Vol. 5 No. 1 (2020): Proceedings of the European Conference of the PHM Society 2020

Edited by:

Anibal Bregon

Kamal Medjaher

ISBN: 978-1-936263-32-5

Published: 2020-07-22

Technical Papers

A Contribution to Online System-level Prognostics based on Adaptive Degradation Models

Ferhat Tamssaouet, Khanh T. P. Nguyen, Kamal Medjaher, Marcos Orchard
Abstract 677 | PDF Downloads 492 | DOI https://doi.org/10.36001/phme.2020.v5i1.1213

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A Dual-Stream architecture based on Neural Turing Machine and Attention for the Remaining Useful Life Estimation problem

Alex Falcon, Giovanni D'Agostino, Giuseppe Serra, Giorgio Brajnik, Carlo Tasso
Abstract 408 | PDF Downloads 393 | DOI https://doi.org/10.36001/phme.2020.v5i1.1227

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A Novel Fault Indicator for Local Demagnetization in Fractional-Slot Permanent Magnet Synchronous Motor using Winding Function Theory

Milad Golzar, Surya Teja Kandukuri, Van Khang Huynh, Martin Marie Hubert Choux, Alf Magne Midtbø Versland
Abstract 650 | PDF Downloads 354 | DOI https://doi.org/10.36001/phme.2020.v5i1.1240

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A Process-based Review of Post-Prognostics Decision-Making

Kevin Wesendrup, Bernd Hellingrath
Abstract 801 | PDF Downloads 355 | DOI https://doi.org/10.36001/phme.2020.v5i1.1203

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A Proposal of a Technique for Correlating Defect Dimensions to Vibration Amplitude in Bearing Monitoring

Eugenio Brusa, Fabio Bruzzone, Cristiana Delprete, Luigi Di Maggio, Carlo Rosso
Abstract 650 | PDF Downloads 390 | DOI https://doi.org/10.36001/phme.2020.v5i1.1236

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Agent-Based Optimization of Maintenance Planning for Railway Vehicles

Julian Franzen, Udo Pinders, Bernd Kuhlenkötter
Abstract 740 | PDF Downloads 309 | DOI https://doi.org/10.36001/phme.2020.v5i1.1248

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An Integrated Risk-Based Strategy for Real-Time Decision Making and Mission Reconfiguration in Unmanned Aerial Vehicles

Jorge Fabry, Ignacio Carvajal, Heraldo Rozas, Marcos Orchard, Ferhat Tamssaouet, Khanh T. P. Nguyen, Kamal Medjaher
Abstract 367 | PDF Downloads 303 | DOI https://doi.org/10.36001/phme.2020.v5i1.1249

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An overview on diagnosability and prognosability for system monitoring

Amaury Vignolles, Elodie Chanthery, Pauline Ribot
Abstract 880 | PDF Downloads 432 | DOI https://doi.org/10.36001/phme.2020.v5i1.1235

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Application of AI failure identification techniques in condition monitoring using wavelet analysis

Cecilia Gattino, Elia Ottonello, Giovanni Berselli, Jacek Stecki
Abstract 377 | PDF Downloads 651 | DOI https://doi.org/10.36001/phme.2020.v5i1.1255

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Classification of stages of wear in spur gears based on wear debris morphology

Dharmender Jangra, Ashish K. Darpe, Harish Hirani
Abstract 868 | PDF Downloads 597 | DOI https://doi.org/10.36001/phme.2020.v5i1.1239

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Condition Monitoring of a Paper Feeding Mechanism Using Model-of-Signals as Machine Learning Features

Matteo Barbieri, Francesco Mambelli, Jacopo Lucchi, Roberto Diversi, Andrea Tilli, Matteo Sartini
Abstract 3196 | PDF Downloads 320 | DOI https://doi.org/10.36001/phme.2020.v5i1.1224

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Data-driven fault diagnosis of bogie suspension components with on- board acoustic sensors

Felix Sorribes Pamer, Bernd Luber, Josef Fuchs, Thomas Kern, Martin Rosenberger
Abstract 988 | PDF Downloads 623 | DOI https://doi.org/10.36001/phme.2020.v5i1.1211

