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


Tehnical Papers

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

Ferhat Tamssaouet, Khanh T. P. Nguyen, Kamal Medjaher, Marcos Orchard
Abstract 119 | PDF Downloads 146

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 64 | PDF Downloads 95

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 44 | PDF Downloads 61

Page 6

A Probabilistic Data-Driven Prognostic Methodology for Proton Exchange Membrane Fuel Cells

Amrit Sethi, Dries Verstraete
Abstract 49 | PDF Downloads 125

Page 13

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

Kevin Wesendrup, Bernd Hellingrath
Abstract 47 | PDF Downloads 84

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 77 | PDF Downloads 90

Page 14

Agent-Based Optimization of Maintenance Planning for Railway Vehicles

Julian Franzen, Udo Pinders, Bernd Kuhlenkötter
Abstract 42 | PDF Downloads 62

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 48 | PDF Downloads 72

Page 9

An overview on diagnosability and prognosability for system monitoring

Amaury Vignolles, Elodie Chanthery, Pauline Ribot
Abstract 76 | PDF Downloads 107

Page 11

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

Cecilia Gattino, Elia Ottonello, Giovanni Berselli, Jacek Stecki
Abstract 61 | PDF Downloads 83

Page 12

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

Dharmender, Ashish K. Darpe, Harish Hirani
Abstract 48 | PDF Downloads 64

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 101 | PDF Downloads 94

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 55 | PDF Downloads 113

Page 13

Data-driven Performance Fault Detection in Commercial Wind Turbines

Angela Meyer, Bernhard Brodbeck
Abstract 60 | PDF Downloads 113

Page 7

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 61 | PDF Downloads 52

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 142 | PDF Downloads 131

Page 9

Engine Load Prediction during Take-Off for the V2500 Engine

Robert Meissner, Patrick Reichel, Peter Schlick, Christian Keller, Kai Wicke
Abstract 46 | PDF Downloads 76

Page 12

Estimation of Health Indicators using Advanced Analytics for Prediction of Aircraft Systems Remaining Useful Lifetime

Daniel Azevedo, Alberto Cardoso, Bernardete Ribeiro
Abstract 91 | PDF Downloads 107

Page 10

Evaluation of time series forecasting approaches for the reliable crack length prediction of riveted aluminium plates given insufficient data

Osarenren K. Aimiyekagbon, Amelie Bender, Prof. Dr.-Ing. habil. Walter Sextro
Abstract 53 | PDF Downloads 69

Page 11

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 79 | PDF Downloads 101

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 90 | PDF Downloads 88

Page 8

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

Thomas Mckinley, Meghana Somwanshi, Devawrat Bhave, Sandeep Verma
Abstract 141 | PDF Downloads 185

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 71 | PDF Downloads 69

Page 9

Machine Learning Interpretability Techniques for Outage Prediction: A Comparative Study

Anahid Jalali, Alexander Schindler, Bernhard Haslhofer, Andreas Rauber
Abstract 73 | PDF Downloads 91

Page 10

Model-based Prognosis Approach using a Zonotopic Kalman Filter with Application to a Wind Turbine

Boutros Khoury, Vicenç Puig, Fatiha Nejjari
Abstract 59 | PDF Downloads 68

Page 9

Model based diagnosis in complex industrial systems: a methodology

Leonardo Barbini, Carmen Bratosin, Emile van Gerwen
Abstract 60 | PDF Downloads 86

Page 8

On Automatic Fault Diagnosis in Wind Turbine Condition Monitoring

Dhany Saputra, Kun Marhadi
Abstract 63 | PDF Downloads 82

Page 8

On Condition Monitoring of Wind Turbines without Speed Sensor

Kun Marhadi, Dhany Saputra
Abstract 59 | PDF Downloads 71

Page 7

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 47 | PDF Downloads 70

Page 13

Opportunities for Explainable Artificial Intelligence in Aerospace Predictive Maintenance

Bibhudhendu Shukla, Ip-Shing Fan, Ian Jennions
Abstract 328 | PDF Downloads 3275

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 90 | PDF Downloads 90

Page 12

Predictive Maintenance using Incipient Fault Detection

Elia Ottonello, Cecilia Gattino, Giovanni Berselli, Jacek Stecki
Abstract 45 | PDF Downloads 82

Page 7

Prognostics in Aeronautics with Deep Recurrent Neural Networks

Marcia Baptista, Helmut Prendinger, Elsa Henriques
Abstract 54 | PDF Downloads 97

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 53 | PDF Downloads 56

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 49 | PDF Downloads 68

Page 10

Remaining Useful Life Estimation in Aircraft Components with Federated Learning

Raúl Llasag Rosero, Catarina Silva, Bernardete Ribeiro
Abstract 89 | PDF Downloads 74

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 67 | PDF Downloads 143

Page 10

Repairable System Analysis of the Radioactive Ventilation Gas Monitors at CERN from Field Data

Saskia Hurst, Hamza Boukabache, Daniel Perrin
Abstract 55 | PDF Downloads 56

Page 8

Retargeting PHM tools: from industrial to medical field

Abir Belaala, Zeina Al Masry, Labib Sadek Terrissa, Noureddine Zerhouni
Abstract 53 | PDF Downloads 58

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 45 | PDF Downloads 65

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 45 | PDF Downloads 66

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 41 | PDF Downloads 55

Page 14

Supervised Learning Using Quantum Technology

Daniel Jaroszewski, Benedikt Sturm, Wolfgang Mergenthaler, Kay Steffen, Patrick Linke, Michael Regel, Björn Haack
Abstract 82 | PDF Downloads 98

Page 7

Towards Self-aware and Environment-aware Power Converters

Guilherme Bueno Mariani, Laurent Foube, Nadine Chapalain, Chihiro Kawahara, Andreja Rojko, Nicolas Degrenne
Abstract 44 | PDF Downloads 51

Page 13

Unsupervised Domain Adaptation based Remaining Useful Life Prediction of Rolling Element Bearings

Chenyu Liu, Konstantinos Gryllias
Abstract 113 | PDF Downloads 89

Page 10

Unsupervised Ranking of Outliers in Wind Turbines via Isolation Forest with Dictionary Learning

Sergio Martin-del-Campo, Kammal Al-Kahwati
Abstract 98 | PDF Downloads 82

Page 9

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

José-Luis Bote-Garcia, Noushin Mokhtari, Clemens Gühmann
Abstract 66 | PDF Downloads 70

Page 8

Data Challenge Winners

A Data-driven Approach for RUL Prediction of an Experimental Filtration System

Hani Beirami, Davide Calzà, Alessandro Cimatti, Manjurul Islam, Marco Roveri, Piergiorgio Svaizer
Abstract 126 | PDF Downloads 138

Remaining Useful Life Prediction for Experimental Filtration System: A Data Challenge

Kürşat Ince, Engin Sirkeci, Yakup Genç
Abstract 115 | PDF Downloads 113