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 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 536 | PDF Downloads 680 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.503

A Data Driven Health Monitoring Approach to Extending Small Sats Mission

Fangzhou Sun, Abhishek Dubey, Chetan S. Kulkarni, Nagbhushan Mahadevan, Ali Guarneros Luna
Abstract 632 | PDF Downloads 973 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.573

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 885 | PDF Downloads 1409 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.526

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

Hamed Khorasgani, Ahmed Farahat, Kosta Ristovski, Chetan Gupta, Gautam Biswas
Abstract 1052 | PDF Downloads 939 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.530

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

Gina Katherine Sierra Paez, Marcos Orchard, Chetan Kulkarni, Kai Goebel
Abstract 1106 | PDF Downloads 680 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.454

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

Steve Nixon, Ryan Weichel, Karl Reichard, James Kozlowski
Abstract 2634 | PDF Downloads 3028 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.587

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 650 | PDF Downloads 601 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.500

A Review of PHM Data Competitions from 2008 to 2017

Xiaodong Jia, Bin Huang, Jianshe Feng, Haoshu Cai, Jay Lee
Abstract 5172 | PDF Downloads 3960 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.462

Acoustic Assessment of an End Mill for Analysis of Tool Wear

Abdullah M. Alzahrani, Rui Liu, Jason R. Kolodziej
Abstract 519 | PDF Downloads 691 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.509

An Extensible System for Optical Character Recognition of Maintenance Documents

John Anthony Labarga, Amardeep Singh, Vera Zaychik Moffitt
Abstract 476 | PDF Downloads 673 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.480

An Integrated Health Management System Approach

Edward W. Mayfield, Guangxing Niu; Bin Zhang; Paul Ziehl, Michael Golda
Abstract 888 | PDF Downloads 579 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.552

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

Nenad G. Nenadic, Christopher J. Valant, Sean P. McConky; Michael G. Thurston
Abstract 515 | PDF Downloads 450 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.295

Automated Contingency Management for Water Recycling System

Shijie Tang, Guangxing Niu, Bin Zhang, Ash Thakker, Santiago Vivanco, Rodney Martin, Craig Moore
Abstract 606 | PDF Downloads 522 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.542

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 596 | PDF Downloads 1188 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.490

Benchmarking for Keyword Extraction Methodologies in Maintenance Work Orders

Thurston Sexton, Melinda Hodkiewicz, Michael P. Brundage, Thomas Smoker
Abstract 672 | PDF Downloads 698 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.541

Calculating Remaining Useful Life in an Embedded System

Eric Bechhoefer, Rune Schlanbusch
Abstract 811 | PDF Downloads 927 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.586

Classification-based Diagnosis Using Synthetic Data from Uncertain Models

Ion Matei, Maksym Zhenirovskyy, Johan de Kleer, Alexander Feldman
Abstract 825 | PDF Downloads 528 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.251

Cyberattack Detection for Cyber Physical Systems Security – A Preliminary Study

Weizhong Yan, Lalit Mestha, Justin John, Daniel Holzhauer, Masoud Abbaszadeh, Marc McKinley
Abstract 624 | PDF Downloads 441 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.508

Data Analytics for Performance Monitoring of Gas Turbine Engine

Yuan Liu, Avisekh Banerjee, Thambirajah Ravichandran, Amar Kumar, Glenn Heppler
Abstract 726 | PDF Downloads 1830 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.470

Data-driven Modeling for Aviation Safety Diagnosis and Prognosis

Xiaoge Zhang, Yingxiao Kong, Abhinav Subramanian, Sankaran Mahadevan
Abstract 594 | PDF Downloads 607 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.497

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 582 | PDF Downloads 539 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.584

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

Daniel Maraini, Mark Simpson, Ronald Brown, Michael Porporad
Abstract 655 | PDF Downloads 2312 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.543

Ensemble Learning Based Surrogate Modeling for Gas Turbine Blisk Temperature Predictions

Thambirajah Ravichandran, Glenn Heppler, Avisekh Banerjee
Abstract 494 | PDF Downloads 621 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.495

Extreme Prognostics for Remaining Useful Life Analysis of Composite Structures

Nick Eleftheroglou, Dimitrios Zarouