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 878 | PDF Downloads 875 | 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 1459 | PDF Downloads 941 | DOI https://doi.org/10.36001/phme.2024.v8i1.4053
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A Computer Vision Deep Learning Tool for Automatic Recognition of Bearing Failure Modes
Abstract 1197 | PDF Downloads 415 | 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 940 | PDF Downloads 336 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054
Page 8
A Gear Health Indicator Based on f-AnoGAN
Abstract 607 | PDF Downloads 338 | DOI https://doi.org/10.36001/phme.2024.v8i1.4046
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A Hybrid – Machine Learning and Possibilistic – Methdology for Predicting Produced Power Using Wind Turbine SCADA Data
Abstract 1096 | PDF Downloads 370 | DOI https://doi.org/10.36001/phme.2024.v8i1.4006
Page 15
A maturity framework for data driven maintenance
Abstract 2121 | PDF Downloads 724 | 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 619 | PDF Downloads 363 | DOI https://doi.org/10.36001/phme.2024.v8i1.4036
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A PHM implementation frame work for MASS (Maritime Autonomous Surface Ships) based on RAM (Reliability Availability Maintainability)
Abstract 1040 | PDF Downloads 453 | DOI https://doi.org/10.36001/phme.2024.v8i1.4073
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A Physics-Inspired and Data-Driven Approach for Temperature-Based Condition Monitoring
Abstract 872 | PDF Downloads 420 | 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 842 | PDF Downloads 381 | DOI https://doi.org/10.36001/phme.2024.v8i1.4103
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A Review of Prognostics and Health Management in Wind Turbine Components
Abstract 1084 | PDF Downloads 297 | DOI https://doi.org/10.36001/phme.2024.v8i1.4093
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A rolling bearing state evaluation method based on deep learning combined with Wiener process
Abstract 885 | PDF Downloads 373 | DOI https://doi.org/10.36001/phme.2024.v8i1.4095
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A Semi-supervised Fault Diagnosis Method Based on Graph Convolution for Few-shot Fault Diagnosis
Abstract 858 | PDF Downloads 357 | 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 927 | PDF Downloads 355 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140
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Active learning for gear defect detection in gearboxes
Abstract 1067 | PDF Downloads 391 | 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 1031 | PDF Downloads 617 | DOI https://doi.org/10.36001/phme.2024.v8i1.4089
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An Experiment on Anomaly Detection for Fault Vibration Signals Using Autoencoder-Based N-Segmentation Algorithm
Abstract 1050 | PDF Downloads 606 | DOI https://doi.org/10.36001/phme.2024.v8i1.4070
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Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 1098 | PDF Downloads 462 | 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 1014 | PDF Downloads 438 | 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 534 | PDF Downloads 324 | 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 994 | PDF Downloads 479 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109
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Bayesian Networks for Remaining Useful Life Prediction
Abstract 803 | PDF Downloads 531 | 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 926 | PDF Downloads 319 | 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 912 | PDF Downloads 393 | 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 1034 | PDF Downloads 427 | 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 1388 | PDF Downloads 370 | DOI https://doi.org/10.36001/phme.2024.v8i1.4134
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Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 959 | PDF Downloads 331 | DOI https://doi.org/10.36001/phme.2024.v8i1.4087
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Damage Detection using Machine Learning for PHM in Gearbox Applications
Abstract 1015 | PDF Downloads 402 | 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 972 | PDF Downloads 471 | DOI https://doi.org/10.36001/phme.2024.v8i1.4059
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Data-Driven Prognostics with Multi-Layer Perceptron Particle Filter: a Cross-Industry Exploration
Abstract 459 | PDF Downloads 308 | DOI https://doi.org/10.36001/phme.2024.v8i1.4034
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Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 1106 | PDF Downloads 575 | 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 613 | PDF Downloads 319 | DOI https://doi.org/10.36001/phme.2024.v8i1.4018
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Development of a Feature Extraction Methodology for Prognostic Tasks of Aerospace Structures and Systems
Abstract 925 | PDF Downloads 348 | 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 896 | PDF Downloads 300 | 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 795 | PDF Downloads 629 | 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 816 | PDF Downloads 285 | 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 978 | PDF Downloads 421 | DOI https://doi.org/10.36001/phme.2024.v8i1.4119
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Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 883 | PDF Downloads 227 | 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 995 | PDF Downloads 391 | 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 835 | PDF Downloads 334 | DOI https://doi.org/10.36001/phme.2024.v8i1.4127
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Enhanced Diagnostics Empowered by Improved Mechanical Vibration Component Extraction in Nonstationary Regimes
Abstract 927 | PDF Downloads 288 | 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 887 | PDF Downloads 306 | 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 583 | PDF Downloads 256 | DOI https://doi.org/10.36001/phme.2024.v8i1.4035
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Enhancing Lithium-Ion Battery State-of-Charge Estimation Across Battery Types via Unsupervised Domain Adaptation
Abstract 591 | PDF Downloads 271 | 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 871 | PDF Downloads 470 | 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 743 | PDF Downloads 319 | DOI https://doi.org/10.36001/phme.2024.v8i1.3999
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Fault Prediction and Estimation of Automotive LiDAR Signals Using Transfer Learning-Based Domain Generalization
