Annual Conference of the PHM Society

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

Edited by:
N. Scott Clements

Published: 2019-09-23

Technical Papers

A Comparative Study on Computation of Cumulative Distribution Function in Predicting Time of Failure of Engineering Systems

Gina Katherine Sierra Paez, Matthew Daigle, Kai Goebel

Abstract 564 | PDF Downloads 405

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A Comprehensive Analysis of the Performance of Gear Fault Detection Algorithms

Eric Bechhoefer, Brent Butterworth

Abstract 404 | PDF Downloads 347

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A Deep Learning-Based Method for Cutting Parameter Optimization for Band Saw Machine

Pin Li, Jianshe Feng, Feng Zhu, Hossein Davari, Liang-Yu Chen, Jay Lee

Abstract 241 | PDF Downloads 296

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A Deployment of Prognostics to Optimize Aircraft Maintenance - A Literature Review

Jorben Pieter Sprong, Xiaoli Jiang, Henk Polinder

Abstract 406 | PDF Downloads 41659

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A Diagnostic Framework for Wind Turbine Gearboxes Using Machine Learning

Sofia Koukoura, James Carroll, Alasdair McDonald

Abstract 192 | PDF Downloads 218

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A Hybrid PSO-SVM Based Method for Degradation Process Prediction of Reciprocating Seal

Madhumitha Ramachandran, Jon Keegan, Zahed Siddique

Abstract 180 | PDF Downloads 177

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A Hybrid Qualitative and Quantitative Diagnosis Approach

Ion Matei, Maksym Zhenirovskyy, Johan de Kleer, Alexander Feldman

Abstract 225 | PDF Downloads 210

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A Methodology for the Experimental Validation of an Aircraft ECS Digital Twin Targeting System Level Diagnostics

Shafayat Hasan Chowdhury, Fakhre Ali, Ian K. Jennions

Abstract 745 | PDF Downloads 321

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A Novel Similarity-based Method for Remaining Useful Life Prediction Using Kernel Two Sample Test

Xiaodong Jia, Haoshu Cai, Yuanming Hsu, Wenzhe Li, Jianshe Feng, Jay Lee

Abstract 321 | PDF Downloads 305

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A Prognostics Framework for Power Semiconductor IGBT Modules through Monitoring of the On-State Voltage

Nicolas Degrenne, Chihiro Kawahara, Stefan Mollov

Abstract 169 | PDF Downloads 201

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A Prognostics Model to Predict Brake Rotor Thickness Variation

Hamed Kazemi, Xinyu Du, Samba Drame, Regan Dixon, Hossein Sadjadi

Abstract 246 | PDF Downloads 238

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A Regularized Deep Clustering Method for Fault Trend Analysis

Yongzhi Qu, Yue Zhang, David He, Miao He, Dude Zhou

Abstract 206 | PDF Downloads 244

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A Simulation Engine for the Characterization of Capacity Degradation Processes in Lithium-ion Batteries Undergoing Heterogeneous Operating Conditions

Aramis Perez, Heraldo Rozas, Francisco Jaramillo, Vanessa Quintero, Marcos Orchard

Abstract 229 | PDF Downloads 191

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A State-of-Health-Oriented Power Management Strategy for Multi-Source Electric Vehicles Considering Situation-Based Optimized Solutions in Real-Time

Ahmed Mohamed Ali, Bedatri Moulik, Nejra Beganovic, Dirk Söffker

Abstract 209 | PDF Downloads 109

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A Study on PHM Method Suitable for Motor-Driven Commercial Vehicle

Hong Suk Chang, Jong Chan Park

Abstract 181 | PDF Downloads 153

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A Survey of Flight Anomaly Detection Methods: Challenges and Opportunities

Vivian Rowoli Igenewari, Zakwan Skaf, Ian K. Jennions

Abstract 366 | PDF Downloads 358

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Accurate Estimation of Battery SOH and RUL Based on a Progressive LSTM with a Time Compensated Entropy Index

