Vol. 15 No. 1 (2023): Proceedings of the Annual Conference of the PHM Society 2023

Editors:

Chetan S. Kulkarni,

Indranil Roychoudhury

Published: 2023-10-26

Technical Research Papers

Vibration Signal Decomposition using Dilated CNN

Eli Gildish, Michael Grebshtein, Yehudit Aperstein, Igor Makienko
Abstract 832 | PDF Downloads 256 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3502

A Grey-box Approach for the Prognostic and Health Management of Lithium-Ion Batteries

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Matteo Broggi
Abstract 300 | PDF Downloads 226 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3506

A Hybrid Model-Based and Data-Driven Framework for Automated Spacecraft Fault Detection

Eric Pesola, Ksenia Kolcio, Maurice Prather, Adrian Ildefonso
Abstract 293 | PDF Downloads 219 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3461

A Case Study Comparing ROC and PRC Curves for Imbalanced Data

Dan Watson, Dr. Karl Reichard, Aaron Isaacson
Abstract 145 | PDF Downloads 158 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3479

Battery State-of-Health Aware Path Planning for a Mars Rover

Mariana Salinas-Camus, Chetan Kulkarni, Marcos Orchard
Abstract 236 | PDF Downloads 107 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3511

Co-design Model for Neuromorphic Technology Development in Rolling Element Bearing Condition Monitoring

Daniel Strombergsson, Ashwani Kumar, Fredrik Sandin, Pär Marklund
Abstract 196 | PDF Downloads 151 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3494

DAGGER: Data AuGmentation GEneRative Framework for Time-Series Data in Data-Driven Smart Manufacturing Systems

Nicholas Hemleben, Daniel Ospina-Acero, David Blank, Andrew VanFossen, Frank Zahiri, Mrinal Kumar
Abstract 244 | PDF Downloads 183 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3483

Data-Driven Approaches to Diagnostics and State of Health Monitoring of Maritime Battery Systems

Erik Vanem, Qin Liang, Carla Ferreira, Christian Agrell, Nikita Karandikar, Shuai Wang, Maximilian Bruch, Clara Bertinelli Salucci, Christian Grindheim, Anna Kejvalova, Øystein Alnes, Kristian Thorbjørnsen, Azzeddine Bakdi, Rambabu Kandepu
Abstract 216 | PDF Downloads 169 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3437

A Comparison of Residual-based Methods on Fault Detection

Chi-Ching Hsu, Gaetan Frusque, Olga Fink
Abstract 216 | PDF Downloads 196 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3444

Ensemble Learning Based Convolutional Neural Networks for Remaining Useful Life Prediction of Aircraft Engines

Thambirajah Ravichandran, Bolun Cui, Sri Namachchivaya, Amar Kumar, Alka Srivatsava, Yuan Liu
Abstract 285 | PDF Downloads 161 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3517

Graph neural networks for dynamic modeling of roller bearings

Vinay Sharma, Jens Ravesloot, Cees Taal, Olga Fink
Abstract 185 | PDF Downloads 176 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3467

Increasing Robustness of Data-Driven Fault Diagnostics with Knowledge Graphs

Maximilian-Peter Radtke, Marco Huber, Jürgen Bock
Abstract 175 | PDF Downloads 142 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3552

Labelling of Annotated Condition Monitoring Data Through Technical Language Processing

Karl Lowenmark, Cees Taal, Amit Vurgaft, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract 305 | PDF Downloads 154 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3507

Operational Wheel Flat Detector in Railway Vehicles

Ibon Erdozain, Blas Blanco, Luis Baeza, Asier Alonso
Abstract 92 | PDF Downloads 85 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3564

Prognosis of Li-ion Batteries Under Large Load Variations Using Hybrid Physics-Informed Neural Networks

Kajetan Fricke, Renato Nascimento, Matteo Corbetta, Chetan Kulkarni, Felipe Viana
Abstract 630 | PDF Downloads 356 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3463

Reconceptualizing the Prognostics Digital Twin for Smart Manufacturing with Data-Driven Evolutionary Models and Adaptive Uncertainty Quantification

