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Vol. 14 No. 1 (2022): Proceedings of the Annual Conference of the PHM Society 2022
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
1135 | PDF Downloads
721 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3144
PDF
Machining Tool and Bearing Failure Analysis Using the Orthogonal Hilbert-Huang Transform on Vibration and Motor Current Datasets
Trent Furlong, Karl Reichard
Abstract
831 | PDF Downloads
786 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3224
PDF
Towards Predictive Maintenance of a Heavy-Duty Gas Turbine A New Hybrid Intelligent Methodology for Performance Simulation
Yiyang Liu, Xiaomo Jiang
Abstract
918 | PDF Downloads
887 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3148
PDF
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
904 | PDF Downloads
809 Slides (PDF) Downloads
213 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3188
PDF
Slides (PDF)
Critical Components' Selection Methodology of a Microgripper for Intracorporeal Surgery
Liseth Pasaguayo, Zeina Al Masry, Sergio Lescano, Noureddine Zerhouni
Abstract
685 | PDF Downloads
583 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3156
PDF
Remaining useful life estimation of turbofan engines using adaptive fault detection learning
Moncef Soualhi, K Nguyen, Kamal Medjaher, N Zerhouni
Abstract
818 | PDF Downloads
736 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3261
PDF
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
710 | PDF Downloads
710 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3227
PDF
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
746 | PDF Downloads
651 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3256
PDF
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
885 | PDF Downloads
713 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3150
PDF
Remaining Useful Life Prediction using Gaussian Process Regression Model
Katarina Vuckovic, Shashvat Prakash
Abstract
1013 | PDF Downloads
850 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3220
PDF
Interpretable Neural Network with Limited Weights for Constructing Simple and Explainable HI using SHM Data
Morteza Moradi, Panagiotis Komninos, Rinze Benedictus, Dimitrios Zarouchas
Abstract
873 | PDF Downloads
638 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3185
PDF
Variable Perturbation Based Fault Diagnosis for Industrial Process
Tanmaya Singhal, Kuldeep Singh, Kalyani Zope, Sri Harsha Nistala, Venkataramana Runkana
Abstract
723 | PDF Downloads
602 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3251
PDF
A New Data Processing Method for Acoustic Emission Signals for Metalworking Fluid Classification
Xiao Wei, Dirk Soeffker
Abstract
638 | PDF Downloads
596 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3145
PDF
Unsupervised Data-Driven Approach for Fault Diagnostic of Spacecraft Gyroscope
Hicham Henna, Houari Toubakh, Mohamed Redouane KAFI, Moamar Sayed MOUCHAWEH
Abstract
639 | PDF Downloads
616 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3216
PDF
ML Detection and Isolation of Functional Failures using Syndrome Diagnostics
Yan Li, Daniel Chan, Navid Zaman, Evan Apostolou, Paddy Conroy
Abstract
664 | PDF Downloads
623 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3178
PDF
Investigation of the Vibration Induced Harness Failure
Yan Chen, Zaffir Chaudhry, William Luker, Marek Zajac
Abstract
738 | PDF Downloads
877 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3245
PDF
Data Analytics and Visualization Application for Asset Health Monitoring
Richard Carley, Sara Fuller, William Bond, Parker Jones, David Allen, Adam Jordan, Terrill Falls
Abstract
5161 | PDF Downloads
854 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3214
PDF
A Statistical Classification Approach to Valve Condition Monitoring Using Pressure Features
Jacob Chesnes, Jason Kolodziej, Daniel Nelson
Abstract
633 | PDF Downloads
690 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3382
PDF
Development of an End State Vision to Implement Digital Monitoring in Nuclear Plants
Cody Walker, Vivek Agarwal, Pradeep Ramuhalli, Nancy Lybeck
Abstract
656 | PDF Downloads
1062 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3176
PDF
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
758 | PDF Downloads
640 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3241
PDF
Feasibility of Low-cost Vibration Monitoring for Ground Vehicles
Abu Islam, Matthew Sullivan, Sean McConky, Michael Thurston, Adam Agosti, Nenad Nenadic
Abstract
780 | PDF Downloads
543 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3207
PDF
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
