Vol. 16 No. 1 (2024): Proceedings of the Annual Conference of the PHM Society 2024

Editors:

Chetan S. Kulkarni,

Marcos E. Orchard

Published: 2024-11-05

Technical Research Papers

A Deep Learning Solution for Quality Control in a Die Casting Process

Paula Mielgo, Anibal Bregon, Carlos J. Alonso-González, Daniel López, Miguel A. Martínez-Prieto, Belarmino Pulido
Abstract 458 | PDF Downloads 242 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3973
PDF

A Gamma Process Based Degradation Model with Fractional Gaussian Noise

Xiangyu Wang, Xiaopeng Xi, Marcos E. Orchard
Abstract 318 | PDF Downloads 188 Presentation Downloads 92 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4022
PDF
Presentation

A Multidisciplinary Framework for Vibration-Based Gear Fault Diagnosis Using Experiments, Modeling, and Machine Learning

Lior Bachar, Jacob Bortman
Abstract 289 | PDF Downloads 221 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4162
PDF

A Process for Real-Time Monitoring of a Turboshaft Engine

Eric Bechhoefer, Fatemeh Hajimohammadali
Abstract 364 | PDF Downloads 233 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3929
PDF

A Self-supervised Learning Approach for Anomaly Detection in Rotating Machinery

Fabrizio De Fabritiis, Konstantinos Gryllias
Abstract 485 | PDF Downloads 317 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3911
PDF

Advancing Light Aircraft Health Monitoring with Flight Phase Clustering

Oguz Bektas, Jan Papuga, Sylvain Kubler
Abstract 233 | PDF Downloads 154 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3896
PDF

Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures

Pooja Krishan, Rohan Mohapatra, Sanchari Das, Saptarshi Sengupta
Abstract 289 | PDF Downloads 163 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4082
PDF

AI+AR based Framework for Guided Visual Diagnosis of Equipment

Teresa Gonzalez Diaz, Xian Yeow Lee, Huimin Zhuge, Lasitha Vidyaratne, Gregory Sin, Tsubasa Watanabe, Ahmed Farahat, Chetan Gupta
Abstract 218 | PDF Downloads 200 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3909
PDF

An Advanced Diagnostic Model for Gearbox Degradation Prediction Under Various Operating Conditions and Degradation Levels

Hanqi Su, Jay Lee
Abstract 358 | PDF Downloads 214 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3869
PDF

Assessing Aircraft Engine Wear through Simulation Techniques

Abdellah Madane, Jérôme Lacaille, Florent Forest, Hanane Azzag, Mustapha Lebbah
Abstract 304 | PDF Downloads 192 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3924
PDF

Assumption-based Design of Hybrid Diagnosis Systems

Daniel Jung, Mattias Krysander
Abstract 222 | PDF Downloads 194 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4141
PDF

Comparing Feature and Trajectory-Based Remaining Useful Life Modeling of Electrical Resistance Heating Wires

Simon Mählkvist, Wilhelm Söderkvist Vermelin, Thomas Helander, Konstantinos Kyprianidis
Abstract 190 | PDF Downloads 172 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3913
PDF

CycleGAN-based Data Augmentation for Enhanced Remaining Useful Life Prediction Under Unsupervised Domain Adaptation

Dorian Joubaud, Evgeny Zotov, Oğuz Bektaş, Sylvain Kubler, Yves LeTraon
Abstract 280 | PDF Downloads 232 Presentation Downloads 83 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3898
PDF
Presentation

Damage Diagnostics of Miter Gates Using Domain Adaptation and Normalizing Flow-Based Likelihood-Free Inference

Yichao Zeng, Zhao Zhao, Guofeng Qian, Michael D. Todd, Zhen Hu
Abstract 275 | PDF Downloads 173 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4223
PDF

Data-driven Detection of Engine Faults in Infrequently-driven Ground Vehicles

Ethan Kohrt, Matthew Moon, Matthew Sullivan, Sri Das, Michael Thurston, Nenad G. Nenadic
Abstract 182 | PDF Downloads 177 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3899
PDF

Data-Driven Remaining Useful Life Estimation

Ark Ifeanyi, Mattia Zanotelli, Jamie Coble
Abstract 282 | PDF Downloads 265 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4071
PDF

Development of PHM Algorithm of e-Latch to Prepare for the Era of Autonomous Driving

