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

Technical Papers

Experiences of a Digital Twin Based Predictive Maintenance Solution for Belt Conveyor Systems

Kammal Al-Kahwati, Wolfgang Birk, Evert Flygel Nilsfors, Rune Nilsen
Abstract 546 | PDF Downloads 404 | DOI https://doi.org/10.36001/phme.2022.v7i1.3355

Page 1-8

Page 9-20

Long Horizon Anomaly Prediction in Multivariate Time Series with Causal Autoencoders

Mulugeta Weldezgina Asres, Grace Cummings, Aleko Khukhunaishvili, Pavel Parygin, Seth I. Cooper, David Yu, Jay Dittmann, Christian W. Omlin
Abstract 179 | PDF Downloads 156 | DOI https://doi.org/10.36001/phme.2022.v7i1.3367

Page 21-31

Experimental Validation of Multi-fidelity Models for Prognostics of Electromechanical Actuators

Leonardo Baldo, Pier Carlo Berri, Matteo D. L. Dalla Vedova, Paolo Maggiore
Abstract 126 | PDF Downloads 115 | DOI https://doi.org/10.36001/phme.2022.v7i1.3347

Page 32-42

Online Flow Estimation for Condition Monitoring of Pumps in Aircraft Hydraulics

Phillip Bischof, Frank Thielecke, Dirk Metzler
Abstract 107 | PDF Downloads 127 | DOI https://doi.org/10.36001/phme.2022.v7i1.3341

Page 49-57

Hybrid Fault Prognostics for Nuclear Applications: Addressing Rotating Plant Model Uncertainty

Jennifer Blair, Bruce Stephen, Blair Brown, Alistair Forbes, Stephen Mcarthur
Abstract 103 | PDF Downloads 91 | 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

Khoury Boutrous, Iury Bessa, Vicenç Puig, Fatiha Nejjari, Reinaldo M. Palhares
Abstract 141 | PDF Downloads 113 | DOI https://doi.org/10.36001/phme.2022.v7i1.3338

Page 68-77

Page 87-95

Filtering Misleading Repair Log Labels to Improve Predictive Maintenance Models

Pablo del Moral, Sławomir Nowaczyk, Sepideh Pashami
Abstract 231 | PDF Downloads 93 | 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

Weikun Deng, Khanh T. P. Nguyen, Christian Gogu, Jérôme Morio, Kamal Medjaher
Abstract 257 | PDF Downloads 175 | DOI https://doi.org/10.36001/phme.2022.v7i1.3365

Page 118-125

Design and validation of scalable PHM solutions for aerospace onboard systems

Fabio Federici, Cecilia Tonelli, Mathieu Le Cam, Marcello Torchio, David Larsen
Abstract 1412 | PDF Downloads 3892 | DOI https://doi.org/10.36001/phme.2022.v7i1.3333

Page 126-135

Page 136-145

Helicopter Bolt Loosening Monitoring using Vibrations and Machine Learning

Eli Gildish, Michael Grebshtein, Yehudit Aperstein, Alex Kushnirski, Igor Makienko
Abstract 152 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2022.v7i1.3322

Page 146-155

Toward Runtime Assurance of Complex Systems with AI Components

Yuning He, Johann Schumann, Huafeng Yu
Abstract 116 | PDF Downloads 125 | DOI https://doi.org/10.36001/phme.2022.v7i1.3361

Page 166-174

Machine Learning Methods for Health-Index Prediction in Coating Chambers

Clemens Heistracher, Anahid Jalali, Jurgen Schneeweiss, Klaudia Kovacs, Catherine Laflamme, Bernhard Haslhofer
Abstract 83 | PDF Downloads 122 | 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

Kai Hencken, Elsi-Mari Borrelli, Daniele Ceccarelli, Andrej Krivda
Abstract 114 | PDF Downloads 102 | DOI https://doi.org/10.36001/phme.2022.v7i1.3313

Page 182-192

Unsupervised Prognostics based on Deep Virtual Health Index Prediction

Martin Hervé de Beaulieu, Mayank Shekhar Jha, Hugues Garnier, Farid Cerbah
Abstract 175 | PDF Downloads 127 | 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