Page 13

Diagnostics of seal and rod degradation in hydraulic cylinders using acoustic emissions

Vignesh Vishnudas Shanbhag, Thomas. J. J. Meyer, Leo. W. Caspers, Rune Schlanbusch
Abstract 769 | PDF Downloads 440 | DOI https://doi.org/10.36001/phme.2020.v5i1.1173

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Early Fault Detection Based on Wind Turbine SCADA Data Using Convolutional Neural Networks

Markus Ulmer, Eskil Jarlskog, Gianmarco Pizza, Jaakko Manninen, Lilach Goren Huber
Abstract 1284 | PDF Downloads 510 | DOI https://doi.org/10.36001/phme.2020.v5i1.1217

Page 9

Engine Load Prediction during Take-Off for the V2500 Engine

Robert Meissner, Patrick Reichel, Peter Schlick, Christian Keller, Kai Wicke
Abstract 504 | PDF Downloads 1056 | DOI https://doi.org/10.36001/phme.2020.v5i1.1214

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Fault Diagnosis and Prognosis of a Brushless DC motor using a Model-based Approach

Joaquim Blesa, Joseba Quevedo, Vicenç Puig, Fatiha Nejjari, Raul Zaragoza, Alejandro Rolán
Abstract 1292 | PDF Downloads 999 | DOI https://doi.org/10.36001/phme.2020.v5i1.1257

Page 9

Hybrid Fault Prognosis for Excitation Capacitors of Self-Excited Induction Generator for Wind Energy Applications

Massinissa Derbal, Houari Toubakh, Moamar Sayed-Mouchaweh, Abdelhamid Bouchachia
Abstract 303 | PDF Downloads 317 | DOI https://doi.org/10.36001/phme.2020.v5i1.1201

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Identifying NOx Sensor Failure for Predictive Maintenance of Diesel Engines using Explainable AI

Thomas Mckinley, Meghana Somwanshi, Devawrat Bhave, Sandeep Verma
Abstract 3540 | PDF Downloads 6147 | DOI https://doi.org/10.36001/phme.2020.v5i1.1267

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In-depth Feature Selection for PHM System's Feasibility Study for Helicopters' Main and Tail Rotor Actuators

Andrea De Martin, Giovanni Jacazio, Andrea Nesci, Massimo Sorli
Abstract 1355 | PDF Downloads 335 | DOI https://doi.org/10.36001/phme.2020.v5i1.1222

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Machine Learning Interpretability Techniques for Outage Prediction: A Comparative Study

Anahid Jalali, Alexander Schindler, Bernhard Haslhofer, Andreas Rauber
Abstract 667 | PDF Downloads 948 | DOI https://doi.org/10.36001/phme.2020.v5i1.1244

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Model based diagnosis in complex industrial systems: a methodology

Leonardo Barbini, Carmen Bratosin, Emile van Gerwen
Abstract 447 | PDF Downloads 426 | DOI https://doi.org/10.36001/phme.2020.v5i1.1174

Page 8

On the use of PCA for Diagnostics via Novelty Detection: interpretation, practical application notes and recommendation for use

Alessandro Paolo Daga, Alessandro Fasana, Luigi Garibaldi, Stefano Marchesiello
Abstract 662 | PDF Downloads 393 | DOI https://doi.org/10.36001/phme.2020.v5i1.1241

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Opportunities for Explainable Artificial Intelligence in Aerospace Predictive Maintenance

Bibhudhendu Shukla, Ip-Shing Fan, Ian Jennions
Abstract 20323 | PDF Downloads 77179 | DOI https://doi.org/10.36001/phme.2020.v5i1.1231

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Predicting RUL of Bearings in the Pumps of a Critical Industrial Air Treatment System

Hani Beirami, Davide Calzà, Alessandro Cimatti, Manjurul M Islam, Marco Roveri, Piergiorgio Svaizer
Abstract 1028 | PDF Downloads 693 | DOI https://doi.org/10.36001/phme.2020.v5i1.1237

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Predictive Maintenance using Incipient Fault Detection

