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 1069 | PDF Downloads 994 | 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 1909 | PDF Downloads 1228 | 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 1437 | PDF Downloads 521 | DOI https://doi.org/10.36001/phme.2024.v8i1.4090
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A data-driven risk assessment approach for electronic boards used in oil well drilling operations
Abstract 1100 | PDF Downloads 430 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054
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A Gear Health Indicator Based on f-AnoGAN
Abstract 803 | PDF Downloads 433 | 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 1280 | PDF Downloads 538 | DOI https://doi.org/10.36001/phme.2024.v8i1.4006
Page 15
A maturity framework for data driven maintenance
Abstract 2492 | PDF Downloads 844 | 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 912 | PDF Downloads 471 | 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 1239 | PDF Downloads 612 | 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 1039 | PDF Downloads 519 | 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 958 | PDF Downloads 460 | 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 1333 | PDF Downloads 372 | 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 1219 | PDF Downloads 508 | 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 1112 | PDF Downloads 563 | 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 1071 | PDF Downloads 475 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140
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Active learning for gear defect detection in gearboxes
Abstract 1307 | PDF Downloads 494 | 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 1188 | PDF Downloads 810 | 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 1409 | PDF Downloads 883 | 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 1279 | PDF Downloads 586 | 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 1295 | PDF Downloads 593 | DOI https://doi.org/10.36001/phme.2024.v8i1.4004
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Applying Prognostics and Health Management to Optimize Safety and Sustainability at the First Adaptive High-Rise Structure
Abstract 698 | PDF Downloads 384 | 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 1238 | PDF Downloads 627 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109
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Bayesian Networks for Remaining Useful Life Prediction
Abstract 1086 | PDF Downloads 671 | 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 1071 | PDF Downloads 412 | 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 1129 | PDF Downloads 543 | 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 1386 | PDF Downloads 595 | 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 1855 | PDF Downloads 477 | 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 1162 | PDF Downloads 411 | 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 1254 | PDF Downloads 629 | 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 1220 | PDF Downloads 574 | 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 623 | PDF Downloads 385 | 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 1399 | PDF Downloads 874 | DOI https://doi.org/10.36001/phme.2024.v8i1.4068
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Detection of Abnormal Conditions in Electro-Mechanical Actuators by Physics-Informed Long Short-term Memory Networks
Abstract 816 | PDF Downloads 398 | 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 1066 | PDF Downloads 417 | 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 1065 | PDF Downloads 416 | 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 1127 | PDF Downloads 1065 | 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 1047 | PDF Downloads 382 | 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 1191 | PDF Downloads 612 | DOI https://doi.org/10.36001/phme.2024.v8i1.4119
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Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 1079 | PDF Downloads 288 | 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 1199 | PDF Downloads 506 | 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 1032 | PDF Downloads 453 | 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 1099 | PDF Downloads 355 | 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 1044 | PDF Downloads 375 | 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 749 | PDF Downloads 332 | 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 845 | PDF Downloads 338 | 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 1112 | PDF Downloads 689 | 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 881 | PDF Downloads 419 | 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 1040 | PDF Downloads 556 | 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 1809 | PDF Downloads 909 | 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 1129 | PDF Downloads 452 | 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 1106 | PDF Downloads 753 | 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 1557 | PDF Downloads 878 | 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 1082 | PDF Downloads 455 | 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 1769 | PDF Downloads 801 | 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 1117 | PDF Downloads 458 | 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 1371 | PDF Downloads 305 | 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 1064 | PDF Downloads 383 | 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 884 | PDF Downloads 429 | 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 1395 | PDF Downloads 655 | 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 2307 | PDF Downloads 1144 | 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 966 | PDF Downloads 392 | 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 2502 | PDF Downloads 1102 | DOI https://doi.org/10.36001/phme.2024.v8i1.3974
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Maintenance decision-making model for gas turbine engine components
Abstract 513 | PDF Downloads 885 | 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 1835 | PDF Downloads 612 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091
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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 575 | PDF Downloads 418 | 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 1446 | PDF Downloads 553 | 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 1025 | PDF Downloads 617 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 1327 | PDF Downloads 323 | 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 903 | PDF Downloads 478 | 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 1015 | PDF Downloads 293
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PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 1039 | PDF Downloads 426 | 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 980 | PDF Downloads 655 | 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 602 | PDF Downloads 372 | 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 1708 | PDF Downloads 827 | 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 824 | PDF Downloads 409 | 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 1049 | PDF Downloads 416 | 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 960 | PDF Downloads 625 | 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 981 | PDF Downloads 488 | 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 846 | PDF Downloads 951 | 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 1064 | PDF Downloads 578 | 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 2402 | PDF Downloads 1131 | 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 1369 | PDF Downloads 620 | 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 1440 | PDF Downloads 538 | 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 1371 | PDF Downloads 476 | 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 1147 | PDF Downloads 345 | 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 746 | PDF Downloads 342 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017
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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 1043 | PDF Downloads 376 | 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 1029 | PDF Downloads 591 | 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 1145 | PDF Downloads 469 | 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 886 | PDF Downloads 496 | 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 809 | PDF Downloads 205 | 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 1729 | PDF Downloads 813 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007
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Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 809 | PDF Downloads 704 | 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 1526 | PDF Downloads 542 | 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 924 | PDF Downloads 531 | DOI https://doi.org/10.36001/phme.2024.v8i1.4026Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 519 | PDF Downloads 370 | 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 1228 | PDF Downloads 511 | 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 1090 | PDF Downloads 468 | 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 472 | PDF Downloads 214 | 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 1001 | PDF Downloads 401 | 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 708 | PDF Downloads 294 | DOI https://doi.org/10.36001/phme.2024.v8i1.4126
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Threshold Selection for Classification Models in Prognostics
Abstract 1485 | PDF Downloads 1670 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 1341 | PDF Downloads 918 | 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 1118 | PDF Downloads 552 | 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 1379 | PDF Downloads 842 | 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 1099 | PDF Downloads 848 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951
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Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 1385 | PDF Downloads 1000 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947
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Natural Language Processing for Risk, Resilience, and Reliability
Abstract 1351 | PDF Downloads 930 | 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 1004 | PDF Downloads 579 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 1420 | PDF Downloads 438 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966
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