Vol. 7 No. 1 (2022): Proceedings of the European Conference of the PHM Society 2022
Edited by:
Phuc Do
Gabriel Michau
Cordelia Ezhilarasu
ISBN: 978-1-936263-36-3
Published: 2022-06-29
Proceedings Front Matter
PHME 2022 Management Team, Publisher Information and Table of Contents
Abstract 148 | PDF Downloads 227Technical Papers
Experiences of a Digital Twin Based Predictive Maintenance Solution for Belt Conveyor Systems
Abstract 682 | PDF Downloads 604 | DOI https://doi.org/10.36001/phme.2022.v7i1.3355
Page 1-8
A Case-study Led Investigation of Explainable AI (XAI) to Support Deployment of Prognostics in the industry
Abstract 253 | PDF Downloads 202 | DOI https://doi.org/10.36001/phme.2022.v7i1.3336
Page 9-20
Long Horizon Anomaly Prediction in Multivariate Time Series with Causal Autoencoders
Abstract 265 | PDF Downloads 228 | DOI https://doi.org/10.36001/phme.2022.v7i1.3367
Page 21-31
Experimental Validation of Multi-fidelity Models for Prognostics of Electromechanical Actuators
Abstract 179 | PDF Downloads 161 | DOI https://doi.org/10.36001/phme.2022.v7i1.3347
Page 32-42
An Analysis of Vibrations and Currents for Broken Rotor Bar Detection in Three-phase Induction Motors
Abstract 187 | PDF Downloads 214 | DOI https://doi.org/10.36001/phme.2022.v7i1.3332
Page 43-48
Online Flow Estimation for Condition Monitoring of Pumps in Aircraft Hydraulics
Abstract 154 | PDF Downloads 163 | DOI https://doi.org/10.36001/phme.2022.v7i1.3341
Page 49-57
Hybrid Fault Prognostics for Nuclear Applications: Addressing Rotating Plant Model Uncertainty
Abstract 133 | PDF Downloads 117 | DOI https://doi.org/10.36001/phme.2022.v7i1.3321
Page 58-67
Data-driven Prognostics based on Evolving Fuzzy Degradation Models for Power Semiconductor Devices
Abstract 207 | PDF Downloads 153 | DOI https://doi.org/10.36001/phme.2022.v7i1.3338
Page 68-77
State of Health and Lifetime Prediction of Lithium-ion Batteries Using Self-learning Incremental Models
Abstract 214 | PDF Downloads 204 | DOI https://doi.org/10.36001/phme.2022.v7i1.3323
Page 78-86
Wrong Injection Detection in a Small Diesel Engine, a Machine Learning Approach
Abstract 151 | PDF Downloads 117 | DOI https://doi.org/10.36001/phme.2022.v7i1.3311
Page 87-95
Novel Metrics to Evaluate Probabilistic Remaining Useful Life Prognostics with Applications to Turbofan Engines
Abstract 220 | PDF Downloads 232 | DOI https://doi.org/10.36001/phme.2022.v7i1.3320
Page 96-109
Filtering Misleading Repair Log Labels to Improve Predictive Maintenance Models
Abstract 274 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2022.v7i1.3360
Page 110-117
Physics-informed Lightweight Temporal Convolution Networks for Fault Prognostics Associated to Bearing Stiffness Degradation
Abstract 356 | PDF Downloads 248 | DOI https://doi.org/10.36001/phme.2022.v7i1.3365
Page 118-125
Design and validation of scalable PHM solutions for aerospace onboard systems
Abstract 2405 | PDF Downloads 6887 | DOI https://doi.org/10.36001/phme.2022.v7i1.3333
Page 126-135
Sensor Fault/Failure Correction and Missing Sensor Replacement for Enhanced Real-time Gas Turbine Diagnostics
Abstract 148 | PDF Downloads 155 | DOI https://doi.org/10.36001/phme.2022.v7i1.3315
Page 136-145
Helicopter Bolt Loosening Monitoring using Vibrations and Machine Learning
Abstract 249 | PDF Downloads 146 | DOI https://doi.org/10.36001/phme.2022.v7i1.3322
