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 191 | PDF Downloads 180 | DOI https://doi.org/10.36001/phme.2022.v7i1.3374PHME 2022 Management Team, Publisher Information and Table of Contents
Abstract 500 | PDF Downloads 550 | 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 1381 | PDF Downloads 1680 | 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 842 | PDF Downloads 648 | 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 836 | PDF Downloads 591 | 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 512 | PDF Downloads 446 | 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 603 | PDF Downloads 821 | 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 539 | PDF Downloads 487 | 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 478 | PDF Downloads 353 | 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 649 | PDF Downloads 483 | 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 591 | PDF Downloads 627 | 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 500 | PDF Downloads 425 | 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 766 | PDF Downloads 812 | DOI https://doi.org/10.36001/phme.2022.v7i1.3320
Page 96-109
Filtering Misleading Repair Log Labels to Improve Predictive Maintenance Models
Abstract 623 | PDF Downloads 423 | 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 1113 | PDF Downloads 742 | 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 8992 | PDF Downloads 21709 | 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 496 | PDF Downloads 611 | DOI https://doi.org/10.36001/phme.2022.v7i1.3315
Page 136-145
Helicopter Bolt Loosening Monitoring using Vibrations and Machine Learning
Abstract 786 | PDF Downloads 685 | 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 764 | PDF Downloads 690 | DOI https://doi.org/10.36001/phme.2022.v7i1.3352
Page 156-165
Toward Runtime Assurance of Complex Systems with AI Components
Abstract 516 | PDF Downloads 561 | DOI https://doi.org/10.36001/phme.2022.v7i1.3361
Page 166-174
Machine Learning Methods for Health-Index Prediction in Coating Chambers
Abstract 377 | PDF Downloads 794 | 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 453 | PDF Downloads 409 | DOI https://doi.org/10.36001/phme.2022.v7i1.3313
Page 182-192
Unsupervised Prognostics based on Deep Virtual Health Index Prediction
Abstract 933 | PDF Downloads 652 | 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 702 | PDF Downloads 500 | 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 455 | PDF Downloads 500 | 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 1565 | PDF Downloads 1267 | DOI https://doi.org/10.36001/phme.2022.v7i1.3343
Page 219-230
A Health Index Framework for Condition Monitoring and Health Prediction
Abstract 865 | PDF Downloads 775 | 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 345 | PDF Downloads 321 | 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 2441 | PDF Downloads 603 | 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 430 | PDF Downloads 379 | 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 487 | PDF Downloads 411 | 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 957 | PDF Downloads 671 | 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 536 | PDF Downloads 342 | 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 531 | PDF Downloads 390 | 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 733 | PDF Downloads 399 | 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 321 | PDF Downloads 330 | DOI https://doi.org/10.36001/phme.2022.v7i1.3339
Page 315-328
Prognosis of Wear Progression in Electrical Brakes for Aeronautical Applications
Abstract 455 | PDF Downloads 368 | DOI https://doi.org/10.36001/phme.2022.v7i1.3353
Page 329-337
Domain Knowledge Informed Unsupervised Fault Detection for Rolling Element Bearings
Abstract 579 | PDF Downloads 399 | DOI https://doi.org/10.36001/phme.2022.v7i1.3348
Page 338-350
Estimation of Wind Turbine Performance Degradation with Deep Neural Networks
Abstract 852 | PDF Downloads 4781 | 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 482 | PDF Downloads 400 | 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 467 | PDF Downloads 318 | 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 393 | PDF Downloads 315 | 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 1663 | PDF Downloads 310 | 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 436 | PDF Downloads 345 | 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 419 | PDF Downloads 510 | 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 368 | PDF Downloads 243 | 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 631 | PDF Downloads 550 | 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 1165 | PDF Downloads 536 | 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 412 | PDF Downloads 324 | DOI https://doi.org/10.36001/phme.2022.v7i1.3368
Page 440-448
Optical Cutting Tool Wear Monitoring by 3D Geometry Reconstruction
Abstract 471 | PDF Downloads 365 | 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 493 | PDF Downloads 363 | DOI https://doi.org/10.36001/phme.2022.v7i1.3362
Page 458-465
Autonomous Bearing Tone Tracking Algorithm
Abstract 482 | PDF Downloads 301 | 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 410 | PDF Downloads 273 | 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 529 | PDF Downloads 294 | 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 720 | PDF Downloads 882 | DOI https://doi.org/10.36001/phme.2022.v7i1.3312
Page 490-508
Failures Mapping for Aircraft Electrical Actuation System Health Management
Abstract 1845 | PDF Downloads 1673 | 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 418 | PDF Downloads 533 | 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 709 | PDF Downloads 634 | 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 449 | PDF Downloads 412 | 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 721 | PDF Downloads 604 | 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 1718 | PDF Downloads 402 | 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 1144 | PDF Downloads 488 | 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 497 | PDF Downloads 487 | 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 399 | PDF Downloads 473 | 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 390 | PDF Downloads 244 | DOI https://doi.org/10.36001/phme.2022.v7i1.3300
Page 590-593
Combining Knowledge and Deep Learning for Prognostics and Health Management
Abstract 543 | PDF Downloads 403 | 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 247 | PDF Downloads 173 | DOI https://doi.org/10.36001/phme.2022.v7i1.3309
Page 550-555
A Novel Methodology for Health Assessment in Printed Circuit Boards
Abstract 258 | PDF Downloads 194 | DOI https://doi.org/10.36001/phme.2022.v7i1.3308
Page 556-562
Prediction of Production Line Status for Printed Circuit Boards
Abstract 195 | PDF Downloads 138 | 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 418 | PDF Downloads 390 | DOI https://doi.org/10.36001/phme.2022.v7i1.3370
Page 541-549
A Novel Methodology for Health Assessment in Printed Circuit Boards
Abstract 814 | PDF Downloads 483 | DOI https://doi.org/10.36001/phme.2022.v7i1.3373
Page 556-562