Vol. 14 No. 1 (2022): Proceedings of the Annual Conference of the PHM Society 2022

Edited by:

Chetan Kulkarni and Abhinav Saxena

Published: 2022-10-28

Technical Research Papers

A Dataset for Fault Classification in Rock Drills, a Fast Oscillating Hydraulic System

Erik Jakobsson, Erik Frisk, Mattias Krysander, Robert Pettersson
Abstract 156 | PDF Downloads 133 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3144

A Data Quality Scorecard for Assessing the Suitability of Asset Condition Data for Prognostics Modeling

Sarah Lukens, Damon Rousis, Travis Baer, Michael Lujan, Marshall Smith
Abstract 181 | PDF Downloads 160 Slides (PDF) Downloads 23 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3188

Critical Components' Selection Methodology of a Microgripper for Intracorporeal Surgery

Liseth Pasaguayo, Zeina Al Masry, Sergio Lescano, Noureddine Zerhouni
Abstract 106 | PDF Downloads 98 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3156

Self adaptive learning scheme for Fault prognosis in oil wells and production & service lines

Aymen Harrouz, Houari Toubakh, Redouane Kafi, Moamar Sayed-Mouchaweh, Hajer Salem
Abstract 128 | PDF Downloads 91 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3227

Integration of Nonlinear Dynamics and Machine learning for Diagnostics of a Single-Stage Gear Box

Ahmad Alqawasmi, Turki Haj Mohamad, Amirhassan Abbasi, Prashant N. Kambali, C. Nataraj
Abstract 183 | PDF Downloads 147 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3256

A Discussion on the Differences Between the Cyclic Spectral Correlation and Coherence for Cyclostationarity-Based Condition Monitoring

Kayacan Kestel, Cédric Peeters, Jérôme Antoni, Quentin Léclere, Franc ̧ois Girardin, Robert Brijder, Jan Helsen
Abstract 175 | PDF Downloads 129 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3150

Interpretable Neural Network with Limited Weights for Constructing Simple and Explainable HI using SHM Data

Morteza Moradi, Panagiotis Komninos, Rinze Benedictus, Dimitrios Zarouchas
Abstract 292 | PDF Downloads 129 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3185

Variable Perturbation Based Fault Diagnosis for Industrial Process

Tanmaya Singhal, Kuldeep Singh, Kalyani Zope, Sri Harsha Nistala, Venkataramana Runkana
Abstract 131 | PDF Downloads 113 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3251

Unsupervised Data-Driven Approach for Fault Diagnostic of Spacecraft Gyroscope

Hicham Henna, Houari Toubakh, Mohamed Redouane KAFI, Moamar Sayed MOUCHAWEH
Abstract 118 | PDF Downloads 103 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3216

ML Detection and Isolation of Functional Failures using Syndrome Diagnostics

Yan Li, Daniel Chan, Navid Zaman, Evan Apostolou, Paddy Conroy
Abstract 132 | PDF Downloads 126 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3178

Investigation of the Vibration Induced Harness Failure

Yan Chen, Zaffir Chaudhry, William Luker, Marek Zajac
Abstract 108 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3245

Data Analytics and Visualization Application for Asset Health Monitoring

Richard Carley, Sara Fuller, William Bond, Parker Jones, David Allen, Adam Jordan, Terrill Falls
Abstract 1379 | PDF Downloads 134 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3214

Development of an End State Vision to Implement Digital Monitoring in Nuclear Plants

Cody Walker, Vivek Agarwal, Pradeep Ramuhalli, Nancy Lybeck
Abstract 101 | PDF Downloads 88 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3176

Generating Semantic Matches Between Maintenance Work Orders for Diagnostic Decision Support

Syed Meesam Raza Naqvi, Mohammad Ghufran, Safa Meraghni, Christophe Varnier, Jean-Marc Nicod, Noureddine Zerhouni
Abstract 133 | PDF Downloads 121 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3241

Feasibility of Low-cost Vibration Monitoring for Ground Vehicles

Abu Islam, Matthew Sullivan, Sean McConky, Michael Thurston, Adam Agosti, Nenad Nenadic
Abstract 127 | PDF Downloads 121 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3207

Developing Deep Learning Models for System Remaining Useful Life Predictions: Application to Aircraft Engines

Timothy Darrah, Andreas Lovberg, Jeremy Frank, Gautam Biswas, Marcos Quinones-Gruiero
Abstract 390 | PDF Downloads 142 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3304

A Control Approach to Fault Disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 128 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3287

Wheel Bearing Fault Detection for Automobiles using Wheel Speed Sensor

Samba Drame, Graeme Garner, Hossein Sadjadi, Xinyu Du
Abstract 146 | PDF Downloads 115 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3171

Predictive System Reconfiguration for Fulfillment of Future Mission Requirements

Bruno Paes Leao, Justinian Rosca, David Fecek, Karl Reichard, Xianyong Feng
Abstract 120 | PDF Downloads 91 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3236

