page 10
A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1283 | PDF Downloads 701 | DOI https://doi.org/10.36001/phme.2024.v8i1.4073
Page 16
A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 1090 | PDF Downloads 558 | DOI https://doi.org/10.36001/phme.2024.v8i1.3977
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A Practical Example of Applying Machine Learning to a Real Turbofan Engine Issue: NEOP
Abstract 995 | PDF Downloads 512 | DOI https://doi.org/10.36001/phme.2024.v8i1.4103
Page 7
A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1409 | PDF Downloads 392 | DOI https://doi.org/10.36001/phme.2024.v8i1.4093
Page 15
A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 1276 | PDF Downloads 568 | DOI https://doi.org/10.36001/phme.2024.v8i1.4095
Page 8
A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 1269 | PDF Downloads 714 | DOI https://doi.org/10.36001/phme.2024.v8i1.4106
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A Study on the Equipment Data Collection and Developing Next Generation Integrated PHM System
Abstract 1105 | PDF Downloads 544 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140
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Active learning for gear defect detection in gearboxes
Abstract 1392 | PDF Downloads 595 | DOI https://doi.org/10.36001/phme.2024.v8i1.4050
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Advancing Durability Testing in Automotive Component through Prognostics and Health Management (PHM) Integration
Abstract 1228 | PDF Downloads 898 | DOI https://doi.org/10.36001/phme.2024.v8i1.4089
Page 6
An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1518 | PDF Downloads 1002 | DOI https://doi.org/10.36001/phme.2024.v8i1.4070
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1341 | PDF Downloads 664 | DOI https://doi.org/10.36001/phme.2024.v8i1.4083
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Anomaly Detection of a Cooling Water Pump of a Power Plant Based on its Virtual Digital Twin Constructed with Deep Learning Techniques
Abstract 1419 | PDF Downloads 665 | DOI https://doi.org/10.36001/phme.2024.v8i1.4004
Page 9
Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 739 | PDF Downloads 404 | DOI https://doi.org/10.36001/phme.2024.v8i1.4045
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Automated Fault Diagnosis Using Maximal Overlap Discret Wavelet Packet Transform and Principal Components Analysis
Abstract 1317 | PDF Downloads 706 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109
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Bayesian Networks for Remaining Useful Life Prediction
Abstract 1212 | PDF Downloads 741 | DOI https://doi.org/10.36001/phme.2024.v8i1.4019
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Characterizing Damage in Wind Turbine Mooring Using a Data-Driven Predictor Model within a Particle Filtering Estimation Framework
Abstract 1110 | PDF Downloads 460 | DOI https://doi.org/10.36001/phme.2024.v8i1.4051
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Comparison among Machine Learning Models Applied in Lithiumion Battery Internal Short Circuit Detection
Abstract 1185 | PDF Downloads 601 | DOI https://doi.org/10.36001/phme.2024.v8i1.3980
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Continuous Test-time Domain Adaptation for Efficient Fault Detection under Evolving Operating Conditions
Abstract 1473 | PDF Downloads 675 | DOI https://doi.org/10.36001/phme.2024.v8i1.4021
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Contrastive Metric Learning Loss-Enhanced Multi-Layer Perceptron for Sequentially Appearing Clusters in Acoustic Emission Data Streams
Abstract 1976 | PDF Downloads 516 | DOI https://doi.org/10.36001/phme.2024.v8i1.4134
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 1221 | PDF Downloads 437 | DOI https://doi.org/10.36001/phme.2024.v8i1.4087
Page 9
Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1308 | PDF Downloads 694 | DOI https://doi.org/10.36001/phme.2024.v8i1.4062
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Data Scarcity in Fault Detection for Solar Tracking Systems: the Power of Physics-Informed Artificial Intelligence
Abstract 1272 | PDF Downloads 619 | DOI https://doi.org/10.36001/phme.2024.v8i1.4059
Page 8
Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 675 | PDF Downloads 426 | DOI https://doi.org/10.36001/phme.2024.v8i1.4034
Page 8
Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1476 | PDF Downloads 962 | DOI https://doi.org/10.36001/phme.2024.v8i1.4068
Page 8
Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 893 | PDF Downloads 443 | DOI https://doi.org/10.36001/phme.2024.v8i1.4018
Page 8
Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 1102 | PDF Downloads 455 | DOI https://doi.org/10.36001/phme.2024.v8i1.3982
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Development of a PHM system for electrically actuated brakes of a smallpassenger aircraft
Abstract 1105 | PDF Downloads 479 | DOI https://doi.org/10.36001/phme.2024.v8i1.4002
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Development of Anomaly Detection Technology Applicable to Various Equipment Groups in Smart Factory
