Vol. 13 No. 1 (2021): Proceedings of the Annual Conference of the PHM Society 2021

ISBN – 978-1-936263-35-6

Edited by:

Chetan Kulkarni, Abhinav Saxena, and Felipe Viana

Published: 2021-11-24

Technical Papers

A Data Management Framework & UAV Simulation Testbed for the Study of System-level Prognostics Technologies

Timothy Darrah, Jeremy Frank, Marcos Quinones-Grueiro, Gautam Biswas
Abstract 421 | PDF Downloads 311 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3030
PDF

A Particle-Swarm-Optimization-Based Approach for the State-of-Charge Estimation of an Electric Vehicle When Driven Under Real Conditions

Aramis Perez, Francisco Jaramillo, Cesar Baeza, Martin Valderrama, Vanessa Quintero, Marcos Orchard
Abstract 469 | PDF Downloads 254 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3013
PDF

A Study of Deep Neural Networks Transfer Learning For Fault Diagnosis Applications

Michael Franco-Garcia, Nithya Nalluri, Alex Benasutti, Larry Pearlstein, Mohammed Alabsi
Abstract 383 | PDF Downloads 292 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2996
PDF

Active Learning Framework for Time-Series Classification of Vibration and Industrial Process Data

Sergio Martin del Campo Barraza, William Lindskog, Davide Badalotti, Oskar Liew, Arash Toyser
Abstract 388 | PDF Downloads 383 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3059
PDF

Aligning the Production Planning and Control Process with Prognostics and Health Management

Kevin Wesendrup, Bernd Hellingrath
Abstract 278 | PDF Downloads 217 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2990
PDF

An Application Based Comparison of Statistical Versus Deep Learning Approaches to Reciprocating Compressor Valve Condition Monitoring

Jacob Chesnes, Jason Kolodziej
Abstract 256 | PDF Downloads 196 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3081
PDF

An End-to-End Learning Framework for Early Prediction of Battery Capacity Trajectory

Jinqiang Liu, Adam Thelen, Chao Hu, Xiao-Guang Yang
Abstract 337 | PDF Downloads 333 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3053
PDF

An Offline Deep Reinforcement Learning for Maintenance Decision-Making

Hamed Khorasgani, Haiyan Wang, Chetan Gupta, Ahmed Farahat
Abstract 259 | PDF Downloads 176 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3009
PDF

Analysis of the Deployment Strategies of Reinforcement Learning Controllers for Complex Dynamic Systems

Ibrahim Ahmed, Marcos Quinones Grueiro, Gautam Biswas
Abstract 265 | PDF Downloads 169 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3020
PDF

Autoencoder Based Anomaly Detector for Gear Tooth Bending Fatigue Cracks

Adrian Hood, Christopher Valant, Patrick Horney, Allen Jones, Jared S. Lantner, Josiah Martuscello, Nenad Nenadic
Abstract 324 | PDF Downloads 186 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3003
PDF

Bayesian Network Based Causal Map Generation and Root Cause Identification in Complex Industrial Processes

Kalyani Zope, Tanmaya Singhal, Sri Harsha Nistala, Venkataramana Runkana
Abstract 401 | PDF Downloads 291 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3050
PDF

Brinell Fault Injection to Enable Development of a Wheel Bearing Fault Monitoring System for Automobiles

Graeme Garner, Samba Drame, Xinyu Du, Hossein Sadjadi
Abstract 252 | PDF Downloads 144 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2986
PDF

Collaborative Prognostics for Machine Fleets Using a Novel Federated Baseline Learner

Vibhor Pandhare, Xiaodong Jia, Jay Lee
Abstract 370 | PDF Downloads 244 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2989
PDF

Condition Monitoring of Wind Turbines and Extraction of Healthy Training Data using an Ensemble of Advanced Statistical Anomaly Detection Models

Xavier Chesterman, Timothy Verstraeten, Pieter-Jan Daems, Ann Nowé, Jan Helsen
Abstract 345 | PDF Downloads 226 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2980
PDF

Data-Driven Diagnostics and Prognostics for Modelling the State of Health of Maritime Battery Systems – a Review