2641 | PDF Downloads
775 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3304
PDF
SafeMAP: Safe Multi-Agent Planning framework based on Dynamic Probabilistic Risk Assessment
Mohammad Hejase, Portia Banerjee
Abstract
699 | PDF Downloads
640 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3239
PDF
A Control Approach to Fault Disambiguation
Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract
1054 | PDF Downloads
575 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3287
PDF
Wheel Bearing Fault Detection for Automobiles using Wheel Speed Sensor
Samba Drame, Graeme Garner, Hossein Sadjadi, Xinyu Du
Abstract
1182 | PDF Downloads
673 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3171
PDF
Predictive System Reconfiguration for Fulfillment of Future Mission Requirements
Bruno Paes Leao, Justinian Rosca, David Fecek, Karl Reichard, Xianyong Feng
Abstract
699 | PDF Downloads
575 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3236
PDF
Multi-Kernel based Adaptive Support Vector Machine for Scalable Predictive Maintenance
Koushik Manjunatha, Vivek Agarwal
Abstract
637 | PDF Downloads
534 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3198
PDF
A Methodology for Online Sensor Recalibration
Ramuhalli Pradeep, Michael Muhlheim, Askin Guler Yigitoglu, Alex Huning, Abhinav Saxena
Abstract
990 | PDF Downloads
567 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3274
PDF
Integrated Vehicle Health Monitoring on a Truck
Eric Bechhoefer, Joelle Kessler
Abstract
1031 | PDF Downloads
746 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3162
PDF
Evaluation of NVIDIA Jetson System for Vibration HUMS
Nenad Nenadic, Christopher Valant, Sean McConky, Michael Thurston, Patrick Horney, Allen Jones
Abstract
650 | PDF Downloads
588 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3232
PDF
An Ontology for Prognostic Health Management in Spacecraft Avionics
Michael Cullen Halvorson, Noah Moyers, I. Dale Thomas
Abstract
684 | PDF Downloads
628 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3195
PDF
Application of Convolutional and Feedforward Neural Networks for Fault Detection in Particle Accelerator Power Systems
Majdi Radaideh, Chris Pappas, Pradeep Ramuhalli, Sarah Cousineau
Abstract
734 | PDF Downloads
581 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3270
PDF
Mixed Initiative Approach for Reliable Tagging of Maintenance Records with Machine Learning
Naresh Iyer, Nurali Virani, Zhaoyuan Yang, Abhinav Saxena
Abstract
1165 | PDF Downloads
625 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3159
PDF
A Transfer Learning-Based Rolling Bearing Fault Diagnosis Across Machines
Dandan Peng, Chenyu Liu, Konstantinos Gryllias
Abstract
912 | PDF Downloads
626 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3257
PDF
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
758 | PDF Downloads
603 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3154
PDF
A Causal Approach to Integrate Component Health Data into System Reliability Models
Diego Mandelli, Congjian Wang
Abstract
602 | PDF Downloads
502 Slides (PDF) Downloads
122 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3223
PDF
Slides (PDF)
Partially Supervised Classification for Industrial System using Deep Neural Network
Hao Huang, Tapan Shah
Abstract
579 | PDF Downloads
516 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3187
PDF
Equipment Vibration Condition Monitoring Technology Based on Spectrum Image Deep Learning Models
Gun Sik Kim, Deog Hyeon Kim, Jae Min Lee, Jin Woo Park
Abstract
583 | PDF Downloads
588 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3218
PDF
Fault Injection Method and Ground-truth Development to Enable a Low-cost Bearing Fault Monitoring System in the Automotive Industry
Ehsan Jafarzadeh, Dezhi Li, Sara Rahimifard, Paola Sant Anna, Yu Cao, Hossein Sadjadi
Abstract
874 | PDF Downloads
594 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3180
PDF
A Model Based Approach to Extract Health Information from Textual Data
Diego Mandelli, Congjian Wang
Abstract
682 | PDF Downloads
573 Slides (PDF) Downloads
146 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3249
PDF
Slides (PDF)
A Framework to Rank Prognostics Health Indicators with Application to Brake Rotors
Hamed Kazemi, Xinyu Du, Hossein Sadjadi
Abstract
964 | PDF Downloads
524 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3142
PDF
A Novel Technique for Data Quality Improvement in Human Health PHM
John Taco, Brandon Foreman, Pradeep Kundu, Jay Lee
Abstract
836 | PDF Downloads
608 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3177
PDF
TireEye: Optical On-board Tire Wear Detection