Page 146-155
On the Integration of Fundamental Knowledge about Degradation Processes into Data-Driven Diagnostics and Prognostics Using Theory-Guided Data Science
Abstract 285 | PDF Downloads 219 | DOI https://doi.org/10.36001/phme.2022.v7i1.3352
Page 156-165
Toward Runtime Assurance of Complex Systems with AI Components
Abstract 144 | PDF Downloads 173 | DOI https://doi.org/10.36001/phme.2022.v7i1.3361
Page 166-174
Machine Learning Methods for Health-Index Prediction in Coating Chambers
Abstract 110 | PDF Downloads 208 | DOI https://doi.org/10.36001/phme.2022.v7i1.3318
Page 175-181
Approximate Bayesian Computation as a New Tool for Partial Discharge Analysis of Partial Discharge Data
Abstract 146 | PDF Downloads 150 | DOI https://doi.org/10.36001/phme.2022.v7i1.3313
Page 182-192
Unsupervised Prognostics based on Deep Virtual Health Index Prediction
Abstract 225 | PDF Downloads 177 | DOI https://doi.org/10.36001/phme.2022.v7i1.3359
Page 193-199
Autoencoder Based Anomaly Detection and Explained Fault Localization in Industrial Cooling Systems
Abstract 277 | PDF Downloads 185 | DOI https://doi.org/10.36001/phme.2022.v7i1.3349
Page 200-210
Joint Autoencoder-Classifier Model for Malfunction Identification and Classification on Marine Diesel Engine Diagnostics Data
Abstract 137 | PDF Downloads 108 | DOI https://doi.org/10.36001/phme.2022.v7i1.3335
Page 211-218
Physics Informed Neural Network for Health Monitoring of an Air Preheater
Abstract 676 | PDF Downloads 389 | DOI https://doi.org/10.36001/phme.2022.v7i1.3343
Page 219-230
A Health Index Framework for Condition Monitoring and Health Prediction
Abstract 390 | PDF Downloads 239 | DOI https://doi.org/10.36001/phme.2022.v7i1.3324
Page 231-238
Tool Compatibility Index: Indicator Enables Improved Tool Selection for Well Construction
Abstract 98 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2022.v7i1.3346
Page 239-244
An End-to-End Pipeline for Uncertainty Quantification and Remaining Useful Life Estimation: An Application on Aircraft Engines
Abstract 330 | PDF Downloads 220 | DOI https://doi.org/10.36001/phme.2022.v7i1.3317
Page 245-260
Fault Detection in a Wind Turbine Hydraulic Pitch System Using Deep Autoencoder Extracted Features
Abstract 172 | PDF Downloads 116 | DOI https://doi.org/10.36001/phme.2022.v7i1.3330
Page 261-268
iVRIDA: intelligent Vehicle Running Instability Detection Algorithm for High-speed Rail Vehicles using Temporal Convolution Network – A Pilot Study
Abstract 162 | PDF Downloads 117 | DOI https://doi.org/10.36001/phme.2022.v7i1.3344
Page 269-277
Remaining-Useful-Life prognostics for opportunistic grouping of maintenance of landing gear brakes for a fleet of aircraft
Abstract 391 | PDF Downloads 335 | DOI https://doi.org/10.36001/phme.2022.v7i1.3316
Page 278-285
Novel Graph-Based Features for Bearing Fault Diagnosis: Two Aspects of Time Series Structure
Abstract 155 | PDF Downloads 105 | DOI https://doi.org/10.36001/phme.2022.v7i1.3314
Page 286-293
Certainty Groups: A Practical Approach to Distinguish Confidence Levels in Neural Networks
Abstract 225 | PDF Downloads 123 | DOI https://doi.org/10.36001/phme.2022.v7i1.3331
Page 294-305
Processing of Condition Monitoring Annotations with BERT and Technical Language Substitution: A Case Study
Abstract 197 | PDF Downloads 151 | DOI https://doi.org/10.36001/phme.2022.v7i1.3356
