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 1361 | PDF Downloads 544 | 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 585 | PDF Downloads 489 | 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 1306 | PDF Downloads 431 | 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 1551 | PDF Downloads 441 | 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 1458 | PDF Downloads 484 | 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 1672 | PDF Downloads 391 | 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 463 | PDF Downloads 367 | 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 1618 | PDF Downloads 532 | 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 482 | PDF Downloads 721 | 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 1788 | PDF Downloads 787 | 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 3975 | PDF Downloads 382 | 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 1664 | PDF Downloads 736 | 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 877 | PDF Downloads 543 | 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 2080 | PDF Downloads 594 | 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 608 | PDF Downloads 1255 | 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 2105 | PDF Downloads 1228 | 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 386 | PDF Downloads 378 | 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 4319 | PDF Downloads 6434 | 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 2238 | PDF Downloads 400 | 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 837 | PDF Downloads 1039 | 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 555 | PDF Downloads 538 | 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 1421 | PDF Downloads 473 | 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 21164 | PDF Downloads 77463 | 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 1863 | PDF Downloads 762 | 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 365 | PDF Downloads 405 | 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 2885 | PDF Downloads 431 | 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 372 | PDF Downloads 319 | 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 1422 | PDF Downloads 321 | 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 18892 | PDF Downloads 763 | 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 1431 | PDF Downloads 456 | 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 1470 | PDF Downloads 374 | 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 1522 | PDF Downloads 708 | 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 1073 | PDF Downloads 741 | 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 1693 | PDF Downloads 410 | 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 2405 | PDF Downloads 757 | 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 1555 | PDF Downloads 541 | 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 618 | PDF Downloads 564 | DOI https://doi.org/10.36001/phme.2020.v5i1.1202

Page 8

Data Challenge Winners