Jack Murray, Brandon Chamberlain, Nicholas Hemleben, Daniel Ospina-Acero, Indranil Nayak, Andrew VanFossen, Frank Zahiri, Mrinal Kumar
Abstract 655 | PDF Downloads 191 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3484

Rethinking Reliability in Terms of Margins

Diego Mandelli, Congjian Wang, Koushik Manjunatha, Vivek Agarwal, Linyu Lin
Abstract 123 | Slides (PDF) Downloads 48 Paper (PDF) Downloads 124 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3514

Unsupervised Physics-Informed Health Indicator Estimation for Complex Systems

Kristupas Bajarunas, Marcia Baptista, Kai Goebel, Manuel Arias Chao
Abstract 583 | PDF Downloads 286 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3477

Industry Experience Papers

A Closer Look at Bearing Fault Classification Approaches

Harika Abburi, Tanya Chaudhary, Sardar Haider Waseem Ilyas, Lakshmi Manne, Deepak Mittal, Don Williams, Derek Snaidauf, Edward Bowen, Balaji Veeramani
Abstract 137 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3473

Automotive Electronic Control Unit Ground Line Health Monitoring Method

Alaeddin Milhim, Hadyan Ramadhan, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 160 | PDF Downloads 109 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3520

Deep Regression Network with Prediction Confidence in Time Series Application for Asset Health Estimation

Hao Huang, Arun Subramanian, Abhinav Saxena, Nurali Virani, Naresh Iyer
Abstract 174 | PDF Downloads 123 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3556

Identifying Key Factors in Turbofan Engine Health Degradation using Functional Analysis

Declan Mallamo, Michael Azarian, Michael Pecht
Abstract 147 | Paper (PDF) Downloads 129 Slides (PDF) Downloads 70 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3572

Joint feedback control and fault diagnosis disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 162 | PDF Downloads 106 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3550

OSPtk: Cost-aware Optimal Sensor Placement Toolkit Enabling Design-for-PHM in Critical Industrial Systems

Liang Tang, Abhinav Saxena, Scott Evans, Naresh Iyer, Helena Goldfarb
Abstract 162 | PDF Downloads 119 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3557

Process for Turboshaft Engine Performance Trending

Eric Bechhoefer, Mina Hajimohammadali
Abstract 195 | PDF Downloads 123 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3490

Predictive Analytics for Hydropower Fleet Intelligence

Yigit Yucesan, Pradeep Ramuhalli, Yang Chen, Jim Miller, Edward Hanson, Stephen Signore
Abstract 144 | PDF Downloads 95 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3562

Signal pre-processing techniques for fault signature enhancement in a bearing health monitoring system used in the automotive industry

Ehsan Jafarzadeh, Sara Rahimifard, Paola Sant Anna, Yu Cao, Frances Tenney, Hossein Sadjadi
Abstract 180 | PDF Downloads 149 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3522

Doctoral Symposium Summaries

Data Challenge Papers

Poster Presentations

Accelerated Degradation Test on Electric Scroll Compressor Using Controlled Continuous Liquid Slugging

Hadyan Ramadhan, Hong Wong, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract 141 | PDF Downloads 106 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3525

An Introductory Approach to Time-Series Data Preparation and Analysis

Edward Baumann, Charles Hsu, Hayley Buba, Taylor Cox
Abstract 140 | PDF Downloads 200 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3561

Failure Mode Investigation to Enable LiDAR Health Monitoring for Automotive Application

Fred Chang, Ehsan Jafarzadeh, Jacqueline Del Gatto, Graham Cran, Hossein Sadjadi
Abstract 228 | PDF Downloads 166 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3526

Fusion and Comparison of Prognostic Models for Remaining Useful Life of Aircraft systems

Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Abstract 300 | PDF Downloads 116 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3505

System-based Monitoring of Muscular Fatigue in Lower-Extremity Movement

Samuel Bertelson, Lindsey Molina, Richard Neptune, Dragan Djurdjanovic
Abstract 123 | PDF Downloads 77 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3551