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 977 | PDF Downloads 330 | 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 372 | PDF Downloads 293 | 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 339 | PDF Downloads 263 | 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 191 | PDF Downloads 212 | 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 302 | PDF Downloads 149 | 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 239 | PDF Downloads 183 | 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 298 | PDF Downloads 220 | 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 252 | PDF Downloads 212 | 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 274 | PDF Downloads 241 | 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 444 | PDF Downloads 203 | 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 232 | PDF Downloads 214 | 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 203 | PDF Downloads 169 | 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 379 | PDF Downloads 177 | 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 121 | PDF Downloads 122 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3564

Parameters identification of the satellite attitude control system with large inertia rotating components

Xueqin Chen, Boyu Yang, Fan Wu, Hongxu Wang, Qihan Ma, Chengfei Yue
Abstract 150 | PDF Downloads 119 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3548

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 949 | PDF Downloads 494 | 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 1306 | PDF Downloads 246 | 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 154 | Slides (PDF) Downloads 64 Paper (PDF) Downloads 147 | 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 689 | PDF Downloads 326 | 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 194 | PDF Downloads 165 | 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 220 | PDF Downloads 130 | 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 215 | PDF Downloads 140 | 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 179 | Paper (PDF) Downloads 159 Slides (PDF) Downloads 94 | 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 211 | PDF Downloads 124 | 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 216 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3557

Process for Turboshaft Engine Performance Trending

Eric Bechhoefer, Mina Hajimohammadali
Abstract 259 | PDF Downloads 173 | 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 195 | PDF Downloads 118 | 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 213 | PDF Downloads 169 | 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 177 | PDF Downloads 162 | 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 177 | PDF Downloads 245 | 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 332 | PDF Downloads 243 | 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 349 | PDF Downloads 140 | 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 148 | PDF Downloads 95 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3551