Page 306-314
A Design Methodology for Robust Model-Based Fault Diagnosis Schemes and its Application to an Aircraft Hydraulic Power Package
Abstract 90 | PDF Downloads 115 | DOI https://doi.org/10.36001/phme.2022.v7i1.3339
Page 315-328
Prognosis of Wear Progression in Electrical Brakes for Aeronautical Applications
Abstract 120 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2022.v7i1.3353
Page 329-337
Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings
Abstract 214 | PDF Downloads 164 | DOI https://doi.org/10.36001/phme.2022.v7i1.3348
Page 338-350
Estimation of Wind Turbine Performance Degradation with Deep Neural Networks
Abstract 257 | PDF Downloads 698 | DOI https://doi.org/10.36001/phme.2022.v7i1.3328
Page 351-359
Weighted-QMIX-based Optimization for Maintenance Decision-making of Multi-component Systems
Abstract 186 | PDF Downloads 124 | DOI https://doi.org/10.36001/phme.2022.v7i1.3319
Page 360-367
Data Driven Seal Wear Classifications using Acoustic Emissions and Artificial Neural Networks
Abstract 126 | PDF Downloads 80 | DOI https://doi.org/10.36001/phme.2022.v7i1.3327
Page 368-375
Severity Estimation of Faulty Bearings Based on Strain Signals From Physical Models and FBG Measurements
Abstract 111 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2022.v7i1.3337
Page 376-383
A Comparative Study of Health Monitoring Sensors based on Prognostic Performance
Abstract 1003 | PDF Downloads 84 | DOI https://doi.org/10.36001/phme.2022.v7i1.3350
Page 384-391
Forecasting Piston Rod Seal Failure Based on Acoustic Emission Features in ARIMA Model
Abstract 138 | PDF Downloads 93 | DOI https://doi.org/10.36001/phme.2022.v7i1.3326
Page 3392-400
Improved Time-Frequency Representation for Non-stationary Vibrations of Slow Rotating Machinery
Abstract 175 | PDF Downloads 162 | DOI https://doi.org/10.36001/phme.2022.v7i1.3363
Page 401-409
Towards Data Reliability Based on Triple Redundancy and Online Outlier Detection
Abstract 110 | PDF Downloads 81 | DOI https://doi.org/10.36001/phme.2022.v7i1.3366
Page 410-420
Expert Knowledge Induced Logic Tensor Networks: A Bearing Fault Diagnosis Case Study
Abstract 210 | PDF Downloads 166 | DOI https://doi.org/10.36001/phme.2022.v7i1.3329
Page 421-431
Domain Adaptation in Predicting Turbocharger Failures Using Vehicle’s Sensor Measurements
Abstract 153 | PDF Downloads 141 | DOI https://doi.org/10.36001/phme.2022.v7i1.3340
Page 432-439
Experimental Assessment of a Broadband Vibration and Acoustic Emission Sensor for Rotorcraft Transmission Monitoring
Abstract 106 | PDF Downloads 87 | DOI https://doi.org/10.36001/phme.2022.v7i1.3368
Page 440-448
Optical Cutting Tool Wear Monitoring by 3D Geometry Reconstruction
Abstract 150 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2022.v7i1.3351
Page 449-457
Data-Driven Fault Detection for Transmitter in Logging-While-Drilling Tool
Abstract 173 | PDF Downloads 118 | DOI https://doi.org/10.36001/phme.2022.v7i1.3362
Page 458-465
Autonomous Bearing Tone Tracking Algorithm
Abstract 121 | PDF Downloads 74 | DOI https://doi.org/10.36001/phme.2022.v7i1.3364
Page 466-472
Noise-Robust Representation for Fault Identification with Limited Data via Data Augmentation
Abstract 103 | PDF Downloads 78 | DOI https://doi.org/10.36001/phme.2022.v7i1.3334
Page 473-479
