Vol. 10 No. 1 (2018): Proceedings of the Annual Conference of the PHM Society 2018

Edited by:
Anibal Bregon
Marcos Orchard

 

Published: 2018-09-24

Technical Research Papers

A Bayesian-entropy Network for Information Fusion and Reliability Assessment of National Airspace Systems

Yuhao Wang, Yongming Liu, Zhe Sun, Pingbo Tang
Abstract 1163 | PDF Downloads 859 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.502
PDF

A Computational Platform for Analyzing the Safety of the National Airspace System

P. K. Menon, Bong-Jun Yang, Parikshit Dutta, Sang Gyun Park, Oliver Chen, Victor H. L. Cheng
Abstract 671 | PDF Downloads 772 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.503
PDF

A Data Driven Health Monitoring Approach to Extending Small Sats Mission

Fangzhou Sun, Abhishek Dubey, Chetan S. Kulkarni, Nagbhushan Mahadevan, Ali Guarneros Luna
Abstract 912 | PDF Downloads 1134 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.573
PDF

A Data-driven Approach to Material Removal Rate Prediction in Chemical Mechanical Polishing

Zhixiong Li, Dazhong Wu
Abstract 708 | PDF Downloads 1335 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.489
PDF

A Deep Learning-based Approach for Fault Diagnosis of Rolling Element Bearings

Mohammadkazem Sadoughi, Austin Downey, Garrett Bunge, Aditya Ranawat, Chao Hu, Simon Laflamme
Abstract 1080 | PDF Downloads 1544 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.526
PDF

A Framework for Unifying Model-based and Data-driven Fault Diagnosis

Hamed Khorasgani, Ahmed Farahat, Kosta Ristovski, Chetan Gupta, Gautam Biswas
Abstract 1458 | PDF Downloads 1081 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.530
PDF

A Hybrid Battery Model for Prognostics in Small-size Electric UAVs

Gina Katherine Sierra Paez, Marcos Orchard, Chetan Kulkarni, Kai Goebel
Abstract 1745 | PDF Downloads 772 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.454
PDF

A Machine Learning Approach to Diesel Engine Health Prognostics using Engine Controller Data

Steve Nixon, Ryan Weichel, Karl Reichard, James Kozlowski
Abstract 2848 | PDF Downloads 3363 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.587
PDF

A New Adaptive Prognostics Approach Based on Hybrid Feature Selection with Application to Point Machine Monitoring

Vepa Atamuradov, Kamal Medjaher, Pierre Dersin, Noureddine Zerhouni, Fatih Camci
Abstract 880 | PDF Downloads 689 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.500
PDF

A Nonlinear Analytical Redundancy Method for Sensor Fault Diagnosis in an Automotive Application

Huanyi Shui, Shiming Duan, Chaitanya Sankavaram, Jun Ni
Abstract 707 | PDF Downloads 692 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.538
PDF

A Review of PHM Data Competitions from 2008 to 2017

Xiaodong Jia, Bin Huang, Jianshe Feng, Haoshu Cai, Jay Lee
Abstract 5488 | PDF Downloads 4271 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.462
PDF

A Theoretically Rigorous Approach to Failure Prognosis

David Acuña, Marcos Orchard
Abstract 991 | PDF Downloads 604 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.469
PDF

Acoustic Assessment of an End Mill for Analysis of Tool Wear

Abdullah M. Alzahrani, Rui Liu, Jason R. Kolodziej
Abstract 662 | PDF Downloads 782 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.509
PDF

Advanced Maintenance in Manufacturing

Douglas S Thomas
Abstract 904 | PDF Downloads 2099 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.536
PDF

An Acoustic Time-frequency Approach to Condition Monitoring of Ventricular Assistive Devices

Ian R. Prechtl, Steven W. Day, Jason R. Kolodziej
Abstract 607 | PDF Downloads 547 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.504
PDF

An Extensible System for Optical Character Recognition of Maintenance Documents

John Anthony Labarga, Amardeep Singh, Vera Zaychik Moffitt
Abstract 604 | PDF Downloads 771 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.480
PDF

An Integrated Health Management System Approach

Edward W. Mayfield, Guangxing Niu; Bin Zhang; Paul Ziehl, Michael Golda
Abstract 1139 | PDF Downloads 709 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.552
PDF

Assessment of Overhaul Effectiveness and Usage-based Inference using Bayesian Networks

Nenad G. Nenadic, Christopher J. Valant, Sean P. McConky; Michael G. Thurston
Abstract 640 | PDF Downloads 528 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.295
PDF

Automated Contingency Management for Water Recycling System

Shijie Tang, Guangxing Niu, Bin Zhang, Ash Thakker, Santiago Vivanco, Rodney Martin, Craig Moore
Abstract 873 | PDF Downloads 622 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.542
PDF

Automated Hyper-parameter Tuning for Machine Learning Models in Machine Health Prognostics

Wang-Chi Cheung, Weiwen Zhang, Yong Liu, Feng Yang, Rick-Siow-Mong Goh
Abstract 722 | PDF Downloads 1341 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.490
PDF

Benchmarking for Keyword Extraction Methodologies in Maintenance Work Orders

Thurston Sexton, Melinda Hodkiewicz, Michael P. Brundage, Thomas Smoker
Abstract 846 | PDF Downloads 863 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.541
PDF

Calculating A Tachometer Signal From Onboard A Smart Vibration Sensor

Eric Bechhoefer, David He
Abstract 1142 | PDF Downloads 1628 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.338
PDF

Calculating Remaining Useful Life in an Embedded System

Eric Bechhoefer, Rune Schlanbusch
Abstract 1138 | PDF Downloads 1032 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.586
PDF

Calculation of Blade Track Height Using an Optical Tracker

Eric Bechhoefer, Brian Tucker
Abstract 1242 | PDF Downloads 1476 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.533
PDF

Classification-based Diagnosis Using Synthetic Data from Uncertain Models

Ion Matei, Maksym Zhenirovskyy, Johan de Kleer, Alexander Feldman
Abstract 1057 | PDF Downloads 630 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.251
PDF

Condition-based Maintenance Policy Optimization Using Genetic Algorithms and Gaussian Markov Improvement Algorithm

Michael Hoffman, Eunhye Song, Michael Brundage, Soundar Kumara
Abstract 632 | PDF Downloads 691 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.537
PDF

Constrained Blind Source Separation by Morphological Characteristics and Its Application in Modal Analysis

Teng Gong, Zhousuo Zhang, Huan Wang
Abstract 452 | PDF Downloads 525 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.534
PDF

Cyberattack Detection for Cyber Physical Systems Security – A Preliminary Study

Weizhong Yan, Lalit Mestha, Justin John, Daniel Holzhauer, Masoud Abbaszadeh, Marc McKinley
Abstract 761 | PDF Downloads 524 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.508
PDF

Data Analytics for Performance Monitoring of Gas Turbine Engine

Yuan Liu, Avisekh Banerjee, Thambirajah Ravichandran, Amar Kumar, Glenn Heppler
Abstract 885 | PDF Downloads 1937 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.470
PDF

Data-driven Application of PHM to Asset Strategies

Sarah Lukens, Matt Markham
Abstract 1892 | PDF Downloads 5974 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.245
PDF

Data-driven Modeling for Aviation Safety Diagnosis and Prognosis

Xiaoge Zhang, Yingxiao Kong, Abhinav Subramanian, Sankaran Mahadevan
Abstract 745 | PDF Downloads 687 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.497
PDF

Determining the Equivalent Conicity for Railway Wheelset Maintenance with Deep Ensembles

Alexandre Trilla, Xavier Cabré
Abstract 1793 | PDF Downloads 1793 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.465
PDF

Developing Health Management Strategies Using Power Constrained Hardware

Kevin M. Farinholt, Ali Chaudhry, Mark Kim, Ethan Thompson, Nathan Hipwell, Ryan Meekins, Stephen Adams, Peter Beling, Sherwood Polter
Abstract 737 | PDF Downloads 625 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.584
PDF

Development and Field Evaluation of Data-driven Whole Building Fault Detection and Diagnosis Strategy

Yimin Chen, Jin Wen
Abstract 560 | PDF Downloads 740 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.517
PDF

Development of a Data-driven Model for Marine Gas Turbine (MGT) Engine Health Monitoring

Daniel Maraini, Mark Simpson, Ronald Brown, Michael Porporad
Abstract 799 | PDF Downloads 2445 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.543
PDF

Development of Robust Fault Signatures for Battery and Starter Failure Prognosis

Xinyu Du, Yilu Zhang
Abstract 914 | PDF Downloads 898 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.340
PDF

Dynamic Data Communications for Real-time Information Fusion

Weichang Wang, Lei Ying
Abstract 489 | PDF Downloads 588 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.486
PDF

Ensemble Learning Based Surrogate Modeling for Gas Turbine Blisk Temperature Predictions

Thambirajah Ravichandran, Glenn Heppler, Avisekh Banerjee
Abstract 607 | PDF Downloads 726 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.495
PDF

Estimating the Uncertainty of Brake Pad Prognostics for High-speed Rail with a Neural Network Feature Ensemble

Alexandre Trilla, Pierre Dersin, Xavier Cabré
Abstract 691 | PDF Downloads 888 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.464
PDF

Examining Workcell Kinematic Chains to Identify Sources of Positioning Degradation

Alexander Klinger, Brian A. Weiss
Abstract 631 | PDF Downloads 537 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.557
PDF

Extreme Prognostics for Remaining Useful Life Analysis of Composite Structures

Nick Eleftheroglou, Dimitrios Zarouchas, Rinze Benedictus
Abstract 650 | PDF Downloads 677 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.492
PDF

Feasibility Study of a PHM System for Electro-hydraulic Servo-actuators for Primary Flight Controls

Sylvain Autin; Jérôme Socheleau, Andrea Dellacasa, Andrea De Martin, Giovanni Jacazio, George Vachtsevanos
Abstract 1436 | PDF Downloads 2800 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.511
PDF

Feature Selecting Hierarchical Neural Network for Industrial System Health Monitoring

Gabriel Michau, Manuel Arias Chao, Olga Fink
Abstract 799 | PDF Downloads 695 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.494
PDF

Fault Detection and Isolation with Fluid Mechanics Constraints For Cryogenic Combustion Bench Cooling Circuit

Camille Sarotte, Julien Marzat, Hélène Piet Lahanier, Marco Galeotta, Gérard Ordonneau
Abstract 554 | PDF Downloads 621 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.507
PDF

Fault Diagnosis and Prognosis Based on Deep Belief Network and Particle Filtering

Guangxing Niu, Shije Tang, Zhichao Liu, Guangquan Zhao, Bin Zhang
Abstract 962 | PDF Downloads 812 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.540
PDF

Fault Isolation of an Electro-mechanical Linear Actuator

Matt Kemp, Eric J. Martin
Abstract 586 | PDF Downloads 708 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.539
PDF

Force Reconstruction for Nonlinear Structures in Time Domain

Jie Liu, Bing Li, Meng Li, Huihui Miao
Abstract 586 | PDF Downloads 670 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.531
PDF

Identification of Diagnostic-related Features Applicable to EEG Signal Analysis

Nejra Beganovic, Jasmin Kevric, Dejan Jokic
Abstract 775 | PDF Downloads 666 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.477
PDF

Impact of Early Life Failures in Services of Engineering Asset Fleets

Arinan Dourado, Felipe A. C. Viana
Abstract 616 | PDF Downloads 627 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.417
PDF

Information Fusion for National Airspace System Prognostics

Yongming Liu, Kai Goebel
Abstract 1417 | PDF Downloads 1419 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.544
PDF

Interpretable Unsupervised Feature Extraction and Learning of Abnormal System State Transitions in Aircraft Sensor Data

