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 539 | PDF Downloads 434 | DOI https://doi.org/10.36001/phme.2020.v5i1.1213

Page 9

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 326 | PDF Downloads 327 | DOI https://doi.org/10.36001/phme.2020.v5i1.1227

Page 10

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 455 | PDF Downloads 296 | DOI https://doi.org/10.36001/phme.2020.v5i1.1240

Page 6

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

Kevin Wesendrup, Bernd Hellingrath
Abstract 587 | PDF Downloads 302 | DOI https://doi.org/10.36001/phme.2020.v5i1.1203

Page 12

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 482 | PDF Downloads 346 | DOI https://doi.org/10.36001/phme.2020.v5i1.1236

Page 14

Agent-Based Optimization of Maintenance Planning for Railway Vehicles

Julian Franzen, Udo Pinders, Bernd Kuhlenkötter
Abstract 503 | PDF Downloads 266 | DOI https://doi.org/10.36001/phme.2020.v5i1.1248

Page 9

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 318 | PDF Downloads 263 | DOI https://doi.org/10.36001/phme.2020.v5i1.1249

Page 9

An overview on diagnosability and prognosability for system monitoring

Amaury Vignolles, Elodie Chanthery, Pauline Ribot
Abstract 590 | PDF Downloads 380 | DOI https://doi.org/10.36001/phme.2020.v5i1.1235

Page 11

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

Cecilia Gattino, Elia Ottonello, Giovanni Berselli, Jacek Stecki
Abstract 326 | PDF Downloads 590 | DOI https://doi.org/10.36001/phme.2020.v5i1.1255

Page 12

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

Dharmender Jangra, Ashish K. Darpe, Harish Hirani
Abstract 598 | PDF Downloads 508 | DOI https://doi.org/10.36001/phme.2020.v5i1.1239

Page 9

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 2985 | PDF Downloads 261 | DOI https://doi.org/10.36001/phme.2020.v5i1.1224

Page 10

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 806 | PDF Downloads 558 | 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 716 | PDF Downloads 383 | DOI https://doi.org/10.36001/phme.2020.v5i1.1173

Page 8

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 1077 | PDF Downloads 460 | 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 442 | PDF Downloads 951 | DOI https://doi.org/10.36001/phme.2020.v5i1.1214

Page 12

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 951 | PDF Downloads 834 | 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 265 | PDF Downloads 269 | DOI https://doi.org/10.36001/phme.2020.v5i1.1201

Page 8

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

Thomas Mckinley, Meghana Somwanshi, Devawrat Bhave, Sandeep Verma
Abstract 3131 | PDF Downloads 5870 | DOI https://doi.org/10.36001/phme.2020.v5i1.1267

Page 11

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 1147 | PDF Downloads 291 | DOI https://doi.org/10.36001/phme.2020.v5i1.1222

Page 9

Machine Learning Interpretability Techniques for Outage Prediction: A Comparative Study

Anahid Jalali, Alexander Schindler, Bernhard Haslhofer, Andreas Rauber
Abstract 535 | PDF Downloads 916 | DOI https://doi.org/10.36001/phme.2020.v5i1.1244

Page 10

Model based diagnosis in complex industrial systems: a methodology

Leonardo Barbini, Carmen Bratosin, Emile van Gerwen
Abstract 395 | PDF Downloads 354 | 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 444 | PDF Downloads 354 | DOI https://doi.org/10.36001/phme.2020.v5i1.1241

Page 13

Opportunities for Explainable Artificial Intelligence in Aerospace Predictive Maintenance

Bibhudhendu Shukla, Ip-Shing Fan, Ian Jennions
Abstract 19916 | PDF Downloads 76970 | DOI https://doi.org/10.36001/phme.2020.v5i1.1231

Page 11

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 745 | PDF Downloads 651 | DOI https://doi.org/10.36001/phme.2020.v5i1.1237

Page 12

Predictive Maintenance using Incipient Fault Detection

Elia Ottonello, Cecilia Gattino, Giovanni Berselli, Jacek Stecki
Abstract 232 | PDF Downloads 303 | 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 1790 | PDF Downloads 320 | DOI https://doi.org/10.36001/phme.2020.v5i1.1230

Page 11

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 244 | PDF Downloads 222 | 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 412 | PDF Downloads 241 | DOI https://doi.org/10.36001/phme.2020.v5i1.1247

Page 10

Remaining Useful Life Estimation in Aircraft Components with Federated Learning

Raúl Llasag Rosero, Catarina Silva, Bernardete Ribeiro
Abstract 17397 | PDF Downloads 631 | 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 559 | PDF Downloads 353 | DOI https://doi.org/10.36001/phme.2020.v5i1.1238

Page 10

Retargeting PHM tools: from industrial to medical field

Abir Belaala, Zeina Al Masry, Labib Sadek Terrissa, Noureddine Zerhouni
Abstract 855 | PDF Downloads 251 | 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 560 | PDF Downloads 533 | DOI https://doi.org/10.36001/phme.2020.v5i1.1234

Page 11

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 335 | PDF Downloads 598 | DOI https://doi.org/10.36001/phme.2020.v5i1.1268

Page 10

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

Francesca Calabrese, Alberto Regattieri, Francesco Pilati, Marco Bortolini
Abstract 724 | PDF Downloads 297 | DOI https://doi.org/10.36001/phme.2020.v5i1.1218

Page 14

Supervised Learning Using Quantum Technology

Daniel Jaroszewski, Benedikt Sturm, Wolfgang Mergenthaler, Kay Steffen, Patrick Linke, Michael Regel, Björn Haack
Abstract 1248 | PDF Downloads 595 | DOI https://doi.org/10.36001/phme.2020.v5i1.1275

Page 7

Towards Self-aware and Environment-aware Power Converters

Guilherme Bueno Mariani, Laurent Foube, Nadine Chapalain, Chihiro Kawahara, Andreja Rojko, Nicolas Degrenne
Abstract 600 | PDF Downloads 398 | DOI https://doi.org/10.36001/phme.2020.v5i1.1220

Page 13

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

José-Luis Bote-Garcia, Noushin Mokhtari, Clemens Gühmann
Abstract 420 | PDF Downloads 448 | DOI https://doi.org/10.36001/phme.2020.v5i1.1202

Page 8

Data Challenge Winners