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 243 | PDF Downloads 279 | 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 152 | PDF Downloads 180 | 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 155 | PDF Downloads 146 | 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 133 | PDF Downloads 150 | 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 189 | PDF Downloads 187 | 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 131 | PDF Downloads 132 | 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 145 | PDF Downloads 136 | 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 201 | PDF Downloads 204 | 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 137 | PDF Downloads 227 | 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, Ashish K. Darpe, Harish Hirani
Abstract 181 | PDF Downloads 171 | 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 1719 | PDF Downloads 143 | 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 440 | PDF Downloads 238 | DOI https://doi.org/10.36001/phme.2020.v5i1.1211

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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 438 | PDF Downloads 142 | 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 505 | PDF Downloads 260 | 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 186 | PDF Downloads 449 | 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 284 | PDF Downloads 235 | DOI https://doi.org/10.36001/phme.2020.v5i1.1257

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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 166 | PDF Downloads 147 | 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 1079 | PDF Downloads 3602 | 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 299 | PDF Downloads 142 | 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 248 | PDF Downloads 433 | 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 146 | PDF Downloads 160 | DOI https://doi.org/10.36001/phme.2020.v5i1.1174

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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 174 | PDF Downloads 149 | 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 11030 | PDF Downloads 71176 | 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 245 | PDF Downloads 429 | 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 110 | PDF Downloads 156 | DOI https://doi.org/10.36001/phme.2020.v5i1.1253

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Prognostics in Aeronautics with Deep Recurrent Neural Networks

Marcia Baptista, Helmut Prendinger, Elsa Henriques
Abstract 663 | PDF Downloads 170 | 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 95 | PDF Downloads 107 | DOI https://doi.org/10.36001/phme.2020.v5i1.1270

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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 165 | PDF Downloads 131 | 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 11933 | PDF Downloads 196 | DOI https://doi.org/10.36001/phme.2020.v5i1.1228

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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 180 | PDF Downloads 205 | 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 141 | PDF Downloads 97 | 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 169 | PDF Downloads 233 | 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 99 | PDF Downloads 247 | 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 112 | PDF Downloads 132 | 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 368 | PDF Downloads 272 | 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 147 | PDF Downloads 147 | 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 186 | PDF Downloads 181 | DOI https://doi.org/10.36001/phme.2020.v5i1.1202

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Data Challenge Winners