About the Journal

The annual Conference of the Prognostics and Health Management (PHM) Society is held each autum in North America and brings together the global community of PHM experts from industry, academia, and government in diverse application areas including energy, aerospace, transportation, automotive, manufacturing, and industrial automation.

All articles published by the PHM Society are available to the global PHM community via the internet for free and without any restrictions.


Current Issue

ISBN – 978-1-936263-37-0

Edited by:

Chetan Kulkarni and Abhinav Saxena

Published: 2022-10-28

Technical Research Papers

Towards Predictive Maintenance of a Heavy-Duty Gas Turbine A New Hybrid Intelligent Methodology for Performance Simulation

Yiyang Liu, Xiaomo Jiang
Abstract 231 | PDF Downloads 235
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A Dataset for Fault Classification in Rock Drills, a Fast Oscillating Hydraulic System

Erik Jakobsson, Erik Frisk, Mattias Krysander, Robert Pettersson
Abstract 259 | PDF Downloads 188
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Machining Tool and Bearing Failure Analysis Using the Orthogonal Hilbert-Huang Transform on Vibration and Motor Current Datasets

Trent Furlong, Karl Reichard
Abstract 225 | PDF Downloads 237
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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 236 | PDF Downloads 245 Slides (PDF) Downloads 53
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Critical Components' Selection Methodology of a Microgripper for Intracorporeal Surgery

Liseth Pasaguayo, Zeina Al Masry, Sergio Lescano, Noureddine Zerhouni
Abstract 145 | PDF Downloads 148
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Remaining useful life estimation of turbofan engines using adaptive fault detection learning

Moncef Soualhi, K Nguyen, Kamal Medjaher, N Zerhouni
Abstract 242 | PDF Downloads 249
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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 170 | PDF Downloads 142
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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 229 | PDF Downloads 200
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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 232 | PDF Downloads 169
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Remaining Useful Life Prediction using Gaussian Process Regression Model

Katarina Vuckovic, Shashvat Prakash
Abstract 338 | PDF Downloads 276
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Interpretable Neural Network with Limited Weights for Constructing Simple and Explainable HI using SHM Data

Morteza Moradi, Panagiotis Komninos, Rinze Benedictus, Dimitrios Zarouchas
Abstract 329 | PDF Downloads 171
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Variable Perturbation Based Fault Diagnosis for Industrial Process

Tanmaya Singhal, Kuldeep Singh, Kalyani Zope, Sri Harsha Nistala, Venkataramana Runkana
Abstract 173 | PDF Downloads 155
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A New Data Processing Method for Acoustic Emission Signals for Metalworking Fluid Classification

Xiao Wei, Dirk Soeffker
Abstract 159 | PDF Downloads 133
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Unsupervised Data-Driven Approach for Fault Diagnostic of Spacecraft Gyroscope

Hicham Henna, Houari Toubakh, Mohamed Redouane KAFI, Moamar Sayed MOUCHAWEH
Abstract 155 | PDF Downloads 144
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ML Detection and Isolation of Functional Failures using Syndrome Diagnostics

Yan Li, Daniel Chan, Navid Zaman, Evan Apostolou, Paddy Conroy
Abstract 174 | PDF Downloads 170
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Investigation of the Vibration Induced Harness Failure

Yan Chen, Zaffir Chaudhry, William Luker, Marek Zajac
Abstract 144 | PDF Downloads 154
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Data Analytics and Visualization Application for Asset Health Monitoring

Richard Carley, Sara Fuller, William Bond, Parker Jones, David Allen, Adam Jordan, Terrill Falls
Abstract 2534 | PDF Downloads 185
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A Statistical Classification Approach to Valve Condition Monitoring Using Pressure Features

Jacob Chesnes, Jason Kolodziej, Daniel Nelson
Abstract 148 | PDF Downloads 177
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Development of an End State Vision to Implement Digital Monitoring in Nuclear Plants

Cody Walker, Vivek Agarwal, Pradeep Ramuhalli, Nancy Lybeck
Abstract 137 | PDF Downloads 130
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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 179 | PDF Downloads 166
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Feasibility of Low-cost Vibration Monitoring for Ground Vehicles

Abu Islam, Matthew Sullivan, Sean McConky, Michael Thurston, Adam Agosti, Nenad Nenadic
Abstract 169 | PDF Downloads 160
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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 589 | PDF Downloads 197
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SafeMAP: Safe Multi-Agent Planning framework based on Dynamic Probabilistic Risk Assessment

Mohammad Hejase, Portia Banerjee
Abstract 204 | PDF Downloads 168
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A Control Approach to Fault Disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 172 | PDF Downloads 145
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Wheel Bearing Fault Detection for Automobiles using Wheel Speed Sensor

Samba Drame, Graeme Garner, Hossein Sadjadi, Xinyu Du
Abstract 188 | PDF Downloads 153
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Predictive System Reconfiguration for Fulfillment of Future Mission Requirements

Bruno Paes Leao, Justinian Rosca, David Fecek, Karl Reichard, Xianyong Feng
Abstract 157 | PDF Downloads 125
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Multi-Kernel based Adaptive Support Vector Machine for Scalable Predictive Maintenance

Koushik Manjunatha, Vivek Agarwal
Abstract 144 | PDF Downloads 125
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A Methodology for Online Sensor Recalibration

Ramuhalli Pradeep, Michael Muhlheim, Askin Guler Yigitoglu, Alex Huning, Abhinav Saxena
Abstract 172 | PDF Downloads 140
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Integrated Vehicle Health Monitoring on a Truck

Eric Bechhoefer, Joelle Kessler
Abstract 205 | PDF Downloads 145
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Evaluation of NVIDIA Jetson System for Vibration HUMS

Nenad Nenadic, Christopher Valant, Sean McConky, Michael Thurston, Patrick Horney, Allen Jones
Abstract 152 | PDF Downloads 170
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An Ontology for Prognostic Health Management in Spacecraft Avionics

Michael Cullen Halvorson, Noah Moyers, I. Dale Thomas
Abstract 177 | PDF Downloads 130
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Application of Convolutional and Feedforward Neural Networks for Fault Detection in Particle Accelerator Power Systems

Majdi Radaideh, Chris Pappas, Pradeep Ramuhalli, Sarah Cousineau
Abstract 221 | PDF Downloads 132
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Mixed Initiative Approach for Reliable Tagging of Maintenance Records with Machine Learning

Naresh Iyer, Nurali Virani, Zhaoyuan Yang, Abhinav Saxena
Abstract 248 | PDF Downloads 187
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A Transfer Learning-Based Rolling Bearing Fault Diagnosis Across Machines

Dandan Peng, Chenyu Liu, Konstantinos Gryllias
Abstract 311 | PDF Downloads 182
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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 233 | PDF Downloads 149
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A Causal Approach to Integrate Component Health Data into System Reliability Models

Diego Mandelli, Congjian Wang
Abstract 113 | PDF Downloads 104 Slides (PDF) Downloads 15
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Partially Supervised Classification for Industrial System using Deep Neural Network

Hao Huang, Tapan Shah
Abstract 127 | PDF Downloads 128
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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 134 | PDF Downloads 141
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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 125 | PDF Downloads 80
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A Model Based Approach to Extract Health Information from Textual Data

Diego Mandelli, Congjian Wang
Abstract 128 | PDF Downloads 124 Slides (PDF) Downloads 28
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A Framework to Rank Prognostics Health Indicators with Application to Brake Rotors

Hamed Kazemi, Xinyu Du, Hossein Sadjadi
Abstract 145 | PDF Downloads 107
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A Novel Technique for Data Quality Improvement in Human Health PHM

John Taco, Brandon Foreman, Pradeep Kundu, Jay Lee
Abstract 191 | PDF Downloads 134
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TireEye: Optical On-board Tire Wear Detection

Sebastian Huber, Peter Preindl, Johannes Betz
Abstract 198 | PDF Downloads 230
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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 243 | PDF Downloads 142
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A Gentle Correctness Verification of the Theory of Uncertain Event Prognosis to Compute Failure Time Probability

David Acuña-Ureta, Marcos Orchard
Abstract 162 | PDF Downloads 103
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An Assessment of Different Reinforcement Learning Methods for Creating a Decision Support System Based on the Petri Net Model

Ali Saleh, Manuel Chiachio
Abstract 139 | PDF Downloads 119
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Learning Data-Driven Model of Damped Coupled Oscillators from System Impulse Response

Jacob Fabro, Gregory W. Vogl, Yongzhi Qu, Reese Eischens
Abstract 125 | PDF Downloads 139
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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 169 | PDF Downloads 157
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Accelerometer-Based Bearing Condition Indicator Estimation Using Semi-Supervised Adaptive DSVDD

