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

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 1185 | PDF Downloads 437

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

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Matteo Broggi
Abstract 483 | PDF Downloads 374

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

Jiawei Guo, Sen Zhang, Yu Qian, Yi Wang
Abstract 323 | PDF Downloads 310

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

Eric Pesola, Ksenia Kolcio, Maurice Prather, Adrian Ildefonso
Abstract 441 | PDF Downloads 330

A Case Study Comparing ROC and PRC Curves for Imbalanced Data

Dan Watson, Dr. Karl Reichard, Aaron Isaacson
Abstract 293 | PDF Downloads 265

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

koengeurts, Kerem Eryilmaz, Ted Oijevaar
Abstract 356 | Paper (PDF) Downloads 301 Slides (PDF) Downloads 182

Adaptive Prognostics: A reliable RUL approach

Nick Eleftheroglou
Abstract 368 | PDF Downloads 323

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

Mariana Salinas-Camus, Chetan Kulkarni, Marcos Orchard
Abstract 428 | PDF Downloads 212

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

Daniel Strombergsson, Ashwani Kumar, Fredrik Sandin, Pär Marklund
Abstract 333 | PDF Downloads 257

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 401 | PDF Downloads 275

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

Douglas Baptista de Souza, Bruno Paes Leao
Abstract 314 | PDF Downloads 311

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 365 | PDF Downloads 273

A Comparison of Residual-based Methods on Fault Detection

Chi-Ching Hsu, Gaetan Frusque, Olga Fink
Abstract 373 | PDF Downloads 293

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 277 | PDF Downloads 226

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

Zihan Liu, Prashant Kambali, Chandrashekhar Nataraj
Abstract 272 | PDF Downloads 226

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 590 | PDF Downloads 273

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

Ripan Kumar Kundu, Khaza Anuarul Hoque
Abstract 807 | Paper (PDF) Downloads 425 Slides (PDF) Downloads 280

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 315 | PDF Downloads 226

Graph neural networks for dynamic modeling of roller bearings

Vinay Sharma, Jens Ravesloot, Cees Taal, Olga Fink
Abstract 340 | PDF Downloads 279

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 240 | PDF Downloads 158

Increasing Robustness of Data-Driven Fault Diagnostics with Knowledge Graphs

Maximilian-Peter Radtke, Marco Huber, Jürgen Bock
Abstract 281 | PDF Downloads 224

Labelling of Annotated Condition Monitoring Data Through Technical Language Processing

Karl Lowenmark, Cees Taal, Amit Vurgaft, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract 557 | PDF Downloads 225

Operational Wheel Flat Detector in Railway Vehicles

Ibon Erdozain, Blas Blanco, Luis Baeza, Asier Alonso
Abstract 178 | PDF Downloads 190

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 216 | PDF Downloads 164

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 1399 | PDF Downloads 687

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

Quentin Dollon, Paul Labbé, François Léonard
Abstract 251 | PDF Downloads 188

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 1478 | PDF Downloads 308

Rethinking Reliability in Terms of Margins

Diego Mandelli, Congjian Wang, Koushik Manjunatha, Vivek Agarwal, Linyu Lin
Abstract 213 | Paper (PDF) Downloads 193 Slides (PDF) Downloads 93

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

Minjae Kim, Seho Son, Kiyong Oh
Abstract 188 | Paper (PDF) Downloads 178 Slides (PDF) Downloads 92

Unsupervised Physics-Informed Health Indicator Estimation for Complex Systems

Kristupas Bajarunas, Marcia Baptista, Kai Goebel, Manuel Arias Chao
Abstract 921 | PDF Downloads 416

Underlying Probability Measure Approximated by Monte Carlo Simulations in Event Prognostics

David Acuña-Ureta, Marcos Orchard
Abstract 253 | PDF Downloads 193

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 277 | PDF Downloads 209

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

Katarina Vuckovic, Shashvat Prakash, Ben Burke
Abstract 1891 | Paper (PDF) Downloads 1543 Slides (PDF) Downloads 320

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

Eric Bechhoefer, Omri Matania, Jacob Bortman
Abstract 440 | PDF Downloads 212

Automotive Electronic Control Unit Ground Line Health Monitoring Method

Alaeddin Milhim, Hadyan Ramadhan, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 385 | PDF Downloads 170

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 337 | PDF Downloads 195

Fault Detection and Diagnosis in Tennessee Eastman Process with Deep Autoencoder

Zhongying Xiao, Arthur Kordon, Subrata Sen
Abstract 437 | PDF Downloads 245

Identifying Key Factors in Turbofan Engine Health Degradation using Functional Analysis

Declan Mallamo, Michael Azarian, Michael Pecht
Abstract 242 | Paper (PDF) Downloads 192 Slides (PDF) Downloads 126

Joint feedback control and fault diagnosis disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 312 | PDF Downloads 166

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 327 | PDF Downloads 189

Process for Turboshaft Engine Performance Trending

Eric Bechhoefer, Mina Hajimohammadali
Abstract 440 | PDF Downloads 326

Predictive Analytics for Hydropower Fleet Intelligence

Yigit Yucesan, Pradeep Ramuhalli, Yang Chen, Jim Miller, Edward Hanson, Stephen Signore
Abstract 293 | PDF Downloads 153

Servomotor Dataset: Modeling Health in Mechanisms with Typically Intermittent Operation

Arun Subramanian, Abhinav Saxena, Jamie Coble
Abstract 358 | PDF Downloads 221

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 310 | PDF Downloads 226

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

Abhinav Saxena, Helena Goldfarb, Jeffrey Clark
Abstract 339 | PDF Downloads 223

Doctoral Symposium Summaries

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 832 | PDF Downloads 281

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 306 | PDF Downloads 265

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 273 | PDF Downloads 198

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

Hadyan Ramadhan, Hong Wong, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract 259 | PDF Downloads 258

An Introductory Approach to Time-Series Data Preparation and Analysis

Edward Baumann, Charles Hsu, Hayley Buba, Taylor Cox
Abstract 255 | PDF Downloads 336

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

Alaeddin Banimilhim, Jacqueline Del Gatto, Hossein Sadjadi
Abstract 320 | PDF Downloads 280

Failure Mode Investigation to Enable LiDAR Health Monitoring for Automotive Application

Fred Chang, Ehsan Jafarzadeh, Jacqueline Del Gatto, Graham Cran, Hossein Sadjadi
Abstract 582 | PDF Downloads 381

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

Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Abstract 434 | PDF Downloads 188

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

Samuel Bertelson, Lindsey Molina, Richard Neptune, Dragan Djurdjanovic
Abstract 187 | PDF Downloads 140

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 230 | PDF Downloads 181