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 621 | PDF Downloads 667 | 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 1150 | PDF Downloads 804 | 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 954 | PDF Downloads 370 | 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 704 | PDF Downloads 298 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054
Page 8
A Gear Health Indicator Based on f-AnoGAN
Abstract 529 | PDF Downloads 301 | 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 860 | PDF Downloads 332 | DOI https://doi.org/10.36001/phme.2024.v8i1.4006
Page 15
A maturity framework for data driven maintenance
Abstract 1909 | PDF Downloads 668 | 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 532 | PDF Downloads 327 | 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 789 | PDF Downloads 398 | 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 633 | PDF Downloads 368 | 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 620 | PDF Downloads 346 | 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 812 | PDF Downloads 271 | 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 638 | PDF Downloads 319 | 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 615 | PDF Downloads 303 | 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 683 | PDF Downloads 310 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140
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Active learning for gear defect detection in gearboxes
Abstract 821 | PDF Downloads 347 | 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 813 | PDF Downloads 536 | 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 799 | PDF Downloads 518 | DOI https://doi.org/10.36001/phme.2024.v8i1.4070
Page 8
Analytical Modeling of Health Indices for Prognostics and Health Management
Abstract 849 | PDF Downloads 411 | 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 775 | PDF Downloads 389 | 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 469 | PDF Downloads 296 | 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 761 | PDF Downloads 425 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109
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Bayesian Networks for Remaining Useful Life Prediction
Abstract 681 | PDF Downloads 483 | 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 708 | PDF Downloads 282 | 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 683 | PDF Downloads 342 | 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 776 | PDF Downloads 374 | 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 981 | PDF Downloads 327 | DOI https://doi.org/10.36001/phme.2024.v8i1.4134
Page 10
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
Abstract 709 | PDF Downloads 299 | 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 762 | PDF Downloads 330 | 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 725 | PDF Downloads 402 | 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 385 | PDF Downloads 273 | DOI https://doi.org/10.36001/phme.2024.v8i1.4034
Page 8
Defect Data Augmentation Method for Robust Image-based Product Inspection
Abstract 821 | PDF Downloads 510 | 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 529 | PDF Downloads 280 | 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 706 | PDF Downloads 314 | 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 654 | PDF Downloads 256 | 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 708 | PDF Downloads 541 | 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 586 | PDF Downloads 234 | 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 754 | PDF Downloads 377 | DOI https://doi.org/10.36001/phme.2024.v8i1.4119
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Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 651 | PDF Downloads 198 | 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 752 | PDF Downloads 340 | 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 635 | PDF Downloads 302 | 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 717 | PDF Downloads 246 | 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 672 | PDF Downloads 270 | 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 523 | PDF Downloads 223 | 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 516 | PDF Downloads 245 | 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 636 | PDF Downloads 386 | 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 520 | PDF Downloads 283 | 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 654 | PDF Downloads 327 | 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 988 | PDF Downloads 504 | 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 706 | PDF Downloads 271 | 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 670 | PDF Downloads 611 | 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 841 | PDF Downloads 499 | 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 677 | PDF Downloads 316 | 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 1102 | PDF Downloads 634 | 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 702 | PDF Downloads 303 | 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 807 | PDF Downloads 198 | 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 572 | PDF Downloads 242 | 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 524 | PDF Downloads 276 | 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 909 | PDF Downloads 488 | 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 1584 | PDF Downloads 723 | 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 622 | PDF Downloads 268 | 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 1407 | PDF Downloads 690 | DOI https://doi.org/10.36001/phme.2024.v8i1.3974
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Maintenance decision-making model for gas turbine engine components
Abstract 309 | PDF Downloads 330 | 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 1245 | PDF Downloads 449 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091
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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 388 | PDF Downloads 298 | 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 859 | PDF Downloads 319 | 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 667 | PDF Downloads 400 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 749 | PDF Downloads 200 | 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 531 | PDF Downloads 299 | 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 634 | PDF Downloads 209
Page 10
PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 664 | PDF Downloads 290 | 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 589 | PDF Downloads 402 | 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 386 | PDF Downloads 230 | 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 1011 | PDF Downloads 586 | 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 522 | PDF Downloads 240 | 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 649 | PDF Downloads 269 | 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 620 | PDF Downloads 403 | 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 648 | PDF Downloads 306 | 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 377 | PDF Downloads 503 | 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 644 | PDF Downloads 380 | 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 1651 | PDF Downloads 870 | 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 862 | PDF Downloads 411 | 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 907 | PDF Downloads 390 | 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 956 | PDF Downloads 327 | 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 765 | PDF Downloads 246 | 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 440 | PDF Downloads 229 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017
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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 616 | PDF Downloads 280 | 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 621 | PDF Downloads 344 | 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 795 | PDF Downloads 352 | 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 553 | PDF Downloads 325 | 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 497 | PDF Downloads 134 | 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 1201 | PDF Downloads 591 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007
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Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 410 | PDF Downloads 353 | 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 1086 | PDF Downloads 415 | 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 512 | PDF Downloads 322 | DOI https://doi.org/10.36001/phme.2024.v8i1.4026Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 379 | PDF Downloads 254 | 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 893 | PDF Downloads 385 | 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 712 | PDF Downloads 347 | 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 297 | PDF Downloads 155 | 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 591 | PDF Downloads 267 | 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 445 | PDF Downloads 195 | DOI https://doi.org/10.36001/phme.2024.v8i1.4126
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Threshold Selection for Classification Models in Prognostics
Abstract 1083 | PDF Downloads 1168 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 896 | PDF Downloads 634 | 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 732 | PDF Downloads 380 | 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 948 | PDF Downloads 543 | 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 662 | PDF Downloads 557 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951
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Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 987 | PDF Downloads 708 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947
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Natural Language Processing for Risk, Resilience, and Reliability
Abstract 860 | PDF Downloads 611 | 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 622 | PDF Downloads 371 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 842 | PDF Downloads 291 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966
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