Maarten Meire, Robert Brijder, Gert Dekkers, Peter Karsmakers
Abstract 182 | PDF Downloads 142
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Enabling in-time prognostics with surrogate modeling through physics-enhanced Dynamic Mode Decomposition method

Katelyn Jarvis, Matteo Corbetta, Christopher Teubert, Stefan Schuet
Abstract 178 | PDF Downloads 175
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A Framework for Evaluating Analytic Hyperparameters

Shashvat Prakash, Antoni Brzoska, Sanket Amin
Abstract 114 | PDF Downloads 111
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Probabilistic Safety Assessment in Composite Materials using BNN by ABC-SS

Juan Fernández, Juan Chiachío, Manuel Chiachío, Ali Saleh
Abstract 168 | PDF Downloads 124
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Voltage-Based Physical Layer Fault Diagnosis for Controller Area Network

Alaeddin Bani Milhim, Hadyan Ramadhan, Hamed Kazemi, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 160 | PDF Downloads 104
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Physics Informed Deep Learning for Tracker Fault Detection in Photovoltaic Power Plants

Jannik Zgraggen, Yuyan Guo, Antonio Notaristefano, Lilach Goren Huber
Abstract 296 | PDF Downloads 186
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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 195 | PDF Downloads 121
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Unsupervised Anomaly Detection Using Batteries in Electric Aerial Vehicle Propulsion Test-Bed

John Pace, Jubilee Prasad Rao, Jesse Williams, Liang He
Abstract 214 | PDF Downloads 185
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Improving the Performance of Bearing Fault Detection on a Turbo Shaft Engine

Eric Bechhoefer, Joshua Kethan
Abstract 185 | PDF Downloads 170
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Online Battery SOH Prediction under Intra-Cycle Variation of Discharge Current and Non-Standard Charging and Discharging Practices

Areum Kim, Sukhan Lee
Abstract 148 | PDF Downloads 123
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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 238 |

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

Jose Montoya-Bedoya, Russell Graves, Shyam Joshi, Mahaveer Satra
Abstract 118 |

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 216 |

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 133 |

Securing Deep Learning against Adversarial Attacks for Connected and Automated Vehicles

Chunheng Zhao, Pierluigi Pisu
Abstract 68 |

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

Ryan Spangler
Abstract 71 |

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

Ibrahim Abdullahi, Dr Suresh P.
Abstract 448 |

Novel Characterization of Micro-scale Anomalies in Adhesively Jointed Structures

Do-Kyung Pyun, Daniel J. Barnard, Leonard J. Bond
Abstract 73 |

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

Maxwell Toothman
Abstract 72 |

PHM-enabled Production Planning and Control Process

Kevin Wesendrup
Abstract 50 |

Remaining useful life of a microgripper for intracorporeal surgeries

Liseth Victoria Pasaguayo Baez
Abstract 48 |

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

Thomas Pioger, Marcia Baptista
Abstract 1207 |

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

Enhui Liu
Abstract 79 |

Spatio-Temporal Fractal Manifold Learning on Structure Health Monitoring

Nan Xu
Abstract 86 |

Poster Presentations

Novel Model-Based Decision Support System for Reliable Human Machine Systems in Complex Situations

Abderahman Bejaoui, Chao He, Dirk Söffker
Abstract 79 | PDF Downloads 48
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Self-supervised Learning for Efficient Remaining Useful Life Prediction

Wilhelm Söderkvist Vermelin, Andreas Lövberg, Konstantinos Kyprianidis
Abstract 156 | PDF Downloads 99
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Towards Bearings Prognostics Based on Oil Debris

Orel Portal, Jacob Bortman
Abstract 114 | PDF Downloads 72
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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 82 | PDF Downloads 74
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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 245 | PDF Downloads 131
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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 148 | PDF Downloads 78
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Industry 4.0 for Aerospace Manufacturing: Condition Based Maintenance Methodology, Implementation and Challenges

Xiaorui, Shaun, Chetan
Abstract 138 | PDF Downloads 102
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Corrosion Risk Estimation and Cause Analysis on Turbofan Engine

Jérôme Lacaille, Raphaël Langhendries
Abstract 86 | PDF Downloads 60
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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 299 | PDF Downloads 74
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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 136 | PDF Downloads 78
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The PHM Digital Hierarchy of Needs

Joseph Barta, Ethan Erlhoff, Dania Alfeerawi
Abstract 171 | PDF Downloads 336
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