Erik Vanem, Øystein Åsheim Alnes, James Lam
Abstract 333 | PDF Downloads 328 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2972
PDF

Deep Unsupervised Transfer Learning for Health Status Prediction of a Fleet of Wind Turbines with Unbalanced Data

Dandan Peng, Chenyu Liu, Wim Desmet, Konstantinos Gryllias
Abstract 322 | PDF Downloads 180 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3069
PDF

Degradation Detection for Internal Gear Pumps using Pressure Reduction Time Maps

Kurt Pichler, Rainer Haas, Veronika Putz, Christian Kastl
Abstract 319 | PDF Downloads 224 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3014
PDF

Diagnosing Systems through Approximated Information

Alexander Diedrich, Oliver Niggemann
Abstract 230 | PDF Downloads 166 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2983
PDF

Digital Twin-Driven Process and Equipment FMECA Generation for Smart Manufacturing Applications

Sudipto Ghoshal, Jay Meyer, Venkat Malepati, Caleb Hudson, Somnath Deb, Andrew Hess, Feraidoon Zahiri, Gregory Sutton
Abstract 1115 | PDF Downloads 1411 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3085
PDF

Electric Power Steering Power Circuit Health Assessment and Mitigation Strategy

Wen-Chiao Lin, Graeme Garner, Yat-Chung Tang, Arash Mohtat
Abstract 215 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2997
PDF

Enhancing the Diagnostic Performance of Condition Based Maintenance Through the Fusion of Sensor with Maintenance Data

Henrik Simon, Sascha Schoenhof
Abstract 420 | PDF Downloads 706 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2981
PDF

Estimating Dynamic Cutting Forces of Machine Tools from Measured Vibrations using Sparse Regression with Nonlinear Function Basis

Yongzhi Qu, Gregory W. Vogl
Abstract 245 | PDF Downloads 206 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3071
PDF

Evaluating and Optimizing Analytic Signals

Shashvat Prakash, Antoni Brzoska
Abstract 2231 | PDF Downloads 973 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2968
PDF

Explainable Machinery Faults Prediction Using Ensemble Tree Classifiers: Bagging or Boosting?

Somayeh Bakkhtiari Ramezani, Amin Amirlatifi, Thomas Kirby, Maria Seale, Shahram Rahimi
Abstract 275 | PDF Downloads 196 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3063
PDF

Exploring Cloud Assisted Tiny Machine Learning Application Patterns for PHM Scenarios

Xingyu Zhou, Zhuangwei Kang, Robert Canady, Shunxing Bao, Daniel Allen Balasubramanian, Aniruddha Gokhale
Abstract 515 | PDF Downloads 311 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3054
PDF

Fault Detection in a Physcially Redundant MEMS Accelerometer Array

Daniel Watson, Karl Reichard
Abstract 214 | PDF Downloads 157 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2999
PDF

Fault Detection via Sparsity-based Blind Filtering on Experimental Vibration Signals

Kayacan Kestel, Cédric Peeters, Jérôme Antoni, Jan Helsen
Abstract 277 | PDF Downloads 169 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3000
PDF

Health Indicators to Estimate Health of Magnetic Wheel Encoder

Jasmeet Singh Ladoiye, Douglas Spry, Milad Jalali
Abstract 178 | PDF Downloads 157 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2979
PDF

Interpretation of Deep Learning Models in Bearing Fault Diagnosis

Menno Liefstingh, Cees Taal, Sebastián Echeverri Restrepo, Alireza Azarfar
Abstract 583 | PDF Downloads 311 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3047
PDF

Learning an Optimal Operational Strategy for Service Life Extension of Gear Wheels with Double Deep Q Networks

Mark Henss, Yvonne Gretzinger, Tamer Tevetoglu, Maximilian Posner, Bernd Bertsche
Abstract 216 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2978
PDF

Li-ion Battery Aging with Hybrid Physics-Informed Neural Networks and Fleet-wide Data

Renato G. Nascimento, Matteo Corbetta, Chetan S. Kulkarni, Felipe A. C. Viana
Abstract 542 | PDF Downloads 425 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2998
PDF