Taejun Bak, Sukhan Lee

Abstract 344 | PDF Downloads 442

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Adaptive Machine Learning Approach for Fault Prognostics based on Normal Conditions - Application to Shaft Bearings of Wind Turbine

Koceila Abid, Moamar Sayed-Mouchaweh, Cornez Laurence

Abstract 288 | PDF Downloads 273

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Advanced Fault-tolerant Control Strategy of Wind Turbine Based on Squirrel Cage Induction Generator with Rotor Bar Defects

Boubakeur Roubah, Houari Toubakh, Moamar Sayed-Mouchaweh

Abstract 216 | PDF Downloads 198

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Adversarial Campaign Mitigation via ROC-Centric Prognostics

Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner

Abstract 167 | PDF Downloads 123

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Agreement Behavior of Isolated Annotators for Maintenance Work-Order Data Mining

Emily Hastings, Thurston Sexton, Michael P. Brundage, Melinda Hodkiewicz

Abstract 161 | PDF Downloads 179

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Aircraft Trajectory Prediction using LSTM Neural Network with Embedded Convolutional Layer

Yutian Pang, Nan Xu, Yongming Liu

Abstract 424 | PDF Downloads 588

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An Approach for Uncertainty Quantification And Management Of Unmanned Aerial Vehicle Health

Matteo Corbetta, Chetan S. Kulkarni

Abstract 162 | PDF Downloads 154

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An Evaluation of Empirical Approach for Gearbox Diagnosis in the Construction Equipment

Keon Kim

Abstract 176 | PDF Downloads 205

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An Integrated model-based Approach for FMECA Development for Smart Manufacturing Applications

Sudipto Ghoshal, Somnath Deb, Deepak Haste, Andrew Hess, Feraidoon Zahiri, Gregory Sutton

Abstract 180 | PDF Downloads 544

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Anomaly Detection and Diagnosis In Manufacturing Systems

Kalyani Zope, Kuldeep Singh, Sri Harsha Nistala, Arghya Basak, Pradeep Rathore, Venkataramana Runkana

Abstract 477 | PDF Downloads 469

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Automatic Indexation of Turbofan Data to Identify Anomalous Behaviors

Jerome Lacaille, Cynthia Faure, Madalina Olteanu, Marie Cottrell

Abstract 175 | PDF Downloads 209

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Automating Visual Inspection with Convolutional Neural Networks

Sreerupa Das, Christopher D Hollander, Suraiya Suliman

Abstract 192 | PDF Downloads 434

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Bearing Condition Monitoring based on the Indicator Generated in Time-frequency Domain

Teng Wang, Mr., Zheng Liu, Guoliang Lu, Dr.

Abstract 205 | PDF Downloads 178

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Best Practices Framework for Improving Maintenance Data Quality to Enable Asset Performance Analytics

Sarah Lukens, Manjish Naik, Kittipong Saetia, Xiaohui Hu

Abstract 356 | PDF Downloads 542

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Categorization Errors for Data Entry in Maintenance Work-Orders

Thurston Sexton, Melinda Hodkiewicz, Michael P. Brundage

Abstract 159 | PDF Downloads 197

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Chemometrics as a Tool to Gain Insight into Fiber Rope Aging from Infrared Images

Ellen Marie Nordgård-Hansen, Håkon Jarle Hassel, Rune Schlanbusch

Abstract 155 | PDF Downloads 111

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Classification Based Diagnosis:

Ion Matei, Johan de Kleer, Alexander Feldman, Maksym Zhenirovskyy, Rahul Rai

Abstract 249 | PDF Downloads 263

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Computation Method of Gear Dynamic Response Using Experimental Strain Data and Application in Pitting Fault Analysis

Yongzhi Qu, Haoliang Zhang, Zechao Wang, Zude Zhou

Abstract 173 | PDF Downloads 156

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Continuous Time Bayesian Networks in Prognosis and Health Management of Centrifugal Pumps