A Methodology for Online Sensor Recalibration

Ramuhalli Pradeep, Michael Muhlheim, Askin Guler Yigitoglu, Alex Huning, Abhinav Saxena
Abstract 137 | PDF Downloads 103 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3274

Integrated Vehicle Health Monitoring on a Truck

Eric Bechhoefer, Joelle Kessler
Abstract 136 | PDF Downloads 108 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3162

Evaluation of NVIDIA Jetson System for Vibration HUMS

Nenad Nenadic, Christopher Valant, Sean McConky, Michael Thurston, Patrick Horney, Allen Jones
Abstract 111 | PDF Downloads 125 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3232

An Ontology for Prognostic Health Management in Spacecraft Avionics

Michael Cullen Halvorson, Noah Moyers, I. Dale Thomas
Abstract 143 | PDF Downloads 100 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3195

A Transfer Learning-Based Rolling Bearing Fault Diagnosis Across Machines

Dandan Peng, Chenyu Liu, Konstantinos Gryllias
Abstract 252 | PDF Downloads 143 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3257

A Data-Driven Snapshot Method for State of Health Modelling and Diagnostics of Maritime Battery Systems

Erik Vanem, Maximilian Bruch, Qin Liang, David Vicente Reyes Gonzalez, Øystein Åsheim Alnes
Abstract 195 | PDF Downloads 115 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3154

A Novel Technique for Data Quality Improvement in Human Health PHM

John Taco, Brandon Foreman, Pradeep Kundu, Jay Lee
Abstract 151 | PDF Downloads 101 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3177

TireEye: Optical On-board Tire Wear Detection

Sebastian Huber, Peter Preindl, Johannes Betz
Abstract 146 | PDF Downloads 145 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3242

Learning Data-Driven Model of Damped Coupled Oscillators from System Impulse Response

Jacob Fabro, Gregory W. Vogl, Yongzhi Qu, Reese Eischens
Abstract 92 | PDF Downloads 109 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3204

Accelerometer-Based Bearing Condition Indicator Estimation Using Semi-Supervised Adaptive DSVDD

Maarten Meire, Robert Brijder, Gert Dekkers, Peter Karsmakers
Abstract 138 | PDF Downloads 109 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3173

A Framework for Evaluating Analytic Hyperparameters

Shashvat Prakash, Antoni Brzoska, Sanket Amin
Abstract 84 | PDF Downloads 85 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3199

Probabilistic Safety Assessment in Composite Materials using BNN by ABC-SS

Juan Fernández, Juan Chiachío, Manuel Chiachío, Ali Saleh
Abstract 140 | PDF Downloads 98 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3275

Voltage-Based Physical Layer Fault Diagnosis for Controller Area Network

Alaeddin Bani Milhim, Hadyan Ramadhan, Hamed Kazemi, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 122 | PDF Downloads 76 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3168

Physics Informed Deep Learning for Tracker Fault Detection in Photovoltaic Power Plants

Jannik Zgraggen, Yuyan Guo, Antonio Notaristefano, Lilach Goren Huber
Abstract 235 | PDF Downloads 138 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3235

Evaluating Vector Representations of Short Text Data for Automating Recommendations of Maintenance Cases

Akshay Peshave, Kareem Aggour, Asma Ali, Varish Mulwad, Sharad Dixit, Abhinav Saxena
Abstract 162 | PDF Downloads 93 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3196

Data Challenge Papers

Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill

Yong Chae Kim, Taehun Kim, Jin Uk Ko, Jinwook Lee, Keon Kim
Abstract 169 |

Feature Design, Selection, and Model Optimization for Fault Classification in a Hydraulic Rock Drill

Jose Montoya-Bedoya, Russell Graves, Shyam Joshi, Mahaveer Satra
Abstract 81 |

A Hybrid Approach of Data-Driven and Signal Processing-Based Methods for Fault Diagnosis of Hydraulic Rock Drill

Hye Jun Oh, Jinoh Yoo, Sangkyung Lee, Minseok Chae, Jongmin Park, Byeng D Youn
Abstract 124 |

Doctoral Symposium Summaries

Poster Presentations

Self-supervised Learning for Efficient Remaining Useful Life Prediction

Wilhelm Söderkvist Vermelin, Andreas Lövberg, Konstantinos Kyprianidis
Abstract 117 | PDF Downloads 78 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3222

Unsupervised Machine Learning and Data mining Techniques for Telematics data to uncover fault behaviour

Gaurav Khadse, Ravi Jambhale, Deepa Tavargeri Adiga, Prasanna P Tagare, Nilesh Powar
Abstract 174 | PDF Downloads 115 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3203

FliPSi: Generating Data for the Training of Machine Learning Algorithms for CPPS

Maria Krantz, Niklas Widulle, Anna Nordhausen, Artur Liebert, Jonas Ehrhardt, Sebastian Eilermann, Oliver Niggemann
Abstract 95 | PDF Downloads 52 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3229

The PHM Digital Hierarchy of Needs

Joseph Barta, Ethan Erlhoff, Dania Alfeerawi
Abstract 143 | PDF Downloads 306 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3211