Methodology on Establishing Multivariate Failure Thresholds for Improved Remaining Useful Life Prediction in PHM

Wenzhe Li, Xiaodong Jia, Yuan-Ming Hsu, Youwen Liu, Jay Lee
Abstract 325 | PDF Downloads 226 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3007
PDF

Methods to Improve the Prognostics of Time-to-Failure Models

Edward Baumann, Pedro A. Forero, Gray Selby, Charles Hsu
Abstract 330 | PDF Downloads 181 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3001
PDF

Modeling Health Status Identification in a Gas Turbine System: Three-Class Classification Approaches

Catherine Cheung, Calista Biondic, Zouhair Hamaimou, Julio J. Valdes
Abstract 177 | PDF Downloads 124 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3052
PDF

Modeling the Business Value of a Predictive Maintenance System using Monte Carlo Simulation

Graeme Garner, Paola Santanna, Hossein Sadjadi
Abstract 561 | PDF Downloads 167 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2985
PDF

Model-based Damage Detection through Physics Guided Learning

Ali I. Ozdagli, Xenofon Koutsoukos
Abstract 299 | PDF Downloads 205 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3012
PDF

On Adversarial Vulnerability of PHM algorithms – An initial Study

Weizhong Yan, Zhaoyuan Yang, Jianwei Qiu
Abstract 198 | PDF Downloads 121 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3057
PDF

Prognostics and Secure Health Management of Electronic Systems in a Zero-Trust Environment

Varun Khemani, Michael H. Azarian, Michael G. Pecht
Abstract 315 | PDF Downloads 179 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3006
PDF

Remaining Useful Life Calculation of a Component using Hybrid Fatigue Crack Model

Eric Bechhoefer, Lei Xiao, Xinghui Zhang
Abstract 265 | PDF Downloads 196 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3062
PDF

Remaining Useful Life Estimation using Event Data

Mahbubul Alam, Laleh Jalali, Dipanjan Ghosh, Ahmed Farahat, Chetan Gupta
Abstract 414 | PDF Downloads 227 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3055
PDF

Safety Diagnostics and Degraded Operational Modes for Off-road Unmanned Ground Combat Vehicles

Naveen Aditya Verma Dantuluri, Pierluigi Pisu
Abstract 256 | PDF Downloads 165 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3038
PDF

Suspension Fault Diagnostics Using Vehicle Pitch and Roll Models

XinyuDu, Lichao Mai, Hossein Sadjadi
Abstract 239 | PDF Downloads 199 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2975
PDF

Data Challenge Winners

Inception Based Deep Convolutional Neural Network for Remaining Useful Life Estimation of Turbofan Engines

Nathaniel DeVol, Christopher Saldana, Katherine Fu
Abstract 394 | PDF Downloads 358 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3109
PDF

Remaining Useful Life Prediction of Aircraft Engines with Variable Length Input Sequences

Andreas Lövberg
Abstract 661 | PDF Downloads 343 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3108
PDF

A Stacked Deep Convolutional Neural Network to Predict the Remaining Useful Life of a Turbofan Engine

David Solís-Martín, Juan Galán-Páez, Joaquín Borrego-Díaz
Abstract 526 | PDF Downloads 367 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3110
PDF

Poster Presentations

Building an Air Turbine Conditional Anomaly Detection Approach for Wave Power Plants

Jose Ignacio Aizpurua, Markel Penalba, Natalia Kirillova, Illart Alcorta, Jon Lekube, Dorleta Marina
Abstract 193 | PDF Downloads 107 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3028
PDF

Enhanced Visualization of Production Systems Concepts and Simulation Data for the Smart/Digital Factory

James Ong, Anand Paul, Daniel Tuohy, Feraidoon Zahiri, Gregory Sutton
Abstract 1524 | PDF Downloads 84 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.3060
PDF

Strategies to Improve Robustness of a Health Monitoring System, with Application to Brake Rotors

Hamed Kazemi, Graeme Garner, Samba Drame, Xinyu Du, Hossein Sadjadi
Abstract 249 | PDF Downloads 101 | DOI https://doi.org/10.36001/phmconf.2021.v13i1.2988
PDF