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 1014 | PDF Downloads 821 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.502
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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 609 | PDF Downloads 737 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.503
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A Data Driven Health Monitoring Approach to Extending Small Sats Mission

Fangzhou Sun, Abhishek Dubey, Chetan S. Kulkarni, Nagbhushan Mahadevan, Ali Guarneros Luna
Abstract 828 | PDF Downloads 1066 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.573
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A Data-driven Approach to Material Removal Rate Prediction in Chemical Mechanical Polishing

Zhixiong Li, Dazhong Wu
Abstract 653 | PDF Downloads 1228 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.489
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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 1002 | PDF Downloads 1488 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.526
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A Framework for Unifying Model-based and Data-driven Fault Diagnosis

Hamed Khorasgani, Ahmed Farahat, Kosta Ristovski, Chetan Gupta, Gautam Biswas
Abstract 1227 | PDF Downloads 1013 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.530
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A Hybrid Battery Model for Prognostics in Small-size Electric UAVs

Gina Katherine Sierra Paez, Marcos Orchard, Chetan Kulkarni, Kai Goebel
Abstract 1323 | PDF Downloads 742 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.454
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A Machine Learning Approach to Diesel Engine Health Prognostics using Engine Controller Data

Steve Nixon, Ryan Weichel, Karl Reichard, James Kozlowski
Abstract 2761 | PDF Downloads 3245 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.587
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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 750 | PDF Downloads 653 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.500
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A Nonlinear Analytical Redundancy Method for Sensor Fault Diagnosis in an Automotive Application

Huanyi Shui, Shiming Duan, Chaitanya Sankavaram, Jun Ni
Abstract 646 | PDF Downloads 649 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.538
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A Review of PHM Data Competitions from 2008 to 2017

Xiaodong Jia, Bin Huang, Jianshe Feng, Haoshu Cai, Jay Lee
Abstract 5313 | PDF Downloads 4132 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.462
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A Theoretically Rigorous Approach to Failure Prognosis

David Acuña, Marcos Orchard
Abstract 849 | PDF Downloads 573 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.469
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Acoustic Assessment of an End Mill for Analysis of Tool Wear

Abdullah M. Alzahrani, Rui Liu, Jason R. Kolodziej
Abstract 590 | PDF Downloads 748 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.509
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Advanced Maintenance in Manufacturing

Douglas S Thomas
Abstract 832 | PDF Downloads 1627 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.536
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An Acoustic Time-frequency Approach to Condition Monitoring of Ventricular Assistive Devices

Ian R. Prechtl, Steven W. Day, Jason R. Kolodziej
Abstract 556 | PDF Downloads 517 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.504
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An Extensible System for Optical Character Recognition of Maintenance Documents

John Anthony Labarga, Amardeep Singh, Vera Zaychik Moffitt
Abstract 555 | PDF Downloads 734 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.480
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An Integrated Health Management System Approach

Edward W. Mayfield, Guangxing Niu; Bin Zhang; Paul Ziehl, Michael Golda
Abstract 997 | PDF Downloads 650 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.552
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Assessment of Overhaul Effectiveness and Usage-based Inference using Bayesian Networks

Nenad G. Nenadic, Christopher J. Valant, Sean P. McConky; Michael G. Thurston
Abstract 572 | PDF Downloads 500 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.295
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Automated Contingency Management for Water Recycling System

Shijie Tang, Guangxing Niu, Bin Zhang, Ash Thakker, Santiago Vivanco, Rodney Martin, Craig Moore
Abstract 745 | PDF Downloads 580 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.542
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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 662 | PDF Downloads 1281 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.490
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Benchmarking for Keyword Extraction Methodologies in Maintenance Work Orders

Thurston Sexton, Melinda Hodkiewicz, Michael P. Brundage, Thomas Smoker
Abstract 759 | PDF Downloads 799 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.541
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Calculating A Tachometer Signal From Onboard A Smart Vibration Sensor

Eric Bechhoefer, David He
Abstract 965 | PDF Downloads 1593 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.338
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Calculating Remaining Useful Life in an Embedded System

Eric Bechhoefer, Rune Schlanbusch
Abstract 946 | PDF Downloads 1000 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.586
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Calculation of Blade Track Height Using an Optical Tracker

Eric Bechhoefer, Brian Tucker
Abstract 1020 | PDF Downloads 1421 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.533
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Classification-based Diagnosis Using Synthetic Data from Uncertain Models

Ion Matei, Maksym Zhenirovskyy, Johan de Kleer, Alexander Feldman
Abstract 934 | PDF Downloads 589 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.251
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Condition-based Maintenance Policy Optimization Using Genetic Algorithms and Gaussian Markov Improvement Algorithm

Michael Hoffman, Eunhye Song, Michael Brundage, Soundar Kumara
Abstract 576 | PDF Downloads 649 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.537
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Constrained Blind Source Separation by Morphological Characteristics and Its Application in Modal Analysis

Teng Gong, Zhousuo Zhang, Huan Wang
Abstract 407 | PDF Downloads 494 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.534
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Cyberattack Detection for Cyber Physical Systems Security – A Preliminary Study

