Vol. 6 No. 1 (2021): Proceedings of the European Conference of the PHM Society 2021

Edited by:

Phuc Do

Steve King

Olga Fink

ISBN: 978-1-936263-34-9

Published: 2021-06-29

Proceedings Front Matter

PHME 2021 Management Team, Publisher Information and Table of Contents

Indranil Roychoudhury
Abstract 152 | PDF Downloads 289

Technical Papers

Unsupervised Anomaly Detection for Hard Drives

Enrico Barelli, Ennio Ottaviani
Abstract 158 | PDF Downloads 217 | DOI https://doi.org/10.36001/phme.2021.v6i1.2795

Page 7

Optimal Service Points (OSP) for PHM Enabled Condition Based Maintenance for Oil and Gas Applications

Atuahene Barimah, Octavian Niculita, Don McGlinchey, Babakalli Alkali
Abstract 345 | PDF Downloads 173 | DOI https://doi.org/10.36001/phme.2021.v6i1.2850

Page 15

Hybrid Approach for Health Monitoring of Mud Motor Fleet

Dmitry Belov, Zhengxin Zhang, Wei Chen, Yuelin Shen, Samba Ba, Anton Kolyshkin, Sergio Daniel Rocchio, Daniel Viassolo
Abstract 324 | PDF Downloads 262 | DOI https://doi.org/10.36001/phme.2021.v6i1.2885

Page 10

Data-Driven Fault Detection Method for Electronic Boards in Intelligent Remote Dual-Valve System

Saransh Bhatnagar, Mathilde Lemanissier Cassou, Zeina Al Masry, Ahmed Mosallam
Abstract 313 | PDF Downloads 223 | DOI https://doi.org/10.36001/phme.2021.v6i1.2903

Page 7

An Adaptive Framework For Remaining Useful Life Predictions Of Aircraft Systems

Marie Bieber, Wim J.C. Verhagen, Bruno F. Santos
Abstract 438 | PDF Downloads 235 | DOI https://doi.org/10.36001/phme.2021.v6i1.2868

Page 11

Wavelet Scattering Network Based Bearing Fault Detection

Taoufik Bourgana, Robert Brijder, Ted Ooijevaar, Agusmian Partogi Ompusunggu
Abstract 252 | PDF Downloads 296 | DOI https://doi.org/10.36001/phme.2021.v6i1.2875

Page 8

Learning Representations with End-to-End Models for Improved Remaining Useful Life Prognostic

Alaaeddine Chaoub, Alexandre Voisin, Christophe Cerisara, Benoit Iung
Abstract 127 | PDF Downloads 143 | DOI https://doi.org/10.36001/phme.2021.v6i1.2785

Page 8

The Impact of Data Quality on Maintenance Work Order Analysis: A Case Study in Historical HVAC Maintenance Work Orders

Anna Conte, Coline Bolland, Lynn Phan, Michael Brundage, Thurston Sexton
Abstract 289 | PDF Downloads 193 | DOI https://doi.org/10.36001/phme.2021.v6i1.2814

Page 11

Requirements for Designing A Robotic System for Aircraft Wing Fuel Tank Inspection

Manpreet Haur Dhoot, Ip- Shing Fan, Nico Avdelidis
Abstract 162 | PDF Downloads 185 | DOI https://doi.org/10.36001/phme.2021.v6i1.2851

Page 12

Page 9

Data-Driven Capability-based Health Monitoring Method for Automative Manufacturing

Alexandre Gaffet, Pauline Ribot, Elodie Chanthery, Nathalie Barbosa Roa, Christophe Merle
Abstract 113 | PDF Downloads 116 | DOI https://doi.org/10.36001/phme.2021.v6i1.2811

Page 12

A Flexible Data Management System for the Analysis of an Electro- Mechanical Actuator on a Test Bench