Tyler Forrester, Mark Harris, Jacob Senecal, John Sheppard

Abstract 226 | PDF Downloads 257

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Data-driven Approach to Equipment Taxonomy Classification

Kittipong Saetia, Sarah Lukens, Erik Pijcke, Xiaohui Hu

Abstract 181 | PDF Downloads 351

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Data-Driven Detection of Anomalies and Cascading Failures in Traffic Networks

Sanchita Basak, Afiya Ayman, Aron Laszka, Abhishek Dubey, Bruno Leao

Abstract 171 | PDF Downloads 184

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Design and In-Water Testing of a Fault-Detection System for Unmanned Underwater Vehicle Actuators

Matt Kemp, Jon Erickson, Scott Jensen, Sotiria Lampoudi, Dr, Eric J. Martin

Abstract 187 | PDF Downloads 99

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Development of Metrics for Resilience Quantification in Energy Systems

Fellipe Sartori da Silva, José Alexandre Matelli

Abstract 237 | PDF Downloads 223

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Evaluation of 1D CNN Autoencoders for Lithium-ion Battery Condition Assessment Using Synthetic Data

Christopher J. Valant, Jay D. Wheaton, Michael G. Thurston, Sean P. McConky, Nenad G. Nenadic

Abstract 338 | PDF Downloads 402

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Experimental Results of Acoustic Emission Attenuation Due toWave Propagation in Composites

Sebastian Felix Wirtz, Stefan Bach, Dirk Söffker

Abstract 264 | PDF Downloads 128

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Fault Detection of a Reusable Rocket Engine using Phase Plane Trajectory of Feature Vectors

Seiji Tsutsumi, Miki Hirabayashi, Daiwa Sato, Masaharu Abe, Kaname Kawatsu, Masaki Sato, Toshiya Kimura, Tomoyuki Hashimoto

Abstract 167 | PDF Downloads 109

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Fault Identification and Isolation in Dynamic Systems Using Multiple Models

Olivia Maria Alves Coelho, Wlamir O. L. Vianna, Takashi Yoneyama

Abstract 182 | PDF Downloads 201

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Health Index Generation Based on Compressed Sensing and Logistic Regression for Remaining Useful Life Prediction

Christian Knoebel, Daniel Strommenger, Johannes Reuter, Clemens Guehmann

Abstract 772 | PDF Downloads 230

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Health Monitoring Framework for Aircraft Engine System using Deep Neural Network

Hyunseong Lee, Guoyi Li, Ashwin Rai, Aditi Chattopadhyay

Abstract 218 | PDF Downloads 265

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Improved Fault Detection and Isolation of Small Faults using Multiple Residual Generators and Complex Detection Hypotheses: Case Study of an Electro-Hydraulic Aerospace Actuator

Desham Mitra, Pulak Halder, Siddhartha Mukhopadhyay

Abstract 223 | PDF Downloads 217

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Inter-Turn Short-Circuit Failure of PMSM Indicator based on Kalman Filtering in Operational Behavior

Badr Mansouri, Hicham Janati Idrissi, Audrey Venon

Abstract 207 | PDF Downloads 351

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Introducing AnomDB: An Unsupervised Anomaly Detection Method for CNC Machine Control Data

Lou Zhang, Sarah Elghazoly, Brock Tweedie

Abstract 320 | PDF Downloads 365

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Isolation and Localization of Unknown Faults Using Neural Network-Based Residuals

Daniel Jung

Abstract 176 | PDF Downloads 200

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Isolation-based feature Selection for Unsupervised Outlier Detection

Qibo Yang, Jaskaran Singh, Jay Lee

Abstract 267 | PDF Downloads 291

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Kinematic Frequencies of Rotating Equipment Identified with Sparse Coding and Dictionary Learning

Sergio Martin-del-Campo, Fredrik Sandin, Stephan Schnabel

Abstract 245 | PDF Downloads 152

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Lifetime Model Development for Integration in Power Management of HEVs By Terms of Minimizing Fuel Consumption and Battery Degradation