Weizhong Yan, Lalit Mestha, Justin John, Daniel Holzhauer, Masoud Abbaszadeh, Marc McKinley
Abstract 698 | PDF Downloads 481 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.508
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Data Analytics for Performance Monitoring of Gas Turbine Engine

Yuan Liu, Avisekh Banerjee, Thambirajah Ravichandran, Amar Kumar, Glenn Heppler
Abstract 811 | PDF Downloads 1885 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.470
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Data-driven Application of PHM to Asset Strategies

Sarah Lukens, Matt Markham
Abstract 1800 | PDF Downloads 5894 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.245
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Data-driven Modeling for Aviation Safety Diagnosis and Prognosis

Xiaoge Zhang, Yingxiao Kong, Abhinav Subramanian, Sankaran Mahadevan
Abstract 654 | PDF Downloads 649 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.497
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Determining the Equivalent Conicity for Railway Wheelset Maintenance with Deep Ensembles

Alexandre Trilla, Xavier Cabré
Abstract 1722 | PDF Downloads 1696 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.465
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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 672 | PDF Downloads 587 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.584
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Development and Field Evaluation of Data-driven Whole Building Fault Detection and Diagnosis Strategy

Yimin Chen, Jin Wen
Abstract 495 | PDF Downloads 705 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.517
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Development of a Data-driven Model for Marine Gas Turbine (MGT) Engine Health Monitoring

Daniel Maraini, Mark Simpson, Ronald Brown, Michael Porporad
Abstract 713 | PDF Downloads 2377 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.543
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Development of Robust Fault Signatures for Battery and Starter Failure Prognosis

Xinyu Du, Yilu Zhang
Abstract 724 | PDF Downloads 829 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.340
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Dynamic Data Communications for Real-time Information Fusion

Weichang Wang, Lei Ying
Abstract 442 | PDF Downloads 546 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.486
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Ensemble Learning Based Surrogate Modeling for Gas Turbine Blisk Temperature Predictions

Thambirajah Ravichandran, Glenn Heppler, Avisekh Banerjee
Abstract 546 | PDF Downloads 686 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.495
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Estimating the Uncertainty of Brake Pad Prognostics for High-speed Rail with a Neural Network Feature Ensemble

Alexandre Trilla, Pierre Dersin, Xavier Cabré
Abstract 616 | PDF Downloads 844 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.464
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Examining Workcell Kinematic Chains to Identify Sources of Positioning Degradation

Alexander Klinger, Brian A. Weiss
Abstract 563 | PDF Downloads 502 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.557
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Extreme Prognostics for Remaining Useful Life Analysis of Composite Structures

Nick Eleftheroglou, Dimitrios Zarouchas, Rinze Benedictus
Abstract 587 | PDF Downloads 642 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.492
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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 1237 | PDF Downloads 2737 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.511
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Feature Selecting Hierarchical Neural Network for Industrial System Health Monitoring

Gabriel Michau, Manuel Arias Chao, Olga Fink
Abstract 726 | PDF Downloads 653 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.494
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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 506 | PDF Downloads 586 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.507
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Fault Diagnosis and Prognosis Based on Deep Belief Network and Particle Filtering

Guangxing Niu, Shije Tang, Zhichao Liu, Guangquan Zhao, Bin Zhang
Abstract 827 | PDF Downloads 777 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.540
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Fault Isolation of an Electro-mechanical Linear Actuator

Matt Kemp, Eric J. Martin
Abstract 524 | PDF Downloads 678 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.539
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Force Reconstruction for Nonlinear Structures in Time Domain

Jie Liu, Bing Li, Meng Li, Huihui Miao
Abstract 493 | PDF Downloads 622 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.531
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Identification of Diagnostic-related Features Applicable to EEG Signal Analysis

Nejra Beganovic, Jasmin Kevric, Dejan Jokic
Abstract 681 | PDF Downloads 627 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.477
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Impact of Early Life Failures in Services of Engineering Asset Fleets

Arinan Dourado, Felipe A. C. Viana
Abstract 555 | PDF Downloads 594 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.417
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Information Fusion for National Airspace System Prognostics

Yongming Liu, Kai Goebel
Abstract 1067 | PDF Downloads 1341 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.544
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Interpretable Unsupervised Feature Extraction and Learning of Abnormal System State Transitions in Aircraft Sensor Data

Rashmi Sundareswara, Franz David Betz, Tsai-Ching Lu
Abstract 1028 | PDF Downloads 586 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.463
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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 888 | PDF Downloads 640 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.484
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Leak Detection, Localization, and Prognosis of High Pressure Fuel Delivery System

Azeem Sarwar, Xiangxing Lu
Abstract 551 | PDF Downloads 2178 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.498
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Machine Learning Based Prognostics of Fatigue Crack Growth in Notch Pre-cracked Aluminum 7075-T6 Rivet Hole

Robert Haynes, Ghanashyam Joshi, Natasha Bradley
Abstract 661 | PDF Downloads 1354 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.549
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Model-based Fault Diagnostics of Servo Valves

Turki Haj Mohamad, Foad Nazari, Chandrasekhar Nataraj
Abstract 573 | PDF Downloads 729 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.519
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Modeling the Effects of Uncertainty on the National Airspace System

Erin C. DeCarlo, Barron J. Bichon
Abstract 484 | PDF Downloads 587 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.493
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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 829 | PDF Downloads 903 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.468
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Operational Anomaly Detection in Flight Data Using a Multivariate Gaussian Mixture Model

Guoyi Li, Ashwin Rai, Hyunseong Lee, Aditi Chattopadhyay
Abstract 1221 | PDF Downloads 1975 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.474
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Physics-based Learning for Aircraft Dynamics Simulation

Yang Yu, Houpu Yao, Yongming Liu
Abstract 74926 | PDF Downloads 39823 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.513
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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 714 | PDF Downloads 584 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.520
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Rapid Uncertainty Propagation for High-Fidelity Prognostics Using SROMPy and Python

James E. Warner, Patrick E. Leser, Jacob D. Hochhalter
Abstract 859 | PDF Downloads 721 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.551
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Remaining Useful Life Estimation of Wind Turbine Blades under Variable Wind Speed Conditions Using Particle Filters

Bhavana Valeti, Shamim N. Pakzad
Abstract 696 | PDF Downloads 1055 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.481
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Rolling Bearing Diagnosis Based on CNN-LSTM and Various Condition Dataset

Osamu Yoshimatsu, Yoshihiro Satou, Kenichi Shibasaki
Abstract 819 | PDF Downloads 1302 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.545
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Rotating Machinery Prognostics and Application of Machine Learning Algorithms

Asheber Wagshum Techane, Yu-Fu Wang, Bereket Haile Weldegiorgis
Abstract 1109 | PDF Downloads 758 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.253
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Safety Monitoring and Prognostics for Automatic Aircraft Take-off

Johann Schumann, Alexander W. Zollitsch, Nils Mumm, Florian Holzapfel
Abstract 1943 | PDF Downloads 2966 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.527
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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 638 | PDF Downloads 1047 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.564
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System-level Prognostics Based on Inoperability Input-output Model

Ferhat Tamssaouet, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 622 | PDF Downloads 591 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.487
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Towards Automated Condition Monitoring of Blowout Preventer Wellbore Packers

Se Un Park, Rajesh Kumar Bade, Daniel Barker, Daniel Edgardo Viassolo
Abstract 883 | PDF Downloads 1117 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.514
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Use of Passive Age Sensors for Projecting Remaining Thermal Life of Materials

Kenneth Watkins
Abstract 425 | PDF Downloads 577 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.515
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Validating Machine-learned Diagnostic Classifiers in Safety Critical Applications with Imbalanced Populations

Daniel Wade, Andrew Wilson, Abraham Reddy, Raj Bharadwaj
Abstract 555 | PDF Downloads 617 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.192
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Wireless, Non-invasive, Asset Life-cycle Monitoring System

Mark Younghoon Kim, Kevin Farinholt, Jeff Demo; James Eno; Hunter Long, Ethan Thompson
Abstract 539 | PDF Downloads 540 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.585
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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 1269 | PDF Downloads 1005 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.591
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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 1141 | PDF Downloads 1078 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.589
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Remaining Useful Life Estimation for Systems with Abrupt Failures

Wei Huang, Hamed Khorasgani, Chetan Gupta, Ahmed Farahat, Shuai Zheng
Abstract 1387 | PDF Downloads 1379 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.590
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Doctoral Symposium Summaries

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

Cordelia Mattuvarkuzhali Ezhilarasu
Abstract 598 | PDF Downloads 1009 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.707
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Electronic Circuit PHM with No Data

Varun Khemani
Abstract 450 | PDF Downloads 516 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.708
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Efficient control and Fault Detection and Isolation in Building HVAC systems

Avisek Naug
Abstract 428 | PDF Downloads 434 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.709
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Developing a Knowledge Management System for Integrated Vehicle Health Management Using a Data Life Cycle Model

Alexslis Maindze
Abstract 399 | PDF Downloads 584 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.710
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Health Management and Prognostics of Complex Structures and Systems

Guoyi Li
Abstract 464 | PDF Downloads 657 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.711
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Aging Models and Lifetime Prediction of Thermally Aged Industrial Cable Insulation Polymers

Aishwarya Sriraman
Abstract 515 | | DOI https://doi.org/10.36001/phmconf.2018.v10i1.715

Failure and Remaining Useful Life Prediction of Wind Turbine Gearboxes

Sofia Koukoura
Abstract 424 | PDF Downloads 889 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.712
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Operation-Aware Health Management for Environmental Control and Life Support System

Shijie Tang
Abstract 442 | PDF Downloads 436 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.713
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Robust Estimation of Connected Automated Vehicles While Performing Cooperative Tasks in Presence of Malicious Agents

Roberto Merco
Abstract 396 | PDF Downloads 356 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.714
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Poster Presentations

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

Xiaomeng Peng, Xiaoning Jin
Abstract 509 | PDF Downloads 580 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.546
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A Blind Blur Detection Method for Electro-optic (EO) Images

Greg Bower
Abstract 333 | PDF Downloads 430 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.351
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