Roberto González Velázquez, Iñaki Bravo-Imaz, Kerman López de Calle - Etxabe, Aitor Arnaiz
Abstract 163 | PDF Downloads 149 | DOI https://doi.org/10.36001/phme.2021.v6i1.2880

Page 8

Automated and Rapid Seal Wear Classification Based on Acoustic Emission and Support Vector Machine

Surya. T. Kandukuri, Vignesh. V. Shanbhag, Thomas. J. J. Meyer, Leo. W. Caspers, Nadia. S. Noori, Rune Schlanbusch
Abstract 146 | PDF Downloads 161 | DOI https://doi.org/10.36001/phme.2021.v6i1.2942

Page 8

Towards a Digital Twin Enabled Multifidelity Framework for Small Satellites

Anastasios Kontaxoglou, Seiji Tsutsumi, Samir Khan, Shinichi Nakasuka
Abstract 128 | PDF Downloads 344 | DOI https://doi.org/10.36001/phme.2021.v6i1.2801

Page 10

Securing Deep Learning Models with Autoencoder based Anomaly Detection

Joana Kühne, Christian März, Clemens G¨uhmann
Abstract 254 | PDF Downloads 201 | DOI https://doi.org/10.36001/phme.2021.v6i1.2841

Page 13

Evaluation of ML Algorithms for System Dynamics Identification of Aircraft Pressure Control System

Petr Mukhachev, Zhdan Sukhov, Tagir Sadretdinov, Anton Ivanov
Abstract 115 | PDF Downloads 202 | DOI https://doi.org/10.36001/phme.2021.v6i1.2799

Page 7

Evaluating word representations in a technical language processing pipeline

Ajay Varma Nandyala, Sarah Lukens, Sundaram Rathod, Pratiksha Agarwal
Abstract 274 | PDF Downloads 277 | DOI https://doi.org/10.36001/phme.2021.v6i1.2894

Page 17

Technical Language Processing for Efficient Classification of Failure Events for Safety Critical Equipment

Maria Vatshaug Ottermo, Solfrid Håbrekke, Stein Hauge, Lars Bodsberg
Abstract 198 | PDF Downloads 170 | DOI https://doi.org/10.36001/phme.2021.v6i1.2792

Page 9

Rapid Material Characterization using Smart Skin with functional Data Analysis

Rajendra Prasath Palanisamy, Subrata Mukherjee, Mahmood Haq, Yiming Deng
Abstract 116 | PDF Downloads 150 | DOI https://doi.org/10.36001/phme.2021.v6i1.2884

Page 7

Algorithmically Exploiting the Knowledge Accumulated in Textual Domains for Technical Support

Daniele Pau, Isaia Tarquini, Matteo Iannitelli, Carmine Allegorico
Abstract 122 | PDF Downloads 128 | DOI https://doi.org/10.36001/phme.2021.v6i1.2900

Page 12

Multiple-Model Estimation-based Prognostics for Rotating Machinery

Junyu Qi, Konstantinos Gryllias, Alexandre Mauricio
Abstract 145 | PDF Downloads 146 | DOI https://doi.org/10.36001/phme.2021.v6i1.2956

Page 11

Harmonic Drive Gear Failures in Industrial Robots Applications: An Overview

Andrea Raviola, Andrea De Martin, Roberto Guida, Giovanni Jacazio, Stefano Mauro, Massimo Sorli
Abstract 712 | PDF Downloads 1307 | DOI https://doi.org/10.36001/phme.2021.v6i1.2849

Page 11

Data Selection Criteria for the Application of Predictive Maintenance to Centrifugal Pumps

Núbia N. A. Silveira, Richard Loendersloot, Annemieke A. Meghoe, Tiedo Tinga
Abstract 228 | PDF Downloads 202 | DOI https://doi.org/10.36001/phme.2021.v6i1.2839

Page 9

Data Analytics Methodology for Construction of Fouling Prognostic Indicators: Towards Cost-Effective Maintenance Scheduling