Elia Ottonello, Cecilia Gattino, Giovanni Berselli, Jacek Stecki
Abstract 260 | PDF Downloads 335 | DOI https://doi.org/10.36001/phme.2020.v5i1.1253

Page 7

Prognostics in Aeronautics with Deep Recurrent Neural Networks

Marcia Baptista, Helmut Prendinger, Elsa Henriques
Abstract 2086 | PDF Downloads 357 | DOI https://doi.org/10.36001/phme.2020.v5i1.1230

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Post-prognostics decision making for a two-stacks fuel cell system based on a load-dependent deterioration model

Jian Zuo, Catherine Cadet, Zhongliang Li, Christophe Berenguer, Rachid Outbib
Abstract 274 | PDF Downloads 258 | DOI https://doi.org/10.36001/phme.2020.v5i1.1270

Page 9

Rapid Diagnosis of Induction Motor Electrical Faults using Convolutional Autoencoder Feature Extraction

Arild Bergesen Husebø, Surya Teja Kandukuri, Andreas Klausen, Van Khang Huynh, Kjell Gunnar Robbersmyr
Abstract 661 | PDF Downloads 260 | DOI https://doi.org/10.36001/phme.2020.v5i1.1247

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Remaining Useful Life Estimation in Aircraft Components with Federated Learning

Raúl Llasag Rosero, Catarina Silva, Bernardete Ribeiro
Abstract 17816 | PDF Downloads 679 | DOI https://doi.org/10.36001/phme.2020.v5i1.1228

Page 9

Remaining Useful Lifetime estimation for Electronic Power modules using an analytical degradation model

Mohamad Nazar, Ali Ibrahim, Zoubir Khatir, Nicolas Degrenne, Zeina Al Masry
Abstract 696 | PDF Downloads 385 | DOI https://doi.org/10.36001/phme.2020.v5i1.1238

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Retargeting PHM tools: from industrial to medical field

Abir Belaala, Zeina Al Masry, Labib Sadek Terrissa, Noureddine Zerhouni
Abstract 1076 | PDF Downloads 278 | DOI https://doi.org/10.36001/phme.2020.v5i1.1232

Page 7

RUL Predict of IGBT Based on DeepAR Using Transient Switch Features

Jianwen Ge, Yixiang Huang, Zhiyu Tao, Bingchu Li, Dengyu Xiao, Yanming Li, Chengliang Liu
Abstract 790 | PDF Downloads 604 | DOI https://doi.org/10.36001/phme.2020.v5i1.1234

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Sensitivity Analysis of Online Oil Quality Monitoring for Early Detection of Water Ingress in Marine Propulsion Systems

Andreas Klausen, Johannes Kalaoja, Surya Teja Kandukuri, Kjell G. Robbersmyr
Abstract 496 | PDF Downloads 641 | DOI https://doi.org/10.36001/phme.2020.v5i1.1268

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Streaming-based feature extraction and clustering for condition detection in dynamic environments: an industrial case

Francesca Calabrese, Alberto Regattieri, Francesco Pilati, Marco Bortolini
Abstract 975 | PDF Downloads 331 | DOI https://doi.org/10.36001/phme.2020.v5i1.1218

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Supervised Learning Using Quantum Technology

Daniel Jaroszewski, Benedikt Sturm, Wolfgang Mergenthaler, Kay Steffen, Patrick Linke, Michael Regel, Björn Haack
Abstract 1529 | PDF Downloads 632 | DOI https://doi.org/10.36001/phme.2020.v5i1.1275

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Towards Self-aware and Environment-aware Power Converters

Guilherme Bueno Mariani, Laurent Foube, Nadine Chapalain, Chihiro Kawahara, Andreja Rojko, Nicolas Degrenne
Abstract 854 | PDF Downloads 429 | DOI https://doi.org/10.36001/phme.2020.v5i1.1220

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Wear monitoring of journal bearings with acoustic emission under different operating conditions

José-Luis Bote-Garcia, Noushin Mokhtari, Clemens Gühmann
Abstract 483 | PDF Downloads 481 | DOI https://doi.org/10.36001/phme.2020.v5i1.1202

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Data Challenge Winners