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

Edited by:

Chetan Kulkarni and Abhinav Saxena

Published: 2022-10-28

Technical Papers

A Dataset for Fault Classification in Rock Drills, a Fast Oscillating Hydraulic System

Erik Jakobsson, Erik Frisk, Mattias Krysander, Robert Pettersson
Abstract 69 | PDF Downloads 76

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 101 | PDF Downloads 110

Critical Components' Selection Methodology of a Microgripper for Intracorporeal Surgery

Liseth Pasaguayo, Zeina Al Masry, Sergio Lescano, Noureddine Zerhouni
Abstract 57 | PDF Downloads 54

Remaining useful life estimation of turbofan engines using adaptive fault detection learning

Moncef Soualhi, K Nguyen, Kamal Medjaher, N Zerhouni
Abstract 108 | PDF Downloads 100

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 68 | PDF Downloads 50

Integration of Nonlinear Dynamics and Machine learning for Diagnostics of a Single-Stage Gear Box

Ahmad Alqawasmi, Amirhassan Abbasi, Prashant N. Kambali, C. Nataraj
Abstract 84 | PDF Downloads 87

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 93 | PDF Downloads 76

Remaining Useful Life Prediction using Gaussian Process Regression Model

Katarina Vuckovic, Shashvat Prakash
Abstract 138 | PDF Downloads 121

Interpretable Neural Network with Limited Weights for Constructing Simple and Explainable HI using SHM Data

Morteza Moradi, Panagiotis Komninos, Rinze Benedictus, Dimitrios Zarouchas
Abstract 221 | PDF Downloads 61

Variable Perturbation Based Fault Diagnosis for Industrial Process

Tanmaya Singhal, Kuldeep Singh, Kalyani Zope, Sri Harsha Nistala, Venkataramana Runkana
Abstract 63 | PDF Downloads 63

Unsupervised Data-Driven Approach for Fault Diagnostic of Spacecraft Gyroscope

Hicham Henna, Houari Toubakh, Mohamed Redouane KAFI, Moamar Sayed MOUCHAWEH
Abstract 64 | PDF Downloads 56

ML Detection and Isolation of Functional Failures using Syndrome Diagnostics

Yan Li, Daniel Chan, Navid Zaman, Evan Apostolou, Paddy Conroy
Abstract 45 | PDF Downloads 63

Investigation of the Vibration Induced Harness Failure

Yan Chen, Zaffir Chaudhry, William Luker, Marek Zajac
Abstract 55 | PDF Downloads 61

Data Analytics and Visualization Application for Asset Health Monitoring

Richard Carley, Sara Fuller, William Bond, Parker Jones, David Allen, Adam Jordan, Terrill Falls
Abstract 277 | PDF Downloads 81

A Statistical Classification Approach to Valve Condition Monitoring Using Pressure Features

Jacob Chesnes, Jason Kolodziej, Daniel Nelson
Abstract 57 | PDF Downloads 86

Development of an End State Vision to Implement Digital Monitoring in Nuclear Plants

Cody Walker, Vivek Agarwal, Pradeep Ramuhalli, Nancy Lybeck
Abstract 47 | PDF Downloads 46

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 67 | PDF Downloads 62

Feasibility of Low-cost Vibration Monitoring for Ground Vehicles

Abu Islam, Matthew Sullivan, Sean McConky, Michael Thurston, Adam Agosti, Nenad Nenadic
Abstract 67 | PDF Downloads 63

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 136 | PDF Downloads 75

A Control Approach to Fault Disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 67 | PDF Downloads 62

Wheel Bearing Fault Detection for Automobiles using Wheel Speed Sensor

Samba Drame, Graeme Garner, Hossein Sadjadi, Xinyu Du
Abstract 84 | PDF Downloads 66

Predictive System Reconfiguration for Fulfillment of Future Mission Requirements

Bruno Paes Leao, Justinian Rosca, David Fecek, Karl Reichard, Xianyong Feng
Abstract 56 | PDF Downloads 57

Multi-Kernel based Adaptive Support Vector Machine for Scalable Predictive Maintenance

Koushik Manjunatha, Vivek Agarwal
Abstract 45 | PDF Downloads 48

A Methodology for Online Sensor Recalibration

Ramuhalli Pradeep, Michael Muhlheim, Askin Guler Yigitoglu, Alex Huning, Abhinav Saxena
Abstract 58 | PDF Downloads 59

Integrated Vehicle Health Monitoring on a Truck

Eric Bechhoefer, Joelle Kessler
Abstract 72 | PDF Downloads 76

Evaluation of NVIDIA Jetson System for Vibration HUMS

Nenad Nenadic, Christopher Valant, Sean McConky, Michael Thurston, Patrick Horney, Allen Jones
Abstract 67 | PDF Downloads 69

An Ontology for Prognostic Health Management in Spacecraft Avionics

Michael Cullen Halvorson, Noah Moyers, I. Dale Thomas
Abstract 71 | PDF Downloads 63