Moncef Soualhi, Ahmed Ragab, T. P. Khanh Nguyen, Kamal Medjaher, Hakim Ghezzaz, Mouloud Amazouz
Abstract 138 | PDF Downloads 142 | DOI https://doi.org/10.36001/phme.2021.v6i1.2886

Page 8

Bayesian Vehicle Fleet Survival Analysis based onWorkshop-Service Data

Simon Steinberg, Wolf Baumann, Rene Gegusch, Philipp Schmiechen, Dominik G¨utermann
Abstract 134 | PDF Downloads 175 | DOI https://doi.org/10.36001/phme.2021.v6i1.2842

Page 9

A Probabilistic Similarity Based Modeling Approach for Turbomachine Fault Prediction

Weijian Tang, Xiaomo Jiang, Haixin Zhao, Qing Chen, Yunqing Gong
Abstract 134 | PDF Downloads 258 | DOI https://doi.org/10.36001/phme.2021.v6i1.2952

Page 9

Fault Detection and Condition Monitoring in District Heating Using Smart Meter Data

Felix Theusch, Patrick Klein, Ralph Bergmann, Wolfgang Wilke, Wolfgang Bock, Adrian Weber
Abstract 399 | PDF Downloads 251 | DOI https://doi.org/10.36001/phme.2021.v6i1.2786

Page 11

A Natural Language Processing method for the identification of the factors influencing road accident severity

Dario Valcamonico, Piero Baraldi, Francesco Amigoni, Enrico Zio
Abstract 243 | PDF Downloads 171 | DOI https://doi.org/10.36001/phme.2021.v6i1.2899

Page 12

Domain Adaptations for Guided Wave SHM of Composites: Towards Fleet Monitoring

Sebastiaan van Baars Buisman, Gabriel Michau, René Alderliesten, Olga Fink
Abstract 80 | PDF Downloads 158 | DOI https://doi.org/10.36001/phme.2021.v6i1.2893

Page 9

Real-time Diagnosis Of Physical Failures Using Causation-based AI

Navid Zaman, Evan Apostolou, Yan Li, Patrick Conroy
Abstract 133 | PDF Downloads 146 | DOI https://doi.org/10.36001/phme.2021.v6i1.2831

Page 7

Transfer Learning Approaches for Wind Turbine Fault Detection using Deep Learning

Jannik Zgraggen, Markus Ulmer, Eskil Jarlskog, Gianmarco Pizza, Lilach Goren Huber
Abstract 235 | PDF Downloads 210 | DOI https://doi.org/10.36001/phme.2021.v6i1.2835

Page 12

Remaining Useful Life Prediction of Turbo Actuators for Predictive Maintenance of Diesel Engines

Devawrat Bhave, Deepa Tavargeri Adiga, Nilesh Powar, Thomas Mckinley
Abstract 274 | PDF Downloads 266 | DOI https://doi.org/10.36001/phme.2021.v6i1.2959

Page 11

Data Challenge Winners

Rule-based Diagnostics of a Production Line

Osarenren Kennedy Aimiyekagbon, Lars Muth, Meike Wohlleben, Amelie Bender, Walter Sextro
Abstract 213 | PDF Downloads 240 | DOI https://doi.org/10.36001/phme.2021.v6i1.3042

Page 10

Page 6

Divide, Propagate and Conquer: Splitting a Complex Diagnosis Problem for Early Detection of Faults in a Manufacturing Production Line

Kerman López de Calle - Etxabe, Meritxell Gómez - Omella, Eider Garate - Perez
Abstract 262 | PDF Downloads 375 | DOI https://doi.org/10.36001/phme.2021.v6i1.3039

Page 9

Fault Detection and Classification for Robotic Test-bench

Kürşat İnce, Uğur Ceylan, Nazife Nur Erdoğmuş, Engin Sirkeci, Yakup Genc
Abstract 174 | PDF Downloads 200 | DOI https://doi.org/10.36001/phme.2021.v6i1.3040

Page 7