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 850 | PDF Downloads 261 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3502
PDF

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

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Matteo Broggi
Abstract 304 | PDF Downloads 230 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3506
PDF

A NanoDet Model with Adaptively Weighted Loss for Real-time Railroad Inspection

Jiawei Guo, Sen Zhang, Yu Qian, Yi Wang
Abstract 199 | PDF Downloads 147 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3498
PDF

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

Eric Pesola, Ksenia Kolcio, Maurice Prather, Adrian Ildefonso
Abstract 297 | PDF Downloads 223 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3461
PDF

A State Machine-Based Approach for Estimating the Capacity Loss of Lithium-Ion Batteries

Ruth David, Dirk Söffker
Abstract 227 | PDF Downloads 177 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3450
PDF

A Case Study Comparing ROC and PRC Curves for Imbalanced Data

Dan Watson, Dr. Karl Reichard, Aaron Isaacson
Abstract 147 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3479
PDF

A Sequential Hybrid Method for Full Lifetime Remaining Useful Life Prediction of Bearings in Rotating Machinery

koengeurts, Kerem Eryilmaz, Ted Oijevaar
Abstract 225 | Slides (PDF) Downloads 103 Paper (PDF) Downloads 192 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3459
Slides (PDF)
Paper (PDF)

Adaptive Prognostics: A reliable RUL approach

Nick Eleftheroglou
Abstract 234 | PDF Downloads 214 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3495
PDF

An Energy Consumption Auditing Anomaly Detection System of Robotic Manipulators based on a Generative Adversarial Network

Ge Song, Seong Hyeon Hong, Tristan Kyzer, Yi Wang
Abstract 137 | PDF Downloads 140 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3496
PDF

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

Mariana Salinas-Camus, Chetan Kulkarni, Marcos Orchard
Abstract 239 | PDF Downloads 109 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3511
PDF

Context-aware machine learning for estimating the remaining useful life of bearings under varying speed operating conditions

Ali Hosseinli, Ted Ooijevaar, Konstantinos Gryllias
Abstract 219 | PDF Downloads 190 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3571
PDF

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

Daniel Strombergsson, Ashwani Kumar, Fredrik Sandin, Pär Marklund
Abstract 197 | PDF Downloads 153 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3494
PDF

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 246 | PDF Downloads 186 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3483
PDF

Data Augmentation of Sensor Time Series using Time-varying Autoregressive Processes

Douglas Baptista de Souza, Bruno Paes Leao
Abstract 177 | PDF Downloads 188 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3565
PDF

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 219 | PDF Downloads 174 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3437
PDF

A Comparison of Residual-based Methods on Fault Detection

Chi-Ching Hsu, Gaetan Frusque, Olga Fink
Abstract 219 | PDF Downloads 198 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3444
PDF

Design and Implementation of a Model Selection Pipeline for Prognostics and Health Management in the Operational Environment

Peter Bishay, Lukens Sarah, Rousis Damon, Danneman Nathan
Abstract 155 | PDF Downloads 143 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3568
PDF

Diagnostic Signal Method for Fault Identification of Electro-Hydraulic Servo Actuators

Zihan Liu, Prashant Kambali, Chandrashekhar Nataraj
Abstract 166 | PDF Downloads 147 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3573
PDF

Differentiable Short-Time Fourier Transform Window Length Selection Driven by Cyclo-Stationarity

Douw Marx, Konstantinos Gryllias
Abstract 205 | PDF Downloads 159 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3566
PDF

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 294 | PDF Downloads 164 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3517
PDF

Explainable Predictive Maintenance is Not Enough: Quantifying Trust in Remaining Useful Life Estimation

Ripan Kumar Kundu, Khaza Anuarul Hoque
Abstract 562 | Slides (PDF) Downloads 161 Paper (PDF) Downloads 282 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3472
Slides (PDF)
Paper (PDF)

Explainable Prognostics Method through Differential Evolved RVR Ensemble of Relevance Vector Machines

Miltiadis Alamaniotis
Abstract 111 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3515
PDF

Exploring Filter Banks and Spike Interval Statistics of Level-Crossing ADCs for Fault Diagnosis of Rolling Element Bearings

Ashwani Kumar, Daniel Strömbergsson, Par Marklund, Fredrik Sandin
Abstract 184 | PDF Downloads 133 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3493
PDF

Few-shot Learning for Plastic Bearing Fault Diagnosis – An Integrated Image Processing and NLP Approach

David He, Miao
Abstract 229 | PDF Downloads 155 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3575
PDF

Graph neural networks for dynamic modeling of roller bearings

Vinay Sharma, Jens Ravesloot, Cees Taal, Olga Fink
Abstract 186 | PDF Downloads 178 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3467
PDF

Fault Severity Estimation in Cracked Shafts by Integration of Phase Space Topology and Convolutional Neural Network

Utkarsh Andharikar, Amirhassan Abbasi, Prashant Kambali, C. Nataraj
Abstract 135 | PDF Downloads 106 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3574
PDF

Increasing Robustness of Data-Driven Fault Diagnostics with Knowledge Graphs

Maximilian-Peter Radtke, Marco Huber, Jürgen Bock
Abstract 176 | PDF Downloads 144 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3552
PDF

Limitations and Opportunities in PHM for Offshore Wind Farms: A Socio-Technical-Ecological System Perspective

Arvind Keprate
Abstract 109 | PDF Downloads 153 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3697
PDF

Labelling of Annotated Condition Monitoring Data Through Technical Language Processing

Karl Lowenmark, Cees Taal, Amit Vurgaft, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract 308 | PDF Downloads 156 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3507
PDF

Operational Wheel Flat Detector in Railway Vehicles

Ibon Erdozain, Blas Blanco, Luis Baeza, Asier Alonso
Abstract 93 | PDF Downloads 86 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3564
PDF

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 121 | PDF Downloads 92 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3548
PDF

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 636 | PDF Downloads 365 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3463
PDF

Promoting Explainability in Data-Driven Models for Anomaly Detection: A Step Toward Diagnosis

Quentin Dollon, Paul Labbé, François Léonard
Abstract 140 | PDF Downloads 121 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3509
PDF

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 695 | PDF Downloads 194 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3484
PDF

Rethinking Reliability in Terms of Margins

Diego Mandelli, Congjian Wang, Koushik Manjunatha, Vivek Agarwal, Linyu Lin
Abstract 125 | Slides (PDF) Downloads 50 Paper (PDF) Downloads 125 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3514
Slides (PDF)
Paper (PDF)

Sensitivity enhanced method for fault detection and prediction of elevator doors using a margin maximized hyperspace

Minjae Kim, Seho Son, Kiyong Oh
Abstract 99 | Slides (PDF) Downloads 51 Paper (PDF) Downloads 109 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3492
Slides (PDF)
Paper (PDF)

Unsupervised Physics-Informed Health Indicator Estimation for Complex Systems

Kristupas Bajarunas, Marcia Baptista, Kai Goebel, Manuel Arias Chao
Abstract 585 | PDF Downloads 288 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3477
PDF

Underlying Probability Measure Approximated by Monte Carlo Simulations in Event Prognostics

David Acuña-Ureta, Marcos Orchard
Abstract 128 | PDF Downloads 131 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3536
PDF

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 128 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3473
PDF

A Framework for Rapid Prototyping of PHM Analytics for Complex Systems using a Supervised Data-Driven Approach

Katarina Vuckovic, Shashvat Prakash, Ben Burke
Abstract 1171 | Slides (PDF) Downloads 209 Paper (PDF) Downloads 1081 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3480
Slides (PDF)
Paper (PDF)

A Hypothesis testing approach to Zero-Fault-Shot learning for Damage Component Classification

Eric Bechhoefer, Omri Matania, Jacob Bortman
Abstract 288 | PDF Downloads 147 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3489
PDF

A Novel Operations-Based Application of Natural Language Processing to Enhance Aircraft System Troubleshooting

Jamie Asbach, Daniel Wade
Abstract 213 | PDF Downloads 207 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3579
PDF

Automotive Electronic Control Unit Ground Line Health Monitoring Method

Alaeddin Milhim, Hadyan Ramadhan, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 163 | PDF Downloads 111 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3520
PDF

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 175 | PDF Downloads 124 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3556
PDF

Evaluating the Performance of ChatGPT in the Automation of Maintenance Recommendations for Prognostics and Health Management

Sarah Lukens, Asma Ali
Abstract 644 | PDF Downloads 459 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3487
PDF

Enhancing Realistic Remaining Useful Life Prediction using Multi-Fidelity Physic-Informed Neural Network Approach

Yoojeong Noh, Solichin Mochammad, Nam Ho Kim
Abstract 192 | PDF Downloads 156 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3474
PDF

Fault Detection and Diagnosis in Tennessee Eastman Process with Deep Autoencoder

Zhongying Xiao, Arthur Kordon, Subrata Sen
Abstract 192 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3578
PDF

Identifying Key Factors in Turbofan Engine Health Degradation using Functional Analysis

Declan Mallamo, Michael Azarian, Michael Pecht
Abstract 148 | Paper (PDF) Downloads 133 Slides (PDF) Downloads 72 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3572
Paper (PDF)
Slides (PDF)

Joint feedback control and fault diagnosis disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 164 | PDF Downloads 108 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3550
PDF

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 163 | PDF Downloads 120 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3557
PDF

Process for Turboshaft Engine Performance Trending

Eric Bechhoefer, Mina Hajimohammadali
Abstract 200 | PDF Downloads 127 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3490
PDF

Predictive Analytics for Hydropower Fleet Intelligence

Yigit Yucesan, Pradeep Ramuhalli, Yang Chen, Jim Miller, Edward Hanson, Stephen Signore
Abstract 145 | PDF Downloads 96 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3562
PDF

Servomotor Dataset: Modeling Health in Mechanisms with Typically Intermittent Operation

Arun Subramanian, Abhinav Saxena, Jamie Coble
Abstract 220 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3580
PDF