Rashmi Sundareswara, Franz David Betz, Tsai-Ching Lu
Abstract 1099 | PDF Downloads 628 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.463
PDF

Just-in-time Point Prediction Using a Computationally-efficient Lebesgue-sampling-based Prognostic Method

Camilo Reyes, Francisco Jaramillo, Bin Zhang, Chetan Kulkarni, Marcos Orchard
Abstract 1155 | PDF Downloads 677 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.484
PDF

Leak Detection, Localization, and Prognosis of High Pressure Fuel Delivery System

Azeem Sarwar, Xiangxing Lu
Abstract 617 | PDF Downloads 2344 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.498
PDF

Machine Learning Based Prognostics of Fatigue Crack Growth in Notch Pre-cracked Aluminum 7075-T6 Rivet Hole

Robert Haynes, Ghanashyam Joshi, Natasha Bradley
Abstract 738 | PDF Downloads 1421 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.549
PDF

Model-based Fault Diagnostics of Servo Valves

Turki Haj Mohamad, Foad Nazari, Chandrasekhar Nataraj
Abstract 648 | PDF Downloads 765 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.519
PDF

Modeling the Effects of Uncertainty on the National Airspace System

Erin C. DeCarlo, Barron J. Bichon
Abstract 527 | PDF Downloads 625 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.493
PDF

On Practical Aspects of Using RNNs for Fault Detection in Sparsely-labeled Multi-sensor Time Series

Narendhar Gugulothu, Vishnu TV, Priyanka Gupta, Pankaj Malhotra, Lovekesh Vig, Puneet Agarwal, Gautam Shroff
Abstract 895 | PDF Downloads 950 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.468
PDF

Operational Anomaly Detection in Flight Data Using a Multivariate Gaussian Mixture Model

Guoyi Li, Ashwin Rai, Hyunseong Lee, Aditi Chattopadhyay
Abstract 1306 | PDF Downloads 2022 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.474
PDF

Physics-based Learning for Aircraft Dynamics Simulation

Yang Yu, Houpu Yao, Yongming Liu
Abstract 75095 | PDF Downloads 39857 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.513
PDF

Procedure for Selecting a Transmission Mode Dependent on the State-of-charge and State-of-health of a Lithium-ion Battery in Wireless Sensor Networks with Energy Harvesting Devices

Vanessa Quintero, Aramis Perez, Francisco Jaramillo, Claudio Estevez, Marcos Orchard
Abstract 881 | PDF Downloads 620 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.520
PDF

Rapid Uncertainty Propagation for High-Fidelity Prognostics Using SROMPy and Python

James E. Warner, Patrick E. Leser, Jacob D. Hochhalter
Abstract 925 | PDF Downloads 760 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.551
PDF

Remaining Useful Life Estimation of Wind Turbine Blades under Variable Wind Speed Conditions Using Particle Filters

Bhavana Valeti, Shamim N. Pakzad
Abstract 752 | PDF Downloads 1096 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.481
PDF

Rolling Bearing Diagnosis Based on CNN-LSTM and Various Condition Dataset

Osamu Yoshimatsu, Yoshihiro Satou, Kenichi Shibasaki
Abstract 871 | PDF Downloads 1347 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.545
PDF

Rotating Machinery Prognostics and Application of Machine Learning Algorithms

Asheber Wagshum Techane, Yu-Fu Wang, Bereket Haile Weldegiorgis
Abstract 1159 | PDF Downloads 819 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.253
PDF

Safety Monitoring and Prognostics for Automatic Aircraft Take-off

Johann Schumann, Alexander W. Zollitsch, Nils Mumm, Florian Holzapfel
Abstract 2023 | PDF Downloads 3004 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.527
PDF

Sequential Monte Carlo: Enabling Real-time and High-fidelity Prognostics

Patrick E. Leser, Jacob D. Hochhalter, James E Warner, Geoffrey F. Bomarito, William P. Leser, Fuh-Gwo Yuan
Abstract 705 | PDF Downloads 1085 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.564
PDF