Automating Critical Surface Identification and Damage Detection Using Deep Learning and Perspective Projection Methods
Abstract 258 | PDF Downloads 109 | DOI https://doi.org/10.36001/phme.2022.v7i1.3345
Page 480-489
State of Health Forecasting of Heterogeneous Lithium-ion Battery Types and Operation Enabled by Transfer Learning
Abstract 288 | PDF Downloads 216 | DOI https://doi.org/10.36001/phme.2022.v7i1.3312
Page 490-508
Failures Mapping for Aircraft Electrical Actuation System Health Management
Abstract 784 | PDF Downloads 350 | DOI https://doi.org/10.36001/phme.2022.v7i1.3354
Page 509-520
An Approach to Condition Monitoring of BLDC Motors with Experimentally Validated Simulation Data
Abstract 126 | PDF Downloads 139 | DOI https://doi.org/10.36001/phme.2022.v7i1.3357
Page 521-529
Uncertainty Informed Anomaly Scores with Deep Learning: Robust Fault Detection with Limited Data
Abstract 308 | PDF Downloads 277 | DOI https://doi.org/10.36001/phme.2022.v7i1.3342
Page 530-540
Doctoral Symposium
Deep Learning Representation Pre-training for Industry 4.0
Abstract 149 | PDF Downloads 107 | DOI https://doi.org/10.36001/phme.2022.v7i1.2784
Page 571-573
Physics Informed Self Supervised Learning For Fault Diagnostics and Prognostics in the Context of Sparse and Noisy Data
Abstract 286 | PDF Downloads 202 | DOI https://doi.org/10.36001/phme.2022.v7i1.3298
Page 574-576
A Novel Way to Apply Transfer Learning to Aircraft System Fault Diagnosis
Abstract 573 | PDF Downloads 129 | DOI https://doi.org/10.36001/phme.2022.v7i1.3299
Page 577-579
The Application, Utility and Acceptability of Data Analytics in Safety Risk Management of Airline Operations
Abstract 487 | PDF Downloads 159 | DOI https://doi.org/10.36001/phme.2022.v7i1.3295
Page 580-582
Diagnosis and Fault-Tolerant Control for a Multi-Engine Cluster of a Reusable Launcher with Sensor and Actuator Faults
Abstract 114 | PDF Downloads 131 | DOI https://doi.org/10.36001/phme.2022.v7i1.3296
Page 583-585
Artificial-Intelligence-Based Maintenance Scheduling for Complex Systems with Multiple Dependencies
Abstract 144 | PDF Downloads 151 | DOI https://doi.org/10.36001/phme.2022.v7i1.3294
Page 586-589
Contribution to the Design and Implementation of a Reflexive Cyber-Physical System: Application to Air Quality Prediction in the Vallees des Gaves
Abstract 102 | PDF Downloads 64 | DOI https://doi.org/10.36001/phme.2022.v7i1.3300
Page 590-593
Combining Knowledge and Deep Learning for Prognostics and Health Management
Abstract 260 | PDF Downloads 138 | DOI https://doi.org/10.36001/phme.2022.v7i1.3302
Page 594-597
Data Challenge Winners
A Hierarchical XGBoost Early Detection Method for Quality and Productivity Improvement of Electronics Manufacturing Systems
Abstract 153 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2022.v7i1.3370
Page 541-549
Application of Machine Learning Methods to Predict the Quality of Electric Circuit Boards of a Production Line
Abstract 170 | PDF Downloads 172 | DOI https://doi.org/10.36001/phme.2022.v7i1.3372
Page 550-555
A Novel Methodology for Health Assessment in Printed Circuit Boards
Abstract 297 | PDF Downloads 158 | DOI https://doi.org/10.36001/phme.2022.v7i1.3373
Page 556-562
Prediction of Production Line Status for Printed Circuit Boards
Abstract 159 | PDF Downloads 126 | DOI https://doi.org/10.36001/phme.2022.v7i1.3371
Page 563-570