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 150 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3522
PDF

Unsupervised Causal Deep Learning-Based Anomaly Detection in Nuclear Power Plant Applications

Abhinav Saxena, Helena Goldfarb, Jeffrey Clark
Abstract 174 | PDF Downloads 134 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3570
PDF

Doctoral Symposium Summaries

A Physics-informed, Transfer Learning Approach to Structural Health Monitoring

Trent Furlong, Karl Reichard
Abstract 156 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3802
PDF

A Neural Network Framework for Predicting Durability and Damage Tolerance of Polymer Composites under Combined Hygrothermal-mechanical Loading

Partha Pratim Das
Abstract 94 | PDF Downloads 95 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3800
PDF

Generic Hybrid Models for Prognostics of Complex Systems

Kristupas Bajarunas
Abstract 77 | PDF Downloads 94 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3805
PDF

Integrating Advanced Prognostic Methods for Accurate Remaining Useful Life Prediction in Industrial Systems

Hyung Jun Park, Nam Ho Kim, Joo-Ho Choi
Abstract 99 | PDF Downloads 104 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3804
PDF

Information Fusion and Data Augmentation for Risk-based Maintenance Optimization of Hydrogen Gas Pipelines

Kaushik Kethamukkala, Yongming Liu
Abstract 128 | PDF Downloads 91 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3803
PDF

Mission-Specific Prognosis of Li-ion Batteries using Hybrid Physics-Informed Neural Networks

kajetanfricke
Abstract 96 | PDF Downloads 85 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3796
PDF

Physics-Informed Deep Learning-Based Approach for Probabilistic Modeling of Degradation

Hamidreza Habibollahi Najaf Abadi
Abstract 83 | PDF Downloads 115 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3806
PDF

Vehicle State Monitoring and Fault Detection System for Unmanned Ground Vehicles (UGV) using Markov Models

Kalpit Vadnerkar, Pierluigi Pisu
Abstract 125 | PDF Downloads 89 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3539
PDF

Data Challenge Papers

An Introduction to 2023 PHM Data Challenge: The Elephant in the Room and an Analysis of Competition Results

Yongzhi Qu, Jesse William, Abhinav Saxena, Neil Eklund, Scott Clements
Abstract 360 | PDF Downloads 175 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3814
PDF

Anomaly Detection and Fault Classification in Multivariate Time Series Using Multimodal Deep Models

Gunwoo Ryu, Nohyoon Seong
Abstract 123 | PDF Downloads 166 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3810
PDF

Gearbox Degradation Prediction through Deep CNN and Bayesian Optimization

Kai Shen
Abstract 112 | PDF Downloads 143 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3813
PDF

Gear Pitting Fault Diagnosis Using Domain Generalizations and Specialization Techniques

Fan Chu
Abstract 159 | PDF Downloads 175 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3812
PDF

Predicting pitting severity in gearboxes under unseen operating conditions and fault severities using convolutional neural networks with power spectral density inputs

Rik Vaerenberg, Douw Marx, Seyed Ali Hosseinli, Fabrizio De Fabritiis, Hao Wen, Rui Zhu, Konstantinos Gryllias
Abstract 205 | PDF Downloads 170 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3798
PDF

Poster Presentations

A Fine-grained Semi-supervised Anomaly Detection Framework for Predictive Maintenance of Industrial Assets

Xiaorui Tong, Wee Quan Jung, Jeremy Frimpong Banning
Abstract 176 | PDF Downloads 114 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3547
PDF

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

Hadyan Ramadhan, Hong Wong, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract 144 | PDF Downloads 110 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3525
PDF

An Introductory Approach to Time-Series Data Preparation and Analysis

Edward Baumann, Charles Hsu, Hayley Buba, Taylor Cox
Abstract 140 | PDF Downloads 205 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3561
PDF

Cooling Fan Failure Modes to Enable Development of Automotive ECU Fan Health Monitoring System

Alaeddin Banimilhim, Jacqueline Del Gatto, Hossein Sadjadi
Abstract 144 | PDF Downloads 91 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3521
PDF

Failure Mode Investigation to Enable LiDAR Health Monitoring for Automotive Application

Fred Chang, Ehsan Jafarzadeh, Jacqueline Del Gatto, Graham Cran, Hossein Sadjadi
Abstract 235 | PDF Downloads 169 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3526
PDF

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

Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Abstract 301 | PDF Downloads 117 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3505
PDF

Interpolate and Extrapolate Machine Learning Models using An Unsupervised Method

Peng Liu
Abstract 128 | PDF Downloads 130 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3794
PDF

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

Samuel Bertelson, Lindsey Molina, Richard Neptune, Dragan Djurdjanovic
Abstract 123 | PDF Downloads 78 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3551
PDF

Using Charge Determination Design of Experiments to Develop A Refrigerant Charge Health Status Model for Heat Pump Systems

Hong Wong, Hadyan Ramadhan, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract 115 | PDF Downloads 89 | DOI https://doi.org/10.36001/phmconf.2023.v15i1.3532
PDF