Stephanie Holly, Robin Heel, Denis Katic, Leopold Schoeffl, Andreas Stiftinger, Peter Holzner, Thomas Kaufmann, Bernhard Haslhofer, Daniel Schall, Clemens Heitzinger, Jana Kemnitz
Abstract 208 | PDF Downloads 153 | DOI https://doi.org/10.36001/phme.2022.v7i1.3349

Page 200-210

Physics Informed Neural Network for Health Monitoring of an Air Preheater

Vishal Jadhav, Anirudh Deodhar, Ashit Gupta, Venkataramana Runkana
Abstract 534 | PDF Downloads 269 | DOI https://doi.org/10.36001/phme.2022.v7i1.3343

Page 219-230

A Health Index Framework for Condition Monitoring and Health Prediction

Alexander Athanasios Kamtsiuris, Florian Raddatz, Gerko Wende
Abstract 155 | PDF Downloads 142 | DOI https://doi.org/10.36001/phme.2022.v7i1.3324

Page 231-238

Tool Compatibility Index: Indicator Enables Improved Tool Selection for Well Construction

Jinlong Kang, Christophe Varnier, Ahmed Mosallam, Noureddine Zerhouni, Fares Ben Youssef, Nannan Shen
Abstract 66 | PDF Downloads 76 | 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

Marios Kefalas, Bas van Stein, Mitra Baratchi, Asteris Apostolidis, Thomas Baeck
Abstract 223 | PDF Downloads 168 | 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

Panagiotis Korkos, Jaakko Kleemola, Matti Linjama, Arto Lehtovaara
Abstract 136 | PDF Downloads 87 | 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

Rohan R Kulkarni, Rocco Libero Giossi, Prapanpong Damsongsaeng, Alireza Qazizadeh, Mats Berg
Abstract 113 | PDF Downloads 80 | DOI https://doi.org/10.36001/phme.2022.v7i1.3344

Page 269-277

Processing of Condition Monitoring Annotations with BERT and Technical Language Substitution: A Case Study

Karl Lowenmark, Cees Taal, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract 134 | PDF Downloads 110 | DOI https://doi.org/10.36001/phme.2022.v7i1.3356

Page 306-314

Prognosis of Wear Progression in Electrical Brakes for Aeronautical Applications

Andrea De Martin, Giovanni Jacazio, Vincenzo Parisi, Massimo Sorli
Abstract 87 | PDF Downloads 75 | DOI https://doi.org/10.36001/phme.2022.v7i1.3353

Page 329-337

Estimation of Wind Turbine Performance Degradation with Deep Neural Networks

Manuel S Mathew, Surya Teja Kandukuri, Christian W Omlin
Abstract 175 | PDF Downloads 249 | 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

Van-Thai Nguyen, Phuc Do, Alexandre Voisin, Benoit Iung
Abstract 112 | PDF Downloads 93 | 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

Nadia. S. Noori, Vignesh. V. Shanbhag, Surya. T. Kandukuri, Rune Schlanbusch
Abstract 95 | PDF Downloads 57 | DOI https://doi.org/10.36001/phme.2022.v7i1.3327

Page 368-375

Page 384-391

Forecasting Piston Rod Seal Failure Based on Acoustic Emission Features in ARIMA Model

Jørgen. F. Pedersen, Rune Schlanbusch, Vignesh. V. Shanbhag
Abstract 79 | PDF Downloads 72 | 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

Cédric Peeters, Andreas Jakobsson, Jérôme Antoni, Jan Helsen
Abstract 133 | PDF Downloads 116 | DOI https://doi.org/10.36001/phme.2022.v7i1.3363

Page 401-409

Towards Data Reliability Based on Triple Redundancy and Online Outlier Detection

Sylvain Poupry, Cédrick Béler, Kamal Medjaher
Abstract 80 | PDF Downloads 60 | DOI https://doi.org/10.36001/phme.2022.v7i1.3366

Page 410-420

Domain Adaptation in Predicting Turbocharger Failures Using Vehicle’s Sensor Measurements

Mahmoud Rahat, Peyman Sheikholharam Mashhadi, Sławomir Nowaczyk, Thorsteinn Rognvaldsson, Atabak Taheri, Ataollah Abbasi
Abstract 94 | PDF Downloads 87 | DOI https://doi.org/10.36001/phme.2022.v7i1.3340