Abstract 867 | PDF Downloads 371 | 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 1296 | PDF Downloads 592 | 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 931 | PDF Downloads 306 | 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 894 | PDF Downloads 648 | 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 1158 | PDF Downloads 608 | 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 908 | PDF Downloads 360 | 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 1428 | PDF Downloads 692 | 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 938 | PDF Downloads 359 | 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 1084 | PDF Downloads 230 | DOI https://doi.org/10.36001/phme.2024.v8i1.4077
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Integration of Condition Information in UAV Swarm Management to increase System Availability in dynamic Environments
Abstract 834 | PDF Downloads 287 | 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 740 | PDF Downloads 327 | DOI https://doi.org/10.36001/phme.2024.v8i1.4092
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Landing Gear Health Assessment: Synergising Flight Data Analysis with Theoretical Prognostics in a Hybrid Assessment Approach
Abstract 1134 | PDF Downloads 533 | 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 1945 | PDF Downloads 818 | 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 831 | PDF Downloads 302 | 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 1738 | PDF Downloads 824 | DOI https://doi.org/10.36001/phme.2024.v8i1.3974
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Maintenance decision-making model for gas turbine engine components
Abstract 363 | PDF Downloads 382 | 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 1510 | PDF Downloads 494 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091
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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 444 | PDF Downloads 331 | 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 1123 | PDF Downloads 377 | 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 882 | PDF Downloads 441 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1032 | PDF Downloads 234 | DOI https://doi.org/10.36001/phme.2024.v8i1.4112
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On the Feasibility of Condition Monitoring of Belt Splices in Belt Conveyor Systems Using IoT Devices*
Abstract 755 | PDF Downloads 352 | 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 851 | PDF Downloads 239
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PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 889 | PDF Downloads 344 | 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 680 | PDF Downloads 447 | 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 445 | PDF Downloads 257 | 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 1294 | PDF Downloads 653 | 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 732 | PDF Downloads 285 | 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 887 | PDF Downloads 319 | 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 689 | PDF Downloads 442 | 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 864 | PDF Downloads 354 | 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 455 | PDF Downloads 594 | 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 877 | PDF Downloads 426 | 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 1937 | PDF Downloads 940 | 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 1121 | PDF Downloads 467 | 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 1154 | PDF Downloads 421 | 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 1177 | PDF Downloads 359 | 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 993 | PDF Downloads 272 | 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 544 | PDF Downloads 263 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017
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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 852 | PDF Downloads 316 | 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 848 | PDF Downloads 428 | 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 1011 | PDF Downloads 384 | 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 745 | PDF Downloads 389 | 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 688 | PDF Downloads 149 | 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 1449 | PDF Downloads 665 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007
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Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 489 | PDF Downloads 409 | 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 1309 | PDF Downloads 449 | 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 707 | PDF Downloads 371 | DOI https://doi.org/10.36001/phme.2024.v8i1.4026Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 416 | PDF Downloads 278 | 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 1087 | PDF Downloads 419 | 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 927 | PDF Downloads 378 | 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 336 | PDF Downloads 168 | DOI https://doi.org/10.36001/phme.2024.v8i1.4040
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Model-Based Loads Observer Approach for Landing Gear Remaining Useful Life Prediction
Abstract 789 | PDF Downloads 294 | 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 624 | PDF Downloads 229 | DOI https://doi.org/10.36001/phme.2024.v8i1.4126
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Threshold Selection for Classification Models in Prognostics
Abstract 1288 | PDF Downloads 1316 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1129 | PDF Downloads 768 | 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 975 | PDF Downloads 443 | 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 1193 | PDF Downloads 664 | 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 891 | PDF Downloads 765 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951
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Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1199 | PDF Downloads 822 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947
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Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1114 | PDF Downloads 805 | 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 847 | PDF Downloads 485 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1088 | PDF Downloads 333 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966
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