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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 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
288 | PDF Downloads
199 |
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
333 | PDF Downloads
157 |
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
275 | PDF Downloads
183 |
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
276 | PDF Downloads
240 |
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
186 | PDF Downloads
114 |
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
184 | PDF Downloads
126 |
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
251 | PDF Downloads
188 |
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
204 | PDF Downloads
113 |
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
177 | PDF Downloads
111 |
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
226 | PDF Downloads
117 |
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
302 | PDF Downloads
177 |
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
158 | PDF Downloads
92 |
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
260 | PDF Downloads
161 |
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
242 | PDF Downloads
135 |
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
269 | PDF Downloads
226 |
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
249 | PDF Downloads
112 |
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
208 | PDF Downloads
136 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3014
PDF
Diagnosing Systems through Approximated Information
Alexander Diedrich, Oliver Niggemann
Abstract
165 | PDF Downloads
99 |
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
847 | PDF Downloads
714 |
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
154 | PDF Downloads
79 |
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
243 | PDF Downloads
569 |
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
173 | PDF Downloads
140 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3071
PDF
Evaluating and Optimizing Analytic Signals
Shashvat Prakash, Antoni Brzoska
Abstract
1462 | PDF Downloads
564 |
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
198 | PDF Downloads
120 |
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
387 | PDF Downloads
232 |
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
159 | PDF Downloads
102 |
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
208 | PDF Downloads
120 |
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
138 | PDF Downloads
94 |
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
489 | PDF Downloads
233 |
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
178 | PDF Downloads
89 |
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
346 | PDF Downloads
237 |
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
246 | PDF Downloads
170 |
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
270 | PDF Downloads
129 |
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
135 | PDF Downloads
84 |
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
325 | PDF Downloads
106 |
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
191 | PDF Downloads
139 |
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
140 | PDF Downloads
86 |
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
238 | PDF Downloads
129 |
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
174 | PDF Downloads
121 |
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
297 | PDF Downloads
160 |
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
187 | PDF Downloads
109 |
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
162 | PDF Downloads
128 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.2975
PDF
Data Challenge Winners
Remaining Useful Life Prediction of Aircraft Engines with Variable Length Input Sequences
Andreas L¨ovberg
Abstract
358 | PDF Downloads
204 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3108
PDF
Inception Based Deep Convolutional Neural Network for Remaining Useful Life Estimation of Turbofan Engines
Nathaniel DeVol, Christopher Saldana, Katherine Fu
Abstract
248 | PDF Downloads
220 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.3109
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
437 | PDF Downloads
270 |
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
157 | PDF Downloads
73 |
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
955 | PDF Downloads
44 |
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
173 | PDF Downloads
62 |
DOI
https://doi.org/10.36001/phmconf.2021.v13i1.2988
PDF
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