Page 432-439

Optical Cutting Tool Wear Monitoring by 3D Geometry Reconstruction

Rob Salaets, Valentin Sturm, Ted Ooijevaar, Veronika Putz, Julia Mayer, Abdellatif Bey-Temsamani
Abstract 110 | PDF Downloads 82 | DOI https://doi.org/10.36001/phme.2022.v7i1.3351

Page 449-457

Data-Driven Fault Detection for Transmitter in Logging-While-Drilling Tool

Karolina Sobczak-Oramus, Ahmed Mosallam, Caner Basci, Jinlong Kang
Abstract 133 | PDF Downloads 95 | DOI https://doi.org/10.36001/phme.2022.v7i1.3362

Page 458-465

Autonomous Bearing Tone Tracking Algorithm

Alon Sol, Eyal Madar, Jacob Bortman, Renata Klein
Abstract 101 | PDF Downloads 54 | DOI https://doi.org/10.36001/phme.2022.v7i1.3364

Page 466-472

Automating Critical Surface Identification and Damage Detection Using Deep Learning and Perspective Projection Methods

Gautam Kumar Vadisala, Anurag Singh Rawat, Abhishek Dubey, Gareth Yen Ket Chin, Fabio Abreu
Abstract 221 | PDF Downloads 83 | DOI https://doi.org/10.36001/phme.2022.v7i1.3345

Page 480-489

Failures Mapping for Aircraft Electrical Actuation System Health Management

Chengwei Wang, Ip-Shing Fan, Stephen King
Abstract 493 | PDF Downloads 221 | DOI https://doi.org/10.36001/phme.2022.v7i1.3354

Page 509-520

Page 530-540

Doctoral Symposium

Deep Learning Representation Pre-training for Industry 4.0

Alaaeddine Chaoub, Christophe Cerisara, Alexandre Voisin, Benoît Iung
Abstract 110 | PDF Downloads 85 | DOI https://doi.org/10.36001/phme.2022.v7i1.2784

Page 571-573

A Novel Way to Apply Transfer Learning to Aircraft System Fault Diagnosis

Lilin Jia, Cordelia Mattuvarkuzhali Ezhilarasu, Ian Jennions
Abstract 349 | PDF Downloads 98 | DOI https://doi.org/10.36001/phme.2022.v7i1.3299

Page 577-579

Diagnosis and Fault-Tolerant Control for a Multi-Engine Cluster of a Reusable Launcher with Sensor and Actuator Faults

Renato Murata, Louis Thioulouse, Julien Marzat, Helene Piet-Lahanier, Marco Galeotta, rancois Farago
Abstract 87 | PDF Downloads 99 | DOI https://doi.org/10.36001/phme.2022.v7i1.3296

Page 583-585

Page 594-597

Data Challenge Winners

A Hierarchical XGBoost Early Detection Method for Quality and Productivity Improvement of Electronics Manufacturing Systems

Alexandre Gaffet, Nathalie Barbosa Roa, Pauline Ribot, Elodie Chanthery, Christophe Merle
Abstract 118 | PDF Downloads 97 | 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

Immo Schmidt, Lorenz Dingeldein , David Hünemohr , Henrik Simon , Max Weigert
Abstract 120 | PDF Downloads 112 | DOI https://doi.org/10.36001/phme.2022.v7i1.3372

Page 550-555

A Novel Methodology for Health Assessment in Printed Circuit Boards

John Taco, Prayag Gore, Takanobu Minami, Pradeep Kundu, Alexander Suer, Jay Lee
Abstract 241 | PDF Downloads 124 | DOI https://doi.org/10.36001/phme.2022.v7i1.3373

Page 556-562

Prediction of Production Line Status for Printed Circuit Boards

Haichuan Tang, Yin Tian, Junyan Dai, Yuan Wang, Jianli Cong, Qi Liu, Xuejun Zhao, Yunxiao Fu
Abstract 130 | PDF Downloads 97 | DOI https://doi.org/10.36001/phme.2022.v7i1.3371

Page 563-570