Mooseok Kwak, Jinwoo Nam, Kyoungtaek Kwak, Geunsoo Kim, Dongwook Choi, Jinsang Jung, Jungho Han, Gwanhee Kang, Kyeongjun Lim, Youngsoo Byun, Jungmin Eum, Michael H. Azarian, Namkyung Lee
Abstract 238 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4061
PDF

Elastodynamics based Modelling of Acoustic Emission for Earlier Bearing Damage Detection

Anurag Bhattacharyya, Krishnan Thyagarajan, Jin Yan, Kevin Pintong, Qiushu Chen, Joseph Lee, Peter Kiesel, Kai Goebel
Abstract 409 | PDF Downloads 179 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3971
PDF

Evaluation of the Use of the Angular Domain and Order Domain in a Bearing Fault Detection Framework using Deep Learning

Racquel Knust Domingues, Julio A. Cordioli, Danilo Silva, Danilo de Souza Braga, Guilherme Cartagena Miron
Abstract 251 | PDF Downloads 185 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4146
PDF

Expected First Occurrence Time of Uncertain Future Events in One-Dimensional Linear Systems

David E. Acuña-Ureta, Diego I. Fuentealba-Secul, Marcos E. Orchard
Abstract 209 | PDF Downloads 132 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4116
PDF

Exploring the Nexus between Sensor Reliability and System Performance

Deepak Tripathy, Rahul Gottumukkala, Derek Kim
Abstract 193 | PDF Downloads 135 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3888
PDF

Extracting Quantitative Insights from electrochemical impedance spectra using Statistical Methods

Pavle Boskoski, Benjamin Königshofer, Gjorgji Nusev, Aljaž Ostrež, Vanja Subotić
Abstract 232 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4057
PDF

Feature-weighted Random Forest with Boruta for Fault Diagnosis of Satellite Attitude Control Systems

Shaozhi Chen, Xiaopeng Xi, Maiying Zhong, Marcos E. Orchard
Abstract 266 | PDF Downloads 192 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4132
PDF

Global-Local Continual Transfer Network for Intelligent Fault Diagnosis of Rotating Machinery

Jipu Li, Ke Yue, Jingxiao Liao, Tao Wang, Xiaoge Zhang
Abstract 191 | PDF Downloads 180 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4064
PDF

Health Indicator Development for Low-Voltage Battery Diagnostics and Prognostics in Electric Vehicles

Xinyu Du, Huaizheng Mu, Kevin Corr, Matt Nowak, Hong Wong, Tung-Wah Frederick Chang, Sara Rahimifard
Abstract 307 | PDF Downloads 191 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3918
PDF

Investigation of the Dynamic Relationship between Oil Temperature and Bearing Gearbox Condition Indicator Values for the Bell 407 Helicopter Based on Cointegration Analysis

Oumayma Babay, Lotfi Saidi, Eric Bechhofer, Mohamed Benbouzid
Abstract 260 | PDF Downloads 172 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4000
PDF

Mean Variance Estimation Neural Network Particle Filter for Predicting Battery Remaining Useful Life

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Piero Baraldi, Enrico Zio
Abstract 254 | PDF Downloads 230 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4078
PDF

Modeling and Simulation of Thermal Effects on Electrical Behavior in Lithium-Ion Cells

Cristóbal Allendes, Ammi Beltrán, Jorge E. García, Diego Troncoso-Kurtovic, Bruno Masserano, Benjamín Brito Schiele, Violeta Rivera, Francisco Jaramillo, Marcos E. Orchard, Jorge F. Silva, Heraldo Rozas, Srikanth Rangarajan
Abstract 549 | PDF Downloads 234 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4080
PDF

On the Construction of Energy Efficiency-based Degradation Indicator for Photovoltaic Solar Inverters

Jorge Ruiz Amantegui, Phuc Do, Hai-Canh Vu, Marko Pavlov, Nicolas Favrot
Abstract 221 | PDF Downloads 156 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4156
PDF

Online and Offline Fault Detection and Diagnostics in a Nuclear Power Plant Condenser

Ark Ifeanyi, Jamie Coble
Abstract 327 | PDF Downloads 145 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3934
PDF

Physics and Data Collaborative Root Cause Analysis

Hao Huang, Tapan Shah, John Karigiannis, Scott Evans
Abstract 335 | PDF Downloads 199 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3881
PDF

Physics-Informed Data-Driven Approaches to State of Health Prediction of Maritime Battery Systems

Azzeddine Bakdi, Maximilian Bruch, Qin Liang, Erik Vanem
Abstract 272 | PDF Downloads 194 Presentation Downloads 74 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4135
PDF
Presentation

