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Vol. 13 No. 1 (2021): Proceedings of the Annual Conference of the PHM Society 2021
Vol. 13 No. 1 (2021): Proceedings of the Annual Conference of the PHM Society 2021
Edited by:
Chetan Kulkarni, Abhinav Saxena, and Felipe Viana
Published:
2021-11-24
Technical Research 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
1051 | PDF Downloads
748 |
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
1274 | PDF Downloads
660 |
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
765 | PDF Downloads
639 |
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
961 | PDF Downloads
1145 |
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
795 | PDF Downloads
688 |
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
645 | PDF Downloads
534 |
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
806 | PDF Downloads
802 |
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
601 | PDF Downloads
563 |
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
735 | PDF Downloads
464 |
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
727 | PDF Downloads
454 |
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
897 | PDF Downloads
865 |
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
848 | PDF Downloads
449 |
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
928 | PDF Downloads
759 |
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
904 | PDF Downloads
740 |
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
713 | PDF Downloads
865 |
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
863 | PDF Downloads
564 |
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
704 | PDF Downloads
588 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3014
PDF
Diagnosing Systems through Approximated Information
Alexander Diedrich, Oliver Niggemann
Abstract
567 | PDF Downloads
487 |
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
1669 | PDF Downloads
2866 |
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
642 | PDF Downloads
510 |
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
1044 | PDF Downloads
1909 |
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
695 | PDF Downloads
655 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3071
PDF
Evaluating and Optimizing Analytic Signals
Shashvat Prakash, Antoni Brzoska
Abstract
4511 | PDF Downloads
1704 |
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
663 | PDF Downloads
485 |
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
1187 | PDF Downloads
705 |
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
670 | PDF Downloads
474 |
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
660 | PDF Downloads
453 |
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
430 | PDF Downloads
677 |
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
1446 | PDF Downloads
698 |
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
527 | PDF Downloads
408 |
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
1482 | PDF Downloads
1251 |
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
839 | PDF Downloads
570 |
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
670 | PDF Downloads
488 |
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
437 | PDF Downloads
365 |
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
1758 | PDF Downloads
672 |
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
1006 | PDF Downloads
802 |
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
474 | PDF Downloads
360 |
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
764 | PDF Downloads
633 |
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
821 | PDF Downloads
612 |
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
925 | PDF Downloads
609 |
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
625 | PDF Downloads
480 |
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
731 | PDF Downloads
731 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.2975
PDF
Data Challenge Papers
Inception Based Deep Convolutional Neural Network for Remaining Useful Life Estimation of Turbofan Engines
Nathaniel DeVol, Christopher Saldana, Katherine Fu
Abstract
1075 | PDF Downloads
874 |
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
2617 | PDF Downloads
1364 |
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
916 | PDF Downloads
794 |
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
423 | PDF Downloads
306 |
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
2866 | PDF Downloads
305 |
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
733 | PDF Downloads
331 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.2988
PDF
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