About the Journal

The European Conference of the Prognostics and Health Management (PHM) Society is held in the spring of even years (starting in 2012) and brings together the global community of PHM experts from industry, academia, and government in diverse application areas including energy, aerospace, transportation, automotive, manufacturing, and industrial automation.

All articles published by the PHM Society are available to the global PHM community via the internet for free and without any restrictions.

Current Issue

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 28 | PDF Downloads 31

Technical Papers

Embedding Diagnosability of Complex Industrial Systems Into the Design Process Using a Model-Based Methodology

Leonardo Barbini, Carmen Bratosin, Thomas Nägele
Abstract 34 | PDF Downloads 55

Page 9

Unsupervised Anomaly Detection for Hard Drives

Enrico Barelli, Ennio Ottaviani
Abstract 25 | PDF Downloads 42

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 68 | PDF Downloads 45

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 137 | PDF Downloads 54

Page 10

Page 11

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 89 | PDF Downloads 47

Page 7

An Adaptive Framework For Remaining Useful Life Predictions Of Aircraft Systems

Marie Bieber, Wim J.C. Verhagen, Bruno F. Santos
Abstract 47 | PDF Downloads 60

Page 11

Semi-automated Estimation of Reliability Measures from MaintenanceWork Order Records

Tyler Bikaun, Melinda Hodkiewicz
Abstract 38 | PDF Downloads 47

Page 9

Wavelet Scattering Network Based Bearing Fault Detection

Taoufik Bourgana, Robert Brijder, Ted Ooijevaar, Agusmian Partogi Ompusunggu
Abstract 41 | PDF Downloads 54

Page 8

Qualifying Evaluations from Human Operators: Integrating Sensor Data with Natural Language Logs

Michael P Brundage, Michael Sharp, Radu Pavel
Abstract 20 | PDF Downloads 32

Page 9

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

Alaaeddine Chaoub, Alexandre Voisin, Christophe Cerisara, Benoit Iung
Abstract 37 | PDF Downloads 43

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 17 | PDF Downloads 21

Page 11

Model-based Remaining-Useful-Life prognostics for aircraft Cooling Units

Ingeborg de Pater, Mihaela Mitici
Abstract 1132 | PDF Downloads 52

Page 8

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

Manpreet Haur Dhoot, Ip- Shing Fan, Nico Avdelidis
Abstract 27 | PDF Downloads 31

Page 12

Page 15

Age and Condition-Based Preventive Replacement Timing for Periodic Aircraft Maintenance Checks

Floris Freeman, Paul van Kessel, Wim Verhagen
Abstract 2587 | PDF Downloads 484

Page 12

Canonical polyadic decomposition and deep learning for machine fault detection

Gaëtan Frusque, Michau Gabriel, Fink Olga
Abstract 28 | PDF Downloads 58

Page 9

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

Alexandre Gaffet, Pauline Ribot, Elodie Chanthery, Nathalie Barbosa Roa, Christophe Merle
Abstract 16 | PDF Downloads 27

Page 12

An Operational Availability Optimization Model Based on the Integration of Predictive and Scheduled Maintenance

Danilo Garcia Figueiredo-Pinto, Ip-Shing Fan, Abrahão
Abstract 1876 | PDF Downloads 173

Page 11

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 20 | PDF Downloads 36

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 22 | PDF Downloads 32

Page 8

Towards a Digital Twin Enabled Multifidelity Framework for Small Satellites

Anastasios Kontaxoglou, Seiji Tsutsumi, Samir Khan, Shinichi Nakasuka
Abstract 25 | PDF Downloads 43

Page 10

Securing Deep Learning Models with Autoencoder based Anomaly Detection

Joana Kühne, Christian März, Clemens G¨uhmann
Abstract 37 | PDF Downloads 54

Page 13

A Deep Support Vector Data Description Method for Anomaly Detection in Helicopters

Chenyu Liu, Konstantinos Gryllias
Abstract 48 | PDF Downloads 46

Page 9

Robust Model-Based Fault Detection Using Monte-Carlo Methods and Highest Density Regions

Felix Mardt, Frank Thielecke
Abstract 33 | PDF Downloads 29

Page 11

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

Petr Mukhachev, Zhdan Sukhov, Tagir Sadretdinov, Anton Ivanov
Abstract 17 | PDF Downloads 25

Page 7

Evaluating word representations in a technical language processing pipeline

Ajay Varma Nandyala, Sarah Lukens, Sundaram Rathod, Pratiksha Agarwal
Abstract 43 | PDF Downloads 41