Sebastian Huber, Peter Preindl, Johannes Betz
Abstract
805 | PDF Downloads
1151 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3242
PDF
A Fault Detection Technique based on Deep Transfer Learning from Experimental Linear Actuator to Real-World Railway Door Systems
Minoru Shimizu, Suresh Perinpanayagam, Bernadin Namoano
Abstract
766 | PDF Downloads
577 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3378
PDF
A Gentle Correctness Verification of the Theory of Uncertain Event Prognosis to Compute Failure Time Probability
David Acuña-Ureta, Marcos Orchard
Abstract
854 | PDF Downloads
540 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3175
PDF
An Assessment of Different Reinforcement Learning Methods for Creating a Decision Support System Based on the Petri Net Model
Ali Saleh, Manuel Chiachio
Abstract
610 | PDF Downloads
591 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3240
PDF
Learning Data-Driven Model of Damped Coupled Oscillators from System Impulse Response
Jacob Fabro, Gregory W. Vogl, Yongzhi Qu, Reese Eischens
Abstract
629 | PDF Downloads
546 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3204
PDF
Evaluation of Different PHM Strategies on the Performances of a Prognostic Framework for Electro-Hydraulic Actuators for Stability Control Augmentation Systems
Andrea De Martin, Giovanni Jacazio, Massimo Sorli
Abstract
688 | PDF Downloads
705 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3289
PDF
Accelerometer-Based Bearing Condition Indicator Estimation Using Semi-Supervised Adaptive DSVDD
Maarten Meire, Robert Brijder, Gert Dekkers, Peter Karsmakers
Abstract
721 | PDF Downloads
561 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3173
PDF
Enabling in-time prognostics with surrogate modeling through physics-enhanced Dynamic Mode Decomposition method
Katelyn Jarvis, Matteo Corbetta, Christopher Teubert, Stefan Schuet
Abstract
887 | PDF Downloads
600 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3238
PDF
A Framework for Evaluating Analytic Hyperparameters
Shashvat Prakash, Antoni Brzoska, Sanket Amin
Abstract
622 | PDF Downloads
542 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3199
PDF
Probabilistic Safety Assessment in Composite Materials using BNN by ABC-SS
Juan Fernández, Juan Chiachío, Manuel Chiachío, Ali Saleh
Abstract
636 | PDF Downloads
578 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3275
PDF
Voltage-Based Physical Layer Fault Diagnosis for Controller Area Network
Alaeddin Bani Milhim, Hadyan Ramadhan, Hamed Kazemi, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract
1102 | PDF Downloads
576 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3168
PDF
Physics Informed Deep Learning for Tracker Fault Detection in Photovoltaic Power Plants
Jannik Zgraggen, Yuyan Guo, Antonio Notaristefano, Lilach Goren Huber
Abstract
977 | PDF Downloads
755 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3235
PDF
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
1125 | PDF Downloads
611 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3196
PDF
Unsupervised Anomaly Detection Using Batteries in Electric Aerial Vehicle Propulsion Test-Bed
John Pace, Jubilee Prasad Rao, Jesse Williams, Liang He
Abstract
779 | PDF Downloads
641 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3272
PDF
Improving the Performance of Bearing Fault Detection on a Turbo Shaft Engine
Eric Bechhoefer, Joshua Kethan
Abstract
902 | PDF Downloads
656 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3161
PDF
Online Battery SOH Prediction under Intra-Cycle Variation of Discharge Current and Non-Standard Charging and Discharging Practices
Areum Kim, Sukhan Lee
Abstract
618 | PDF Downloads
584 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3230
PDF
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
781 |
Feature Design, Selection, and Model Optimization for Fault Classification in a Hydraulic Rock Drill
Jose Montoya-Bedoya, Russell Graves, Shyam Joshi, Mahaveer Satra
Abstract
590 |
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
692 |
Doctoral Symposium Summaries
Modeling Degradation Systems with Latent States: A Framework with State Space Models and Recurrent Neural Network
Md Tanzin Farhat, Ramin Moghaddass
Abstract
536 |
Securing Deep Learning against Adversarial Attacks for Connected and Automated Vehicles
Chunheng Zhao, Pierluigi Pisu
Abstract
538 |
Risk-Informed Operations and Maintenance Decision Making Using Deep Reinforcement Learning
Ryan Spangler
Abstract
447 |
Development of an Open Distributed Digital Twin Model for Effective Asset management in Industrial Internet of Things (IIOT)
Ibrahim Abdullahi, Dr Suresh P.