Abstract 1211 | PDF Downloads 1304 | DOI https://doi.org/10.36001/phme.2024.v8i1.4037
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Development of Fault Diagnosis Model based on Semi-supervised Autoencoder
Abstract 1116 | PDF Downloads 416 | DOI https://doi.org/10.36001/phme.2024.v8i1.4023
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DiffPhysiNet: A Bearing Diagnostic Framework Based on Physics-Driven Diffusion Network for Unseen Working Conditions
Abstract 1281 | PDF Downloads 684 | DOI https://doi.org/10.36001/phme.2024.v8i1.4119
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Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 1144 | PDF Downloads 316 | DOI https://doi.org/10.36001/phme.2024.v8i1.4076
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Domain Adaptation via Simulation Parameter and Data Perturbation for Predictive Maintenance
Abstract 1266 | PDF Downloads 554 | DOI https://doi.org/10.36001/phme.2024.v8i1.3985
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Dynamic Modeling of Distributed Wear-Like Faults in Spur Gears: Simplified Approach with Experimental Validation
Abstract 1063 | PDF Downloads 488 | DOI https://doi.org/10.36001/phme.2024.v8i1.4127
Page 7
Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 1151 | PDF Downloads 377 | DOI https://doi.org/10.36001/phme.2024.v8i1.3984
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Enhancing gearbox condition monitoring using randomized singular value decomposition and K-nearest neighbor
Abstract 1072 | PDF Downloads 399 | DOI https://doi.org/10.36001/phme.2024.v8i1.4108
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Enhancing Lithium-ion Battery Safety: Analysis and Detection of Internal Short Circuit basing on an Electrochemical-Thermal Modeling
Abstract 789 | PDF Downloads 370 | DOI https://doi.org/10.36001/phme.2024.v8i1.4035
Page 7
Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 937 | PDF Downloads 369 | DOI https://doi.org/10.36001/phme.2024.v8i1.4012
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False alarm reduction in railway track quality inspections using machine learning
Abstract 1203 | PDF Downloads 806 | DOI https://doi.org/10.36001/phme.2024.v8i1.4113
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Fault Diagnosis of Multiple Components in Complex Mechanical System Using Remote Sensor
Abstract 921 | PDF Downloads 464 | DOI https://doi.org/10.36001/phme.2024.v8i1.3999
Page 9
Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 1082 | PDF Downloads 639 | DOI https://doi.org/10.36001/phme.2024.v8i1.4027
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From Prediction to Prescription: Large Language Model Agent for Context-Aware Maintenance Decision Support
Abstract 2022 | PDF Downloads 1052 | DOI https://doi.org/10.36001/phme.2024.v8i1.4114
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Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity
Abstract 1185 | PDF Downloads 505 | DOI https://doi.org/10.36001/phme.2024.v8i1.4129
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Health-aware Control for Health Management of Lithium-ion Battery in a V2G Scenario
Abstract 1174 | PDF Downloads 802 | DOI https://doi.org/10.36001/phme.2024.v8i1.4086
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Human-Centric PHM in the Era of Industry 5.0
Abstract 1664 | PDF Downloads 982 | DOI https://doi.org/10.36001/phme.2024.v8i1.4121
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Hybrid AI-Subject Matter Expert Solution for Evaluating the Health Index of Oil Distribution Transformers
Abstract 1132 | PDF Downloads 511 | DOI https://doi.org/10.36001/phme.2024.v8i1.4102
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Hybrid Prognostics for Aircraft Fuel System: An Approach to Forecasting the Future
Abstract 1852 | PDF Downloads 857 | DOI https://doi.org/10.36001/phme.2024.v8i1.4130
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Influence of Reducing the Load Level of Mission Profiles on the Remaining Useful Life of a TO220 Analyzed with a Surrogate Model
Abstract 1150 | PDF Downloads 502 | DOI https://doi.org/10.36001/phme.2024.v8i1.3979
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Integrating Network Theory and SHAP Analysis for Enhanced RUL Prediction in Aeronautics
Abstract 1458 | PDF Downloads 327 | DOI https://doi.org/10.36001/phme.2024.v8i1.4077
Page 15
Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 1178 | PDF Downloads 449 | DOI https://doi.org/10.36001/phme.2024.v8i1.4094
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Labeling Algorithm for Outer-Race Faults in Bearings Based on Load Signal
Abstract 929 | PDF Downloads 468 | DOI https://doi.org/10.36001/phme.2024.v8i1.4092
Page 7
Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1490 | PDF Downloads 719 | DOI https://doi.org/10.36001/phme.2024.v8i1.4085
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Large Language Model-based Chatbot for Improving Human-Centricity in Maintenance Planning and Operations
Abstract 2437 | PDF Downloads 1253 | DOI https://doi.org/10.36001/phme.2024.v8i1.4098
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Leveraging Generative and Probabilistic Models for Diagnostics of Cyber-Physical Systems