Page 17

Lean Blowout Sensing and Processing via Optical Interferometry and Wavelet Analysis of Dynamic Pressure Data

Gianluca Nicchiotti, Krzysztof Solinski, Fabrice Giuliani
Abstract 21 | PDF Downloads 20

Page 11

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

Maria Vatshaug Ottermo, Solfrid Håbrekke, Stein Hauge, Lars Bodsberg
Abstract 24 | PDF Downloads 25

Page 9

Rapid Material Characterization using Smart Skin with functional Data Analysis

Rajendra Prasath Palanisamy, Subrata Mukherjee, Mahmood Haq, Yiming Deng
Abstract 16 | PDF Downloads 35

Page 7

Algorithmically Exploiting the Knowledge Accumulated in Textual Domains for Technical Support

Daniele Pau, Isaia Tarquini, Matteo Iannitelli, Carmine Allegorico
Abstract 32 | PDF Downloads 29

Page 12

Multiple-Model Estimation-based Prognostics for Rotating Machinery

Junyu Qi, Konstantinos Gryllias, Alexandre Mauricio
Abstract 20 | PDF Downloads 39

Page 11

Diagnosing the Stage of COVID-19 using Machine Learning on Breath Sounds

Chinmayi Ramasubramanian
Abstract 35 | PDF Downloads 35

Page 12

Harmonic Drive Gear Failures in Industrial Robots Applications: An Overview

Andrea Raviola, Andrea De Martin, Roberto Guida, Giovanni Jacazio, Stefano Mauro, Massimo Sorli
Abstract 43 | PDF Downloads 56

Page 11

Bearings Fault Detection Using Hidden Markov Models and Principal Component Analysis Enhanced Features

Akthem Rehab, Islam Ali, Walid Gomaa, M. Nashat Fors
Abstract 33 | PDF Downloads 48

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 20 | PDF Downloads 39

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 13 | PDF Downloads 29

Page 8

Bayesian Vehicle Fleet Survival Analysis based onWorkshop-Service Data

Simon Steinberg, Wolf Baumann, Rene Gegusch, Philipp Schmiechen, Dominik G¨utermann
Abstract 20 | PDF Downloads 37

Page 9

A Probabilistic Similarity Based Modeling Approach for Turbomachine Fault Prediction

Weijian Tang, Xiaomo Jiang, Haixin Zhao, Qing Chen, Yunqing Gong
Abstract 24 | PDF Downloads 41

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 29 | PDF Downloads 52

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 24 | PDF Downloads 26

Page 12

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

Sebastiaan van Baars Buisman, Gabriel Michau, René Alderliesten, Olga Fink
Abstract 23 | PDF Downloads 53

Page 9

An Assessment of the Economic Viability of Engine Wash Procedures on the Lifecycle Costs of an Aircraft Fleet.

Jennifer Wehrspohn, Ahmad Ali Pohya, Kai Wicke
Abstract 32 | PDF Downloads 32

Page 14

Metalworking Fluid Classification Based on Acoustic Emission Signals and Convolutional Neural Network

Xiao Wei, Anna Lena Demmerling, Dirk Söffker
Abstract 15 | PDF Downloads 33

Page 6

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

Navid Zaman, Evan Apostolou, Yan Li, Patrick Conroy
Abstract 29 | PDF Downloads 36

Page 7

Generative Adversarial Networks used for latent space Optimization: a comparative study for the Classification of Partial Discharge Sources

Ryad Zemouri, Mélanie Lévesque, Olivier Kokoko, Claude Hudon
Abstract 22 | PDF Downloads 23

Page 10

Transfer Learning Approaches for Wind Turbine Fault Detection using Deep Learning

Jannik Zgraggen, Markus Ulmer, Eskil Jarlskog, Gianmarco Pizza, Lilach Goren Huber
Abstract 69 | PDF Downloads 62

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 74 | PDF Downloads 81

Page 11

Data Challenge Winners

Rule-based Diagnostics of a Production Line

Osarenren Kennedy Aimiyekagbon, Lars Muth, Meike Wohlleben, Amelie Bender, Walter Sextro
Abstract 45 | PDF Downloads 52

Page 10

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 53 | PDF Downloads 43

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 54 | PDF Downloads 54

Page 9

Fault Detection and Classification for Robotic Test-bench

Kürşat İnce, Uğur Ceylan, Nazife Nur Erdoğmuş, Engin Sirkeci, Yakup Genc
Abstract 35 | PDF Downloads 49

Page 7