Abstract
2317 |
Novel Characterization of Micro-scale Anomalies in Adhesively Jointed Structures
Do-Kyung Pyun, Daniel J. Barnard, Leonard J. Bond
Abstract
463 |
An Adaptive Modeling Framework for Prognostics and Health Management of Manufacturing Machinery
Maxwell Toothman
Abstract
456 |
PHM-enabled Production Planning and Control Process
Kevin Wesendrup
Abstract
456 |
Remaining useful life of a microgripper for intracorporeal surgeries
Liseth Victoria Pasaguayo Baez
Abstract
402 |
Artificial Intelligence and Physics-of-Failure Prognostics Methods for Aircraft Maintenance and Reliability
Thomas Pioger, Marcia Baptista
Abstract
2601 |
Lebesgue-Sampling-based Li-Battery Whole-Service-Life SOC Estimation Using Simplified First Principle (SFP) Model
Enhui Liu
Abstract
469 |
Spatio-Temporal Fractal Manifold Learning on Structure Health Monitoring
Nan Xu
Abstract
519 |
Poster Presentations
Self-supervised Learning for Efficient Remaining Useful Life Prediction
Wilhelm Söderkvist Vermelin, Andreas Lövberg, Konstantinos Kyprianidis
Abstract
797 | PDF Downloads
589 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3222
PDF
Novel Model-Based Decision Support System for Reliable Human Machine Systems in Complex Situations
Abderahman Bejaoui, Chao He, Dirk Söffker
Abstract
631 | PDF Downloads
506 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3167
PDF
Towards Bearings Prognostics Based on Oil Debris
Orel Portal, Jacob Bortman
Abstract
608 | PDF Downloads
493 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3191
PDF
Data Driven Condition Monitoring Based on a Digital Twin for a Linear Actuator Realized As a Closed Hydraulic System
Kurt Pichler, Paul Foschum, Rainer Haas, Johannes Schwacke
Abstract
566 | PDF Downloads
514 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3174
PDF
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
916 | PDF Downloads
585 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3203
PDF
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
720 | PDF Downloads
576 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3229
PDF
Industry 4.0 for Aerospace Manufacturing: Condition Based Maintenance Methodology, Implementation and Challenges
Xiaorui, Shaun, Chetan
Abstract
818 | PDF Downloads
570 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3189
PDF
Corrosion Risk Estimation and Cause Analysis on Turbofan Engine
Jérôme Lacaille, Raphaël Langhendries
Abstract
693 | PDF Downloads
523 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3254
PDF
Federated Learning on Tamperproof Data for PHM on Marine Vessels Using a Docker Based Infrastructure
Nikita Karandikar, Knut Erik Knutsen, Shuai Wang, Grunde Løvoll
Abstract
866 | PDF Downloads
571 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3149
PDF
Leveraging Within-Bank Comparison for Anomaly Detection, Diagnostics, and Prognostics in Advanced Nuclear Power Plants
Nicholas Fullilove, Daniel Dos Santos, Abhinav Saxena, Jamie Coble
Abstract
953 | PDF Downloads
576 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3215
PDF
The PHM Digital Hierarchy of Needs
Joseph Barta, Ethan Erlhoff, Dania Alfeerawi
Abstract
597 | PDF Downloads
896 |
DOI
https://doi.org/10.36001/phmconf.2022.v14i1.3211
PDF
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