SPIKE-Dx

Chetan Kulkarni, Johann Schumann, Anupa Bajwa
Abstract 286 | PDF Downloads 155 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4154
PDF

SYSAI for System Health Management - a Statistical Framework for the Analysis of Diagnosis Systems

Yuning He, Johann Schumann
Abstract 183 | PDF Downloads 151 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3907
PDF

Unsupervised Fault Detection in a Controlled Conical Tank

Joaquín Ortega, Camilo Ramírez, Tomás Rojas, Ferhat Tamssaouet, Marcos Orchard, Jorge Silva
Abstract 325 | PDF Downloads 151 Presentation Downloads 60 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4137
PDF
Presentation

Use of Tach from Vibration to Estimate Bearing Spall Length

Eric Bechhoefer, Omri Matania, Jacob Bortman
Abstract 313 | PDF Downloads 167 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3928
PDF

Temporal Convolutional Network-based Approach for Forecasting Fluctuations Differential Pressure in Reverse Osmosis Systems

The Son Pham, Thanh-Ha Do, Phuc Do
Abstract 198 | PDF Downloads 150 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4144
PDF

Using Explainable Artificial Intelligence to Interpret Remaining Useful Life Estimation with Gated Recurrent Unit

Marcia L. Baptista, Madhav Mishra, Elsa Henriques, Helmut Prendinger
Abstract 328 | PDF Downloads 206 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4124
PDF

Zero-shot Video Change Detection for Real-life Industrial Applications

Mahbubul Alam, Huimin Zhuge, Teresa Gonzalez, Ahmed Farahat, Song Wang, Chetan Gupta
Abstract 172 | PDF Downloads 123 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3903
PDF

Industry Experience Papers

Data Augmentation of Multivariate Sensor Time Series using Autoregressive Models and Application to Failure Prognostics

Douglas Baptista de Souza, Bruno Paes Leao
Abstract 166 | PDF Downloads 194 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4145
PDF

Diagnostics-LLaVA

Aman Kumar, Mahbubul Alam, Ahmed Farahat, Maheshjabu Somineni, Chetan Gupta
Abstract 347 | PDF Downloads 183 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4147
PDF

Health Assessment of Pump Stations using Time Series Anomaly Detection

Abhishek Murthy, Babak Afshin-Pour, Willem Malloy, Vasileios Geroulas
Abstract 183 | PDF Downloads 156 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3870
PDF

Investigating Model Form Error Estimation for Sparse Data

Kyle D. Neal, Mohammad Khalil, Teresa Portone
Abstract 150 | PDF Downloads 131 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4081
PDF

Large Language Model Agents as Prognostics and Health Management Copilots

Sarah Lukens, Lucas H. McCabe, Joshua Gen, Asma Ali
Abstract 1152 | PDF Downloads 531 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3906
PDF

Proactive Aircraft Engine Removal Planning with Dynamic Bayesian Networks

Bharath Pidaparthi, Ryan Jacobs, Sayan Ghosh, Sandipp Krishnan Ravi, Ahmad W. Amer, Lele Luan, Murali Krishnan Rajasekharan Pillai, Feng Zhang, Victor Perez, Liping Wang
Abstract 204 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4148
PDF

Towards a Fault Management Analysis Tool for Model Centric Systems Engineering

Ksenia Kolcio, Maurice Prather, David Wagner, Maged Elaasar, Narek Shougarian
Abstract 183 | PDF Downloads 113 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3895
PDF

United Airlines In-Flight Wi-Fi Health Management: Revolutionizing Aircraft Connectivity through Real-time Prognostics and Big Data Analysis

Ehsan Rahimi, Shuang Ling, Luis Mesen
Abstract 169 | PDF Downloads 181 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3937
PDF

Data Challenge Papers

A Comprehensive Approach to Fault Classification of Helicopter Engines with Adaboost Ensemble Model

Peeyush Pankaj, Sammit Jain, Shyam Joshi
Abstract 188 | PDF Downloads 152 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4194
PDF

A Design Science Approach Comparing Ensemble Learning and Artificial Neural Networks for Uncertainty-Aware Helicopter Turbine Engines Health Monitoring

Victor Henrique Alves Ribeiro, Gilberto Reynoso-Meza
Abstract 188 | PDF Downloads 189 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4187
PDF

Assessing Helicopter Turbine Engine Health: A Simple Yet Robust Probabilistic Approach

Peihua Han, Qin Liang, Erik Vanem, Knut Erik Knutsen, Houxiang Zhang
Abstract 310 | PDF Downloads 161 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4186
PDF

Estimating The Health of Helicopter Turbine Engines by Means of Regression and Classification Using a Probabilistic Neural Network

Tyler Romano, Nathan Siegel, Samuel Willis III, William Henn, Rishie Seshadri
Abstract 335 | PDF Downloads 184 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4196
PDF

Estimating the health of turbine engine based on the relationship between torque margin and density altitude

Kosei Ozeki, Takahiko Masuzaki, Takeru Shiraga, Koji Wakimoto, Takaaki Nakamura
Abstract 274 | PDF Downloads 222 Presentation Downloads 85 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4191
PDF
Presentation

Intelligent Helicopter Turbine Engine Fault Diagnosis Using Multi-Head Attention

Yong Hun Park, Hwan Hwan In Oh, In Tae Kim, So Jung Lee, Se Hee Moon, Gyu Jin Park, Jeong Kyu Park, Joon Ha Jung
Abstract 224 | PDF Downloads 183 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4193
PDF

Robust Health Condition Prediction of Helicopter Turboshaft Engines Using Ensemble Machine Learning Models

Zihan Wu, Junzhe Wang, Meng Li
Abstract 243 | PDF Downloads 172 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4195
PDF

Doctoral Symposium Summaries

A Graph Neural Network Approach to System-Level Health Index and Remaining Useful Life Estimation

Ark Ifeanyi
Abstract 251 | PDF Downloads 173 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4159
PDF

A Two-Step Framework for Predictive Maintenance of Cryogenic Pumps in Semiconductor Manufacturing

Sanjoy Kumar Saha, M. M. Manjurul Islam, Shaun McFadden, Saugat Bhattacharyya, Mark Gorman, Girijesh Prasad
Abstract 225 | PDF Downloads 158 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4180
PDF

Adaptable and Generic Methods for Monitoring and Prognostics of Energy Assets

Mohammad Badfar, Ratna Babu Chinnam, Murat Yildirim
Abstract 174 | PDF Downloads 124 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4216
PDF

Development of a methodology for diagnosing faults in bearings operating under variable operating conditions based on self-supervised learning

Racquel Knust Domingues, Julio A. Cordioli
Abstract 183 | PDF Downloads 132 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4183
PDF

Diagnostics and Prognostics with High Dimensional Spatial-Temporal Data: From Structures to Human Brains

Yan Xue, Yuxiang Zhou, Yongming Liu
Abstract 221 | PDF Downloads 166 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4213
PDF

Digital Twin Generalization with Meta and Geometric Deep Learning

Raffael Theiler, Olga Fink
Abstract 257 | PDF Downloads 225 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4176
PDF

Multimodal sensor-to-machined surface image diffusion for defect detection in industrial processes

Jae Gyeong Choi, Yun Seok Kang, Hyung Wook Park, Sunghoon Lim
Abstract 187 | PDF Downloads 118 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4212
PDF

PHM-Based Modeling for Cyberattack Classifier Performance

Priscila Silva
Abstract 153 | PDF Downloads 132 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4177
PDF

Remaining Useful Life Prognostics of Rolling Element Bearings Based on State Estimation Techniques

Zhen Li, Konstantinos Gryllias
Abstract 183 | PDF Downloads 146 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4179
PDF

System-level Prognostics and Health Management for Complex Industrial Systems

Mattia Zanotelli, Jamie Coble
Abstract 221 | PDF Downloads 150 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4175
PDF

Uncertainty-Aware Prediction of Remaining Useful Life in Complex Systems

Weijun Xu, Enrico Zio
Abstract 281 | PDF Downloads 141 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4178
PDF

Poster Presentations

Accepting Technology in Aviation Safety Risk Management: an extension of the technology acceptance model

Washington Mhangami, Stephen King, David Barry
Abstract 545 | PDF Downloads 410 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3922
PDF

Bearing Fault Detection in Conveyor Belt Drums Using Machine Learning

Victor Bauler, Júlio Cordioli, Danilo Silva, Danilo Braga
Abstract 290 | PDF Downloads 172 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.4065
PDF

Frequency domain tensor-based 1D-convolutional neural network and multilinear principal component analysis for machinery fault detection

Ayantha Senanayaka , Qing Lee, Nayeon Lee, Sungkwang Mun, Amin Amirlatifi, Joseph Jabour, Thomas Arnold, Maria Seale
Abstract 246 | PDF Downloads 160 | DOI https://doi.org/10.36001/phmconf.2024.v16i1.3871
PDF