Abstract 994 | PDF Downloads 426 | DOI https://doi.org/10.36001/phme.2024.v8i1.4055
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LSTM and Transformers based methods for Remaining Useful Life Prediction considering Censored Data
Abstract 2780 | PDF Downloads 1219 | DOI https://doi.org/10.36001/phme.2024.v8i1.3974
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Maintenance decision-making model for gas turbine engine components
Abstract 563 | PDF Downloads 1048 | DOI https://doi.org/10.36001/phme.2024.v8i1.4043
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Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning
Abstract 1949 | PDF Downloads 668 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091
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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 639 | PDF Downloads 449 | DOI https://doi.org/10.36001/phme.2024.v8i1.4033
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MOXAI – Manufacturing Optimization through Model-Agnostic Explainable AI and Data-Driven Process Tuning
Abstract 1548 | PDF Downloads 649 | DOI https://doi.org/10.36001/phme.2024.v8i1.4111
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NLP-Based Fault Detection Method for Multifunction Logging-While-Drilling Services
Abstract 1051 | PDF Downloads 670 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1459 | PDF Downloads 360 | DOI https://doi.org/10.36001/phme.2024.v8i1.4112
Page 10
On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 973 | PDF Downloads 547 | DOI https://doi.org/10.36001/phme.2024.v8i1.3990
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Particle Filter Approach for Prognostics Using Exact Static Parameter Estimation and Consistent Prediction
Abstract 1072 | PDF Downloads 310
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 1080 | PDF Downloads 471 | DOI https://doi.org/10.36001/phme.2024.v8i1.4110
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Probabilistic Uncertainty-Aware Decision Fusion of Neural Network for Bearing Fault Diagnosis
Abstract 1078 | PDF Downloads 764 | DOI https://doi.org/10.36001/phme.2024.v8i1.4010
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Prognosis of Internal Short Circuit Formation in Lithium-Ion Batteries: An Integrated Approach Using Extended Kalman Filter and Regression Model
Abstract 657 | PDF Downloads 412 | DOI https://doi.org/10.36001/phme.2024.v8i1.4011
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Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 1857 | PDF Downloads 886 | DOI https://doi.org/10.36001/phme.2024.v8i1.4101
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Residual Selection for Observer-Based Fault Detection and Isolation in a Multi-Engine Propulsion Cluster
Abstract 866 | PDF Downloads 475 | DOI https://doi.org/10.36001/phme.2024.v8i1.4056
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Robust Remaining Useful Life Prediction Using Jacobian Feature Regression-Based Model Adaptation
Abstract 1101 | PDF Downloads 461 | DOI https://doi.org/10.36001/phme.2024.v8i1.4118
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Simulation-based remaining useful life prediction of rolling element bearings under varying operating conditions
Abstract 1074 | PDF Downloads 687 | DOI https://doi.org/10.36001/phme.2024.v8i1.4044
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Soft Ordering 1-D CNN to Estimate the Capacity Factor of Windfarms for Identifying the Age-Related Performance Degradation
Abstract 1025 | PDF Downloads 545 | DOI https://doi.org/10.36001/phme.2024.v8i1.4028
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State-of-Charge and State-of-Health Estimation for Li-Ion Batteries of Hybrid Electric Vehicles under Deep Degradation
Abstract 980 | PDF Downloads 1135 | DOI https://doi.org/10.36001/phme.2024.v8i1.4032
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Statistical Knowledge Integration into Neural Networks: Novel Neuron Units for Bearing Prognostics
Abstract 1106 | PDF Downloads 624 | DOI https://doi.org/10.36001/phme.2024.v8i1.4088
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SurvLoss: A New Survival Loss Function for Neural Networks to Process Censored Data
Abstract 2582 | PDF Downloads 1233 | DOI https://doi.org/10.36001/phme.2024.v8i1.4052
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System-level Probabilistic Remaining Useful Life Prognostics and Predictive Inspection Planning for Wind Turbines
Abstract 1493 | PDF Downloads 694 | DOI https://doi.org/10.36001/phme.2024.v8i1.3991
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Testing Topological Data Analysis for Condition Monitoring of Wind Turbines
Abstract 1569 | PDF Downloads 599 | DOI https://doi.org/10.36001/phme.2024.v8i1.4117
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Test-Training Leakage in Evaluation of Machine Learning Algorithms for Condition-Based Maintenance
Abstract 1429 | PDF Downloads 531 | DOI https://doi.org/10.36001/phme.2024.v8i1.4125
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Timeseries Feature Extraction for Dataset Creation in Prognostic Health Management
Abstract 1207 | PDF Downloads 372 | DOI https://doi.org/10.36001/phme.2024.v8i1.3968