Nejra Beganovic, Bedatri Moulik, Ahmed Mohamed Ali, Dirk S¨offker

Abstract 172 | PDF Downloads 199

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MCATSS - End-To-End Mobile Cardiopulmonary Tolerance Score System

Shravan Aras, Anh Dao, Chris Gniady, Rinku Skaria, Zain Khalpey

Abstract 156 | PDF Downloads 109

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Model-based On-board Decision Making for Autonomous Aircraft

Johann Martin Schumann, Nagabhushan Mahadevan, Michael Lowry, Gabor Karsai

Abstract 196 | PDF Downloads 337

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Multivariate Bernoulli Logit-Normal Model for Failure Prediction

Huijuan Shao, Xinwei Deng, Chi Zhang, Shuai Zheng, Hamed Khorasgani, Ahmed Farahat, Chetan Gupta

Abstract 183 | PDF Downloads 164

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Operating Condition-Invariant Neural Network-based Prognostics Methods applied on Turbofan Aircraft Engines

Gabriel Duarte Pasa, Ivo Paixão de Medeiros, Takashi Yoneyama

Abstract 198 | PDF Downloads 233

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Order Tracking Using Variational Mode Decomposition to Detect Gear Faults under Speed Fluctuations

Madhurjya Dev Choudhury, Liu Hong, Jaspreet Singh Dhupia

Abstract 232 | PDF Downloads 357

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Performance of Photovoltaic Modules After an Accelerated Thermal Cycling Degradation Test

Aramis Perez, Luis Gabriel Marin, Fernando Fuentes, Patricio Mendoza, Guillermo Jimenez, Marcos Orchard

Abstract 196 | PDF Downloads 186

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Permanent Magnet Synchronous Motor Winding Fault Simulation and Diagnosis

Enhui Liu, Guangxing Niu, Shijie Tang, Bin Zhang, Jesse Williams, Rodney Martin, Craig Moore

Abstract 202 | PDF Downloads 245

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Physics-Informed Neural Networks for Corrosion-Fatigue Prognosis

Arinan Dourado, Felipe A. C. Viana

Abstract 404 | PDF Downloads 510

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Probabilistic Aging Pipe Strength Estimation Using Multimodality Information Fusion

Jie Chen, Yongming Liu

Abstract 164 | PDF Downloads 181

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Probabilistic Health and Mission Readiness Assessment at System-Level

Leonardo Barbini, Michael Borth

Abstract 206 | PDF Downloads 179

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Probability of Detection (POD)-based Metric for Evaluation of Classifiers Used in Driving Behavior Prediction

Daniel Adofo Ameyaw, Qi Deng, Dirk Söffker

Abstract 188 | PDF Downloads 166

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Process Control Decision Inference, Monitoring, and Execution

Robert Matania, Jean-Marie Foret, Vicente Camarillo, Mark Walker

Abstract 147 | PDF Downloads 168

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Process-Monitoring-for- Quality — A Model Selection Criterion for Shallow Neural Networks

Carlos A. Escobar, Ruben Morales-Menendez

Abstract 140 | PDF Downloads 137

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Prognostics As-A-Service: A Scalable Cloud Architecture for Prognostics

Jason Watkins, Christopher Teubert, John Ossenfort

Abstract 218 | PDF Downloads 564

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Progress towards a Framework for Aerospace Vehicle Reasoning (FAVER)

Cordelia Mattuvarkuzhali Ezhilarasu, Zakwan Skaf, Ian K Jennions

Abstract 274 | PDF Downloads 209

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Real time Diagnostics and Prognostics of UAV Lithium-Polymer Batteries

Nick Eleftheroglou, Dimitrios Zarouchas, Theodoros Loutas, Sina Sharif Mansouri, George Georgoulas, Petros Karvelis, George Nikolakopoulos, Rinze Benedictus

Abstract 185 | PDF Downloads 266

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