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

ISBN – 978-1-936263-37-0

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 914 | PDF Downloads 634 | 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 751 | PDF Downloads 708 | 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 749 | PDF Downloads 788 | 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 760 | PDF Downloads 680 Slides (PDF) Downloads 169 | 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 596 | PDF Downloads 533 | 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 718 | PDF Downloads 662 | 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 606 | PDF Downloads 607 | 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 653 | PDF Downloads 597 | 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 737 | PDF Downloads 579 | 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 858 | PDF Downloads 731 | 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 780 | PDF Downloads 571 | 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 626 | PDF Downloads 538 | 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 577 | PDF Downloads 535 | 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 554 | PDF Downloads 545 | 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 605 | PDF Downloads 567 | 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 591 | PDF Downloads 786 | 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 5026 | PDF Downloads 773 | 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 556 | PDF Downloads 613 | 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 551 | PDF Downloads 978 | 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 648 | PDF Downloads 586 | 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 575 | PDF Downloads 506 | 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 2351 | PDF Downloads 684 | 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 613 | PDF Downloads 563 | 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 771 | PDF Downloads 505 | 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 901 | PDF Downloads 574 | 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 599 | PDF Downloads 511 | 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 548 | PDF Downloads 478 | 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 698 | PDF Downloads 501 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3274
PDF

Integrated Vehicle Health Monitoring on a Truck

Eric Bechhoefer, Joelle Kessler
Abstract 811 | PDF Downloads 680 | 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 552 | PDF Downloads 535 | 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 577 | PDF Downloads 546 | 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 621 | PDF Downloads 518 | 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 895 | PDF Downloads 557 | 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 783 | PDF Downloads 560 | 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 657 | PDF Downloads 529 | 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 516 | PDF Downloads 459 Slides (PDF) Downloads 91 | 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 488 | PDF Downloads 467 | 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 514 | PDF Downloads 511 | 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 661 | PDF Downloads 507 | 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 585 | PDF Downloads 522 Slides (PDF) Downloads 118 | 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 736 | PDF Downloads 463 | 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 664 | PDF Downloads 547 | 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 662 | PDF Downloads 1015 | 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 696 | PDF Downloads 518 | 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 642 | PDF Downloads 479 | 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 529 | PDF Downloads 510 | 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 543 | PDF Downloads 503 | 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 591 | PDF Downloads 601 | 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 629 | PDF Downloads 516 | 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 648 | PDF Downloads 549 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3238
PDF

A Framework for Evaluating Analytic Hyperparameters

Shashvat Prakash, Antoni Brzoska, Sanket Amin
Abstract 536 | PDF Downloads 488 | 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 553 | PDF Downloads 494 | 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 838 | PDF Downloads 481 | 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 820 | PDF Downloads 626 | 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 861 | PDF Downloads 525 | 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 688 | PDF Downloads 578 | 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 675 | PDF Downloads 581 | 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 531 | PDF Downloads 505 | 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 697 |

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

Jose Montoya-Bedoya, Russell Graves, Shyam Joshi, Mahaveer Satra
Abstract 507 |

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 635 |

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 492 |

Securing Deep Learning against Adversarial Attacks for Connected and Automated Vehicles

Chunheng Zhao, Pierluigi Pisu
Abstract 462 |

Risk-Informed Operations and Maintenance Decision Making Using Deep Reinforcement Learning

Ryan Spangler
Abstract 402 |

Development of an Open Distributed Digital Twin Model for Effective Asset management in Industrial Internet of Things (IIOT)

Ibrahim Abdullahi, Dr Suresh P.
Abstract 2201 |

Novel Characterization of Micro-scale Anomalies in Adhesively Jointed Structures

Do-Kyung Pyun, Daniel J. Barnard, Leonard J. Bond
Abstract 416 |

An Adaptive Modeling Framework for Prognostics and Health Management of Manufacturing Machinery

Maxwell Toothman
Abstract 404 |

PHM-enabled Production Planning and Control Process

Kevin Wesendrup
Abstract 382 |

Remaining useful life of a microgripper for intracorporeal surgeries

Liseth Victoria Pasaguayo Baez
Abstract 352 |

Artificial Intelligence and Physics-of-Failure Prognostics Methods for Aircraft Maintenance and Reliability

Thomas Pioger, Marcia Baptista
Abstract 2511 |

Lebesgue-Sampling-based Li-Battery Whole-Service-Life SOC Estimation Using Simplified First Principle (SFP) Model

Enhui Liu
Abstract 404 |

Spatio-Temporal Fractal Manifold Learning on Structure Health Monitoring

Nan Xu
Abstract 437 |

Poster Presentations

Self-supervised Learning for Efficient Remaining Useful Life Prediction

Wilhelm Söderkvist Vermelin, Andreas Lövberg, Konstantinos Kyprianidis
Abstract 640 | PDF Downloads 517 | 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 531 | PDF Downloads 429 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3167
PDF

Towards Bearings Prognostics Based on Oil Debris

Orel Portal, Jacob Bortman
Abstract 498 | PDF Downloads 427 | 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 457 | PDF Downloads 467 | 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 763 | PDF Downloads 525 | 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 623 | PDF Downloads 490 | 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 712 | PDF Downloads 493 | 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 512 | PDF Downloads 447 | 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 768 | PDF Downloads 475 | 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 668 | PDF Downloads 474 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3215
PDF

The PHM Digital Hierarchy of Needs

Joseph Barta, Ethan Erlhoff, Dania Alfeerawi
Abstract 520 | PDF Downloads 791 | DOI https://doi.org/10.36001/phmconf.2022.v14i1.3211
PDF