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Towards a Hybrid Framework for Prognostics with Limited Run-to-Failure Data
Abstract 806 | PDF Downloads 372 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017
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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 1101 | PDF Downloads 402 | DOI https://doi.org/10.36001/phme.2024.v8i1.3981
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Towards Efficient Operation and Maintenance of Wind Farms: Leveraging AI for Minimizing Human Error
Abstract 1081 | PDF Downloads 659 | DOI https://doi.org/10.36001/phme.2024.v8i1.4067
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Towards Physics-Informed PHM for Multi-component degradation (MCD) in complex systems
Abstract 1205 | PDF Downloads 535 | DOI https://doi.org/10.36001/phme.2024.v8i1.4099
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Transfer Learning-based Adaptive Diagnosis for Power Plants under Varying Operating Conditions
Abstract 923 | PDF Downloads 532 | DOI https://doi.org/10.36001/phme.2024.v8i1.4096
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Ultrafast laser damaging of ball bearings for the condition monitoring of a fleet of linear motors
Abstract 857 | PDF Downloads 216 | DOI https://doi.org/10.36001/phme.2024.v8i1.4136
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Uncertainty in Aircraft Turbofan Engine Prognostics on the C-MAPSS Dataset
Abstract 1828 | PDF Downloads 890 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007
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Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 963 | PDF Downloads 791 | DOI https://doi.org/10.36001/phme.2024.v8i1.4047
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Virtual Sensor for Real-Time Bearing Load Prediction Using Heterogeneous Temporal Graph Neural Networks
Abstract 1604 | PDF Downloads 597 | DOI https://doi.org/10.36001/phme.2024.v8i1.3998
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Posters
Case Study of Product Development through Generative Design according to Anemometer Replacement Cycles
Abstract 989 | PDF Downloads 593 | DOI https://doi.org/10.36001/phme.2024.v8i1.4026Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 553 | PDF Downloads 417 | DOI https://doi.org/10.36001/phme.2024.v8i1.4031
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Filter-based feature selection for prognostics incorporating cross correlations and failure thresholds
Abstract 1281 | PDF Downloads 569 | DOI https://doi.org/10.36001/phme.2024.v8i1.4075
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Integrated design of negative stiffness honeycomb structures considering performance and operational degradation
Abstract 1141 | PDF Downloads 496 | DOI https://doi.org/10.36001/phme.2024.v8i1.3997
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Mastering Training Data Generation for AI - Integrating High- Fidelity Component Models with Standard Flight Simulator Software
Abstract 516 | PDF Downloads 238 | DOI https://doi.org/10.36001/phme.2024.v8i1.4040
Page 7
Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 1084 | PDF Downloads 458 | DOI https://doi.org/10.36001/phme.2024.v8i1.4104
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Process Quality Monitoring Through a LSTM Network Derived from a Rule-Based Approach
Abstract 745 | PDF Downloads 319 | DOI https://doi.org/10.36001/phme.2024.v8i1.4126
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Threshold Selection for Classification Models in Prognostics
Abstract 1527 | PDF Downloads 1821 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1420 | PDF Downloads 980 | DOI https://doi.org/10.36001/phme.2024.v8i1.3969
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Development of a Data-driven Condition-Based Maintenance Methodology Framework for an Advanced Jet Trainer
Abstract 1179 | PDF Downloads 596 | DOI https://doi.org/10.36001/phme.2024.v8i1.3943
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Digital Twin Development for Feed Drive Systems Condition Monitoring and Maintenance Planning
Abstract 1460 | PDF Downloads 896 | DOI https://doi.org/10.36001/phme.2024.v8i1.3952
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Generating Realistic Failure Data for Predictive Maintenance: A Simulation and cGAN-based Methodology
Abstract 1143 | PDF Downloads 879 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951
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Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1480 | PDF Downloads 1078 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947
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Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1433 | PDF Downloads 986 | DOI https://doi.org/10.36001/phme.2024.v8i1.3956
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Prognostics of Remaining Useful Life for Aviation Structures Considering Imperfect Repairs
Abstract 1052 | PDF Downloads 618 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1510 | PDF Downloads 488 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966
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