Application of Convolutional and Feedforward Neural Networks for Fault Detection in Particle Accelerator Power Systems

Majdi Radaideh, Chris Pappas, Pradeep Ramuhalli, Sarah Cousineau
Abstract 67 | PDF Downloads 58

Mixed Initiative Approach for Reliable Tagging of Maintenance Records with Machine Learning

Naresh Iyer, Nurali Virani, Zhaoyuan Yang, Abhinav Saxena
Abstract 105 | PDF Downloads 86

A Transfer Learning-Based Rolling Bearing Fault Diagnosis Across Machines

Dandan Peng, Chenyu Liu, Konstantinos Gryllias
Abstract 188 | PDF Downloads 101

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 93 | PDF Downloads 64

A Causal Approach to Integrate Component Health Data into System Reliability Models

Diego Mandelli, Congjian Wang
Abstract 41 | PDF Downloads 48

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 50 | PDF Downloads 59

A Model Based Approach to Extract Health Information from Textual Data

Diego Mandelli, Congjian Wang
Abstract 44 | PDF Downloads 65

A Framework to Rank Prognostics Health Indicators with Application to Brake Rotors

Hamed Kazemi, Xinyu Du, Hossein Sadjadi
Abstract 57 | PDF Downloads 43

A Novel Technique for Data Quality Improvement in Human Health PHM

John Taco, Brandon Foreman, Pradeep Kundu, Jay Lee
Abstract 86 | PDF Downloads 64

TireEye: Optical On-board Tire Wear Detection

Sebastian Huber, Peter Preindl, Johannes Betz
Abstract 69 | PDF Downloads 69

Learning Data-Driven Model of Damped Coupled Oscillators from System Impulse Response

Jacob Fabro, Gregory W. Vogl, Yongzhi Qu, Reese Eischens
Abstract 38 | PDF Downloads 58

Accelerometer-Based Bearing Condition Indicator Estimation Using Semi-Supervised Adaptive DSVDD

Maarten Meire, Robert Brijder, Gert Dekkers, Peter Karsmakers
Abstract 57 | PDF Downloads 55

Enabling in-time prognostics with surrogate modeling through physics-enhanced Dynamic Mode Decomposition method

Katelyn Jarvis, Matteo Corbetta, Christopher Teubert, Stefan Schuet
Abstract 64 | PDF Downloads 66

A Framework for Evaluating Analytic Hyperparameters

Shashvat Prakash, Antoni Brzoska, Sanket Amin
Abstract 34 | PDF Downloads 46

Probabilistic Safety Assessment in Composite Materials using BNN by ABC-SS

Juan Fernández, Juan Chiachío, Manuel Chiachío, Ali Saleh
Abstract 91 | PDF Downloads 53

Voltage-Based Physical Layer Fault Diagnosis for Controller Area Network

Alaeddin Bani Milhim, Hadyan Ramadhan, Hamed Kazemi, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 70 | PDF Downloads 45

Physics Informed Deep Learning for Tracker Fault Detection in Photovoltaic Power Plants

Jannik Zgraggen, Yuyan Guo, Antonio Notaristefano, Lilach Goren Huber
Abstract 112 | PDF Downloads 80

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 88 | PDF Downloads 57

Unsupervised Anomaly Detection using Batteries in eVTOL Vehicle Propulsion Test Bed

Jubilee Prasad Rao, Jesse Williams, John Pace, Liang He
Abstract 75 | PDF Downloads 63

Improving the Performance of Bearing Fault Detection on a Turbo Shaft Engine

Eric Bechhoefer, Joshua Kethan
Abstract 69 | PDF Downloads 91

Data Challenge Winners

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 89 |

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

Jose Montoya-Bedoya, Russell Graves, Shyam Joshi, Mahaveer Satra
Abstract 56 |

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 73 |

Doctoral Symposium Summaries

Poster Presentations

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

Abderahman Bejaoui, Chao He, Dirk Söffker
Abstract 22 | PDF Downloads 18

Self-supervised Learning for Efficient Remaining Useful Life Prediction

Wilhelm Söderkvist Vermelin, Andreas Lövberg, Konstantinos Kyprianidis
Abstract 53 | PDF Downloads 40

Towards Bearings Prognostics Based on Oil Debris

Orel Portal, Jacob Bortman
Abstract 55 | PDF Downloads 35

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 28 | PDF Downloads 26

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 112 | PDF Downloads 37

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 54 | PDF Downloads 30

Corrosion Risk Estimation and Cause Analysis on Turbofan Engine

Jérôme Lacaille, Raphaël Langhendries
Abstract 28 | PDF Downloads 22

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 212 | PDF Downloads 27

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 45 | PDF Downloads 30

The PHM Digital Hierarchy of Needs

Joseph Barta, Ethan Erlhoff, Dania Alfeerawi
Abstract 109 | PDF Downloads 77