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 153 | PDF Downloads 220 | 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 376 | PDF Downloads 292 | 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 265 | PDF Downloads 184 | 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 153 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2024.v8i1.4054
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A Gear Health Indicator Based on f-AnoGAN
Abstract 177 | PDF Downloads 122 | 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 166 | PDF Downloads 119 | DOI https://doi.org/10.36001/phme.2024.v8i1.4006
Page 15
A maturity framework for data driven maintenance
Abstract 809 | PDF Downloads 259 | 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 189 | PDF Downloads 105 | 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 170 | PDF Downloads 138 | 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 170 | PDF Downloads 168 | 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 149 | PDF Downloads 113 | 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 205 | PDF Downloads 118 | 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 154 | PDF Downloads 121 | 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 122 | PDF Downloads 107 | 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 172 | PDF Downloads 85 | DOI https://doi.org/10.36001/phme.2024.v8i1.4140
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Active learning for gear defect detection in gearboxes
Abstract 247 | PDF Downloads 175 | 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 245 | PDF Downloads 180 | 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 177 | PDF Downloads 154 | 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 194 | PDF Downloads 145 | 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 188 | PDF Downloads 145 | 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 177 | PDF Downloads 131 | 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 245 | PDF Downloads 191 | DOI https://doi.org/10.36001/phme.2024.v8i1.4109
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Bayesian Networks for Remaining Useful Life Prediction
Abstract 290 | PDF Downloads 219 | 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 161 | PDF Downloads 111 | 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 156 | PDF Downloads 126 | 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 198 | PDF Downloads 137 | 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 217 | PDF Downloads 132 | 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 197 | PDF Downloads 147 | 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 199 | PDF Downloads 119 | 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 189 | PDF Downloads 121 | 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 147 | PDF Downloads 98 | 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 176 | PDF Downloads 172 | 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 209 | PDF Downloads 112 | 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 217 | PDF Downloads 124 | 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 141 | PDF Downloads 92 | 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 243 | PDF Downloads 175 | 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 129 | PDF Downloads 80 | 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 161 | PDF Downloads 132 | DOI https://doi.org/10.36001/phme.2024.v8i1.4119
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Domain Adaptation for Fault Detection in Civil Nuclear Plants
Abstract 144 | PDF Downloads 77 | 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 197 | PDF Downloads 104 | 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 144 | PDF Downloads 121 | 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 191 | PDF Downloads 124 | 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 171 | PDF Downloads 132 | 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 160 | PDF Downloads 75 | 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 176 | PDF Downloads 89 | 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 190 | PDF Downloads 120 | 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 104 | PDF Downloads 95 | 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 157 | PDF Downloads 87 | 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 217 | PDF Downloads 144 | 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 121 | PDF Downloads 80 | 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 154 | PDF Downloads 93 | 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 163 | PDF Downloads 151 | 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 153 | PDF Downloads 108 | 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 575 | PDF Downloads 231 | 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 141 | PDF Downloads 89 | 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 162 | PDF Downloads 71 | 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 109 | PDF Downloads 86 | 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 126 | PDF Downloads 88 | 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 283 | PDF Downloads 252 | 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 441 | PDF Downloads 195 | 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 151 | PDF Downloads 82 | 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 254 | PDF Downloads 149 | DOI https://doi.org/10.36001/phme.2024.v8i1.3974
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Maintenance decision-making model for gas turbine engine components
Abstract 114 | PDF Downloads 103 | 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 444 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2024.v8i1.4091
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Model-based Probabilistic Diagnosis in Large Cyberphysical Systems
Abstract 160 | PDF Downloads 127 | 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 181 | PDF Downloads 80 | 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 189 | PDF Downloads 150 | DOI https://doi.org/10.36001/phme.2024.v8i1.4084Noise-aware AI methods for robust acoustic monitoring of bearings in industrial machines
Abstract 168 | PDF Downloads 73 | 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 83 | PDF Downloads 79 | 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 148 | PDF Downloads 90
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PHM for Spacecraft Propulsion Systems: Developing Resilient Models for Real-World Challenges
Abstract 123 | PDF Downloads 96 | 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 161 | PDF Downloads 115 | DOI https://doi.org/10.36001/phme.2024.v8i1.4010
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Remaining Useful Lifetime Estimation of Bearings Operating under Time-Varying Conditions
Abstract 238 | PDF Downloads 218 | 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 117 | PDF Downloads 95 | 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 198 | PDF Downloads 109 | 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 269 | PDF Downloads 181 | 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 141 | PDF Downloads 86 | 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 117 | PDF Downloads 97 | 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 157 | PDF Downloads 131 | 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 339 | PDF Downloads 178 | 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 231 | PDF Downloads 157 | 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 184 | PDF Downloads 84 | 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 261 | PDF Downloads 154 | 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 201 | PDF Downloads 131 | 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 180 | PDF Downloads 103 | DOI https://doi.org/10.36001/phme.2024.v8i1.4017
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Towards a Probabilistic Fusion Approach for Robust Battery Prognostics
Abstract 155 | PDF Downloads 127 | 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 126 | PDF Downloads 101 | 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 200 | PDF Downloads 121 | 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 100 | PDF Downloads 69 | 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 100 | PDF Downloads 54 | 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 336 | PDF Downloads 171 | DOI https://doi.org/10.36001/phme.2024.v8i1.4007
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Unsupervised Learning for Bearing Fault Identification with Vibration Data
Abstract 120 | PDF Downloads 75 | 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 412 | PDF Downloads 181 | 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 113 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2024.v8i1.4026Feature Selection Method for Gear Health Indicator Using MIC Ranking
Abstract 94 | PDF Downloads 87 | 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 370 | PDF Downloads 206 | 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 104 | PDF Downloads 103 | 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 107 | PDF Downloads 56 | 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 104 | PDF Downloads 66 | 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 57 | PDF Downloads 33 | DOI https://doi.org/10.36001/phme.2024.v8i1.4126
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Threshold Selection for Classification Models in Prognostics
Abstract 420 | PDF Downloads 134 | DOI https://doi.org/10.36001/phme.2024.v8i1.4139Doctoral Symposium
Design Of Digital Twins for In-Service Support and Maintenance
Abstract 353 | PDF Downloads 202 | 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 194 | PDF Downloads 148 | 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 376 | PDF Downloads 157 | 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 139 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2024.v8i1.3951
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Machinery Fault Detection using Advanced Machine Learning Techniques
Abstract 362 | PDF Downloads 124 | DOI https://doi.org/10.36001/phme.2024.v8i1.3947
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Natural Language Processing for Risk, Resilience, and Reliability
Abstract 168 | PDF Downloads 114 | 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 158 | PDF Downloads 107 | DOI https://doi.org/10.36001/phme.2024.v8i1.3955Trustworthy Machine Learning Operations for Predictive Maintenance Solutions
Abstract 195 | PDF Downloads 122 | DOI https://doi.org/10.36001/phme.2024.v8i1.3966
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