System-level Prognostics Based on Inoperability Input-output Model

Ferhat Tamssaouet, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 686 | PDF Downloads 630 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.487
PDF

Towards Automated Condition Monitoring of Blowout Preventer Wellbore Packers

Se Un Park, Rajesh Kumar Bade, Daniel Barker, Daniel Edgardo Viassolo
Abstract 950 | PDF Downloads 1196 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.514
PDF

Use of Passive Age Sensors for Projecting Remaining Thermal Life of Materials

Kenneth Watkins
Abstract 467 | PDF Downloads 601 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.515
PDF

Validating Machine-learned Diagnostic Classifiers in Safety Critical Applications with Imbalanced Populations

Daniel Wade, Andrew Wilson, Abraham Reddy, Raj Bharadwaj
Abstract 613 | PDF Downloads 654 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.192
PDF

Wireless, Non-invasive, Asset Life-cycle Monitoring System

Mark Younghoon Kim, Kevin Farinholt, Jeff Demo; James Eno; Hunter Long, Ethan Thompson
Abstract 600 | PDF Downloads 577 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.585
PDF

Data Challenge Papers

Concurrent Estimation of Remaining Useful Life for Multiple Faults in an Ion Etch Mill

Kuldeep Singh, Balaji Selvanathan, Kalyani Zope, Sri Harsha Nistala, Venkataramana Runkana
Abstract 1342 | PDF Downloads 1044 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.591
PDF

Recurrent Neural Networks for Online Remaining Useful Life Estimation in Ion Mill Etching System

Vishnu TV, Priyanka Gupta, Pankaj Malhotra, Lovekesh Vig, Gautam Shroff
Abstract 1249 | PDF Downloads 1129 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.589
PDF

Remaining Useful Life Estimation for Systems with Abrupt Failures

Wei Huang, Hamed Khorasgani, Chetan Gupta, Ahmed Farahat, Shuai Zheng
Abstract 1500 | PDF Downloads 1417 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.590
PDF

Doctoral Symposium Summaries

An Integrated Reasoning Framework for Vehicle Level Diagnosis of Aircraft Subsystem Faults

Cordelia Mattuvarkuzhali Ezhilarasu
Abstract 655 | PDF Downloads 1053 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.707
PDF

Electronic Circuit PHM with No Data

Varun Khemani
Abstract 515 | PDF Downloads 559 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.708
PDF

Efficient control and Fault Detection and Isolation in Building HVAC systems

Avisek Naug
Abstract 482 | PDF Downloads 468 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.709
PDF

Developing a Knowledge Management System for Integrated Vehicle Health Management Using a Data Life Cycle Model

Alexslis Maindze
Abstract 456 | PDF Downloads 629 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.710
PDF

Health Management and Prognostics of Complex Structures and Systems

Guoyi Li
Abstract 535 | PDF Downloads 709 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.711
PDF

Aging Models and Lifetime Prediction of Thermally Aged Industrial Cable Insulation Polymers

Aishwarya Sriraman
Abstract 578 | | DOI https://doi.org/10.36001/phmconf.2018.v10i1.715

Failure and Remaining Useful Life Prediction of Wind Turbine Gearboxes

Sofia Koukoura
Abstract 495 | PDF Downloads 978 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.712
PDF

Operation-Aware Health Management for Environmental Control and Life Support System

Shijie Tang
Abstract 506 | PDF Downloads 484 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.713
PDF

Robust Estimation of Connected Automated Vehicles While Performing Cooperative Tasks in Presence of Malicious Agents

Roberto Merco
Abstract 459 | PDF Downloads 383 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.714
PDF

Poster Presentations

Rail Suspension System Fault Detection using Deep Semi-Supervised Feature Extraction with One-class data

Xiaomeng Peng, Xiaoning Jin
Abstract 564 | PDF Downloads 613 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.546
PDF

A Blind Blur Detection Method for Electro-optic (EO) Images

Greg Bower
Abstract 385 | PDF Downloads 484 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.351
PDF