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

Technical Papers

Unsupervised Anomaly Detection for Hard Drives

Enrico Barelli, Ennio Ottaviani
Abstract 726 | PDF Downloads 747 | DOI https://doi.org/10.36001/phme.2021.v6i1.2795

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

Atuahene Barimah, Octavian Niculita, Don McGlinchey, Babakalli Alkali
Abstract 1848 | PDF Downloads 727 | DOI https://doi.org/10.36001/phme.2021.v6i1.2850

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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 1392 | PDF Downloads 1266 | DOI https://doi.org/10.36001/phme.2021.v6i1.2885

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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 1294 | PDF Downloads 628 | DOI https://doi.org/10.36001/phme.2021.v6i1.2903

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An Adaptive Framework For Remaining Useful Life Predictions Of Aircraft Systems

Marie Bieber, Wim J.C. Verhagen, Bruno F. Santos
Abstract 1838 | PDF Downloads 655 | DOI https://doi.org/10.36001/phme.2021.v6i1.2868

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Wavelet Scattering Network Based Bearing Fault Detection

Taoufik Bourgana, Robert Brijder, Ted Ooijevaar, Agusmian Partogi Ompusunggu
Abstract 1302 | PDF Downloads 1024 | DOI https://doi.org/10.36001/phme.2021.v6i1.2875

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

Alaaeddine Chaoub, Alexandre Voisin, Christophe Cerisara, Benoit Iung
Abstract 653 | PDF Downloads 542 | DOI https://doi.org/10.36001/phme.2021.v6i1.2785

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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 1334 | PDF Downloads 1043 | DOI https://doi.org/10.36001/phme.2021.v6i1.2814

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

Manpreet Haur Dhoot, Ip- Shing Fan, Nico Avdelidis
Abstract 1250 | PDF Downloads 1128 | DOI https://doi.org/10.36001/phme.2021.v6i1.2851

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Canonical polyadic decomposition and deep learning for machine fault detection

Gaëtan Frusque, Michau Gabriel, Fink Olga
Abstract 577 | PDF Downloads 571 | DOI https://doi.org/10.36001/phme.2021.v6i1.2881

Page 9

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

Alexandre Gaffet, Pauline Ribot, Elodie Chanthery, Nathalie Barbosa Roa, Christophe Merle
Abstract 652 | PDF Downloads 500 | DOI https://doi.org/10.36001/phme.2021.v6i1.2811

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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 816 | PDF Downloads 687 | 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 742 | PDF Downloads 802 | 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 853 | PDF Downloads 1359 | 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 1094 | PDF Downloads 974 | 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 563 | PDF Downloads 631 | 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 999 | PDF Downloads 1288 | DOI https://doi.org/10.36001/phme.2021.v6i1.2894

Page 17

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

Maria Vatshaug Ottermo, Solfrid Håbrekke, Stein Hauge, Lars Bodsberg
Abstract 973 | PDF Downloads 1180 | 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 743 | PDF Downloads 462 | 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 657 | PDF Downloads 580 | DOI https://doi.org/10.36001/phme.2021.v6i1.2900

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Multiple-Model Estimation-based Prognostics for Rotating Machinery

Junyu Qi, Konstantinos Gryllias, Alexandre Mauricio
Abstract 627 | PDF Downloads 570 | 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 4891 | PDF Downloads 7850 | DOI https://doi.org/10.36001/phme.2021.v6i1.2849

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

Núbia N. A. Silveira, Richard Loendersloot, Annemieke A. Meghoe, Tiedo Tinga
Abstract 1638 | PDF Downloads 649 | DOI https://doi.org/10.36001/phme.2021.v6i1.2839

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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 631 | PDF Downloads 461 | 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 720 | PDF Downloads 768 | 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 595 | PDF Downloads 886 | 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 1418 | PDF Downloads 1054 | DOI https://doi.org/10.36001/phme.2021.v6i1.2786

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

Dario Valcamonico, Piero Baraldi, Francesco Amigoni, Enrico Zio
Abstract 995 | PDF Downloads 1104 | DOI https://doi.org/10.36001/phme.2021.v6i1.2899

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

Sebastiaan van Baars Buisman, Gabriel Michau, René Alderliesten, Olga Fink
Abstract 517 | PDF Downloads 506 | DOI https://doi.org/10.36001/phme.2021.v6i1.2893

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

Navid Zaman, Evan Apostolou, Yan Li, Patrick Conroy
Abstract 734 | PDF Downloads 652 | DOI https://doi.org/10.36001/phme.2021.v6i1.2831

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Transfer Learning Approaches for Wind Turbine Fault Detection using Deep Learning

Jannik Zgraggen, Markus Ulmer, Eskil Jarlskog, Gianmarco Pizza, Lilach Goren Huber
Abstract 1424 | PDF Downloads 778 | DOI https://doi.org/10.36001/phme.2021.v6i1.2835

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

Devawrat Bhave, Deepa Tavargeri Adiga, Nilesh Powar, Thomas Mckinley
Abstract 1004 | PDF Downloads 981 | DOI https://doi.org/10.36001/phme.2021.v6i1.2959

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Data Challenge Winners

Rule-based Diagnostics of a Production Line

Osarenren Kennedy Aimiyekagbon, Lars Muth, Meike Wohlleben, Amelie Bender, Walter Sextro
Abstract 989 | PDF Downloads 811 | DOI https://doi.org/10.36001/phme.2021.v6i1.3042

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Ensemble of LSTM Networks for Fault Detection, Classification, and Root Cause Identification in Quality Control Line

Gurkan Aydemir, Adem Avcı, Mustafa Kocakulak, Tahir Bekiryazıcı
Abstract 891 | PDF Downloads 1051 | DOI https://doi.org/10.36001/phme.2021.v6i1.3043

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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 978 | PDF Downloads 735 | DOI https://doi.org/10.36001/phme.2021.v6i1.3039

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Fault Detection and Classification for Robotic Test-bench

Kürşat İnce, Uğur Ceylan, Nazife Nur Erdoğmuş, Engin Sirkeci, Yakup Genc
Abstract 1004 | PDF Downloads 610 | DOI https://doi.org/10.36001/phme.2021.v6i1.3040

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