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 2021 Management Team, Publisher Information and Table of Contents
Abstract 347 | PDF Downloads 332 | DOI https://doi.org/10.36001/phme.2022.v7i1.3374PHME 2022 Management Team, Publisher Information and Table of Contents
Abstract 707 | PDF Downloads 695 | DOI https://doi.org/10.36001/phme.2022.v7i1.3369Technical Papers
Experiences of a Digital Twin Based Predictive Maintenance Solution for Belt Conveyor Systems
Abstract 1676 | PDF Downloads 1908 | 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 1138 | PDF Downloads 755 | 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 1050 | PDF Downloads 709 | 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 666 | PDF Downloads 560 | 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 778 | PDF Downloads 1032 | 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 792 | PDF Downloads 661 | 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 663 | PDF Downloads 455 | 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 829 | PDF Downloads 635 | 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 759 | PDF Downloads 788 | 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 654 | PDF Downloads 551 | 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 1033 | PDF Downloads 1079 | DOI https://doi.org/10.36001/phme.2022.v7i1.3320
Page 96-109
Filtering Misleading Repair Log Labels to Improve Predictive Maintenance Models
Abstract 789 | PDF Downloads 566 | 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 1485 | PDF Downloads 896 | 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 9199 | PDF Downloads 21900 | 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 694 | PDF Downloads 819 | DOI https://doi.org/10.36001/phme.2022.v7i1.3315
Page 136-145
Helicopter Bolt Loosening Monitoring using Vibrations and Machine Learning
Abstract 961 | PDF Downloads 936 | 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 980 | PDF Downloads 891 | DOI https://doi.org/10.36001/phme.2022.v7i1.3352
Page 156-165
Toward Runtime Assurance of Complex Systems with AI Components
Abstract 727 | PDF Downloads 1045 | DOI https://doi.org/10.36001/phme.2022.v7i1.3361
Page 166-174
Machine Learning Methods for Health-Index Prediction in Coating Chambers
Abstract 544 | PDF Downloads 951 | 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 643 | PDF Downloads 509 | DOI https://doi.org/10.36001/phme.2022.v7i1.3313
Page 182-192
Unsupervised Prognostics based on Deep Virtual Health Index Prediction
Abstract 1218 | PDF Downloads 828 | 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 900 | PDF Downloads 629 | 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 564 | PDF Downloads 610 | 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 1877 | PDF Downloads 1613 | DOI https://doi.org/10.36001/phme.2022.v7i1.3343
Page 219-230
A Health Index Framework for Condition Monitoring and Health Prediction
Abstract 1000 | PDF Downloads 872 | 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 460 | PDF Downloads 385 | 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 2645 | PDF Downloads 724 | 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 546 | PDF Downloads 526 | 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 596 | PDF Downloads 485 | 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 1196 | PDF Downloads 797 | 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 790 | PDF Downloads 453 | 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 690 | PDF Downloads 542 | 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 896 | PDF Downloads 477 | 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 454 | PDF Downloads 439 | DOI https://doi.org/10.36001/phme.2022.v7i1.3339
Page 315-328
Prognosis of Wear Progression in Electrical Brakes for Aeronautical Applications
Abstract 600 | PDF Downloads 463 | DOI https://doi.org/10.36001/phme.2022.v7i1.3353
Page 329-337
Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings
Abstract 785 | PDF Downloads 495 | DOI https://doi.org/10.36001/phme.2022.v7i1.3348
Page 338-350
Estimation of Wind Turbine Performance Degradation with Deep Neural Networks
Abstract 1101 | PDF Downloads 5592 | 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 628 | PDF Downloads 518 | 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 689 | PDF Downloads 458 | 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 585 | PDF Downloads 424 | 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 1837 | PDF Downloads 457 | 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 547 | PDF Downloads 446 | 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 537 | PDF Downloads 626 | 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 474 | PDF Downloads 313 | 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 779 | PDF Downloads 708 | 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 1326 | PDF Downloads 660 | 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 561 | PDF Downloads 475 | DOI https://doi.org/10.36001/phme.2022.v7i1.3368
Page 440-448
Optical Cutting Tool Wear Monitoring by 3D Geometry Reconstruction
Abstract 655 | PDF Downloads 475 | 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 591 | PDF Downloads 460 | DOI https://doi.org/10.36001/phme.2022.v7i1.3362
Page 458-465
Autonomous Bearing Tone Tracking Algorithm
Abstract 622 | PDF Downloads 413 | 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 513 | PDF Downloads 350 | 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 704 | PDF Downloads 388 | 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 898 | PDF Downloads 1022 | DOI https://doi.org/10.36001/phme.2022.v7i1.3312
Page 490-508
Failures Mapping for Aircraft Electrical Actuation System Health Management
Abstract 2053 | PDF Downloads 2224 | 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 595 | PDF Downloads 714 | 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 877 | PDF Downloads 715 | 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 608 | PDF Downloads 551 | 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 901 | PDF Downloads 748 | 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 1909 | PDF Downloads 552 | 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 1341 | PDF Downloads 613 | 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 632 | PDF Downloads 647 | 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 533 | PDF Downloads 605 | 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 588 | PDF Downloads 320 | DOI https://doi.org/10.36001/phme.2022.v7i1.3300
Page 590-593
Combining Knowledge and Deep Learning for Prognostics and Health Management
Abstract 722 | PDF Downloads 489 | DOI https://doi.org/10.36001/phme.2022.v7i1.3302
Page 594-597
Data Challenge Winners
Application of Machine Learning Methods to Predict the Quality of Electric Circuit Boards of a Production Line
Abstract 452 | PDF Downloads 289 | DOI https://doi.org/10.36001/phme.2022.v7i1.3309
Page 550-555
A Novel Methodology for Health Assessment in Printed Circuit Boards
Abstract 485 | PDF Downloads 283 | DOI https://doi.org/10.36001/phme.2022.v7i1.3308
Page 556-562
Prediction of Production Line Status for Printed Circuit Boards
Abstract 361 | PDF Downloads 259 | DOI https://doi.org/10.36001/phme.2022.v7i1.3306
Page 563-570
A Hierarchical XGBoost Early Detection Method for Quality and Productivity Improvement of Electronics Manufacturing Systems
Abstract 516 | PDF Downloads 506 | DOI https://doi.org/10.36001/phme.2022.v7i1.3370
Page 541-549
A Novel Methodology for Health Assessment in Printed Circuit Boards
Abstract 1055 | PDF Downloads 615 | DOI https://doi.org/10.36001/phme.2022.v7i1.3373
Page 556-562