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 307 | PDF Downloads 105

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

Francesco Cancelliere, Sylvain Girard, Jean-Marc Bourinet, Matteo Broggi
Abstract 151 | PDF Downloads 124

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

Jiawei Guo, Sen Zhang, Yu Qian, Yi Wang
Abstract 67 | PDF Downloads 64

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

Eric Pesola, Ksenia Kolcio, Maurice Prather, Adrian Ildefonso
Abstract 168 | PDF Downloads 127

A Case Study Comparing ROC and PRC Curves for Imbalanced Data

Dan Watson, Dr. Karl Reichard, Aaron Isaacson
Abstract 69 | PDF Downloads 77

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

koengeurts, Kerem Eryilmaz, Ted Oijevaar
Abstract 95 | Slides (PDF) Downloads 20 Paper (PDF) Downloads 98

Adaptive Prognostics: A reliable RUL approach

Nick Eleftheroglou
Abstract 134 | PDF Downloads 131

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

Mariana Salinas-Camus, Chetan Kulkarni, Marcos Orchard
Abstract 117 | PDF Downloads 32

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

Daniel Strombergsson, Ashwani Kumar, Fredrik Sandin, Pär Marklund
Abstract 98 | PDF Downloads 79

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 76 | PDF Downloads 85

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

Douglas Baptista de Souza, Bruno Paes Leao
Abstract 69 | PDF Downloads 93

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 107 | PDF Downloads 86

A Comparison of Residual-based Methods on Fault Detection

Chi-Ching Hsu, Gaetan Frusque, Olga Fink
Abstract 98 | PDF Downloads 106

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 62 | PDF Downloads 66

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

Zihan Liu, Prashant Kambali, Chandrashekhar Nataraj
Abstract 69 | PDF Downloads 68

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 96 | PDF Downloads 84

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

Ripan Kumar Kundu, Khaza Anuarul Hoque
Abstract 295 | Slides (PDF) Downloads 26 Paper (PDF) Downloads 148

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 106 | PDF Downloads 69

Graph neural networks for dynamic modeling of roller bearings

Vinay Sharma, Jens Ravesloot, Cees Taal, Olga Fink
Abstract 76 | PDF Downloads 82

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 53 | PDF Downloads 61

Increasing Robustness of Data-Driven Fault Diagnostics with Knowledge Graphs

Maximilian-Peter Radtke, Marco Huber, Jürgen Bock
Abstract 90 | PDF Downloads 71

Labelling of Annotated Condition Monitoring Data Through Technical Language Processing

Karl Lowenmark, Cees Taal, Amit Vurgaft, Joakim Nivre, Marcus Liwicki, Fredrik Sandin
Abstract 107 | PDF Downloads 87

Operational Wheel Flat Detector in Railway Vehicles

Ibon Erdozain, Blas Blanco, Luis Baeza, Asier Alonso
Abstract 53 | PDF Downloads 19

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 53 | PDF Downloads 40

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 98 | PDF Downloads 78

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

Quentin Dollon, Paul Labbé, François Léonard
Abstract 61 | PDF Downloads 72

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 61 | PDF Downloads 73

Rethinking Reliability in Terms of Margins

Diego Mandelli, Congjian Wang, Koushik Manjunatha, Vivek Agarwal, Linyu Lin
Abstract 55 | Slides (PDF) Downloads 8 Paper (PDF) Downloads 64

Unsupervised Physics-Informed Health Indicator Estimation for Complex Systems

Kristupas Bajarunas, Marcia Baptista, Kai Goebel, Manuel Arias Chao
Abstract 400 | PDF Downloads 188

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 76 | PDF Downloads 76

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

Katarina Vuckovic, Shashvat Prakash, Ben Burke
Abstract 55 | Slides (PDF) Downloads 25 Paper (PDF) Downloads 207

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

Eric Bechhoefer, Omri Matania, Jacob Bortman
Abstract 178 | PDF Downloads 101

Automotive Electronic Control Unit Ground Line Health Monitoring Method

Alaeddin Milhim, Hadyan Ramadhan, Xinyu Du, Shengbing Jiang, Hossein Sadjadi
Abstract 65 | PDF Downloads 51

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 75 | PDF Downloads 65

Fault Detection and Diagnosis in Tennessee Eastman Process with Deep Autoencoder

Zhongying Xiao, Arthur Kordon, Subrata Sen
Abstract 55 | PDF Downloads 54

Identifying Key Factors in Turbofan Engine Health Degradation using Functional Analysis

Declan Mallamo, Michael Azarian, Michael Pecht
Abstract 44 | Paper (PDF) Downloads 60 Slides (PDF) Downloads 15

Joint feedback control and fault diagnosis disambiguation

Ion Matei, Maksym Zhenirovsky, Johan de Kleer, Kai Goebel
Abstract 65 | PDF Downloads 62

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 66 | PDF Downloads 63

Process for Turboshaft Engine Performance Trending

Eric Bechhoefer, Mina Hajimohammadali
Abstract 51 | PDF Downloads 52

Predictive Analytics for Hydropower Fleet Intelligence

Yigit Yucesan, Pradeep Ramuhalli, Yang Chen, Jim Miller, Edward Hanson, Stephen Signore
Abstract 55 | PDF Downloads 46

Servomotor Dataset: Modeling Health in Mechanisms with Typically Intermittent Operation

Arun Subramanian, Abhinav Saxena, Jamie Coble
Abstract 79 | PDF Downloads 76

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 86 | PDF Downloads 63

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

Abhinav Saxena, Helena Goldfarb, Jeffrey Clark
Abstract 71 | PDF Downloads 72

Doctoral Symposium Summaries

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 101 | PDF Downloads 50

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

Hadyan Ramadhan, Hong Wong, Alaeddin Bani Milhim, Hossein Sadjadi
Abstract 45 | PDF Downloads 31

An Introductory Approach to Time-Series Data Preparation and Analysis

Edward Baumann, Charles Hsu, Hayley Buba, Taylor Cox
Abstract 68 | PDF Downloads 94

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

Alaeddin Banimilhim, Jacqueline Del Gatto, Hossein Sadjadi
Abstract 46 | PDF Downloads 35

Failure Mode Investigation to Enable LiDAR Health Monitoring for Automotive Application

Fred Chang, Ehsan Jafarzadeh, Jacqueline Del Gatto, Graham Cran, Hossein Sadjadi
Abstract 75 | PDF Downloads 65

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

Shuai Fu, Nicolas P. Avdelidis, Angelos Plastropoulos, Ip-Shing Fan
Abstract 149 | PDF Downloads 56

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

Samuel Bertelson, Lindsey Molina, Richard Neptune, Dragan Djurdjanovic
Abstract 68 | PDF Downloads 37

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 43 | PDF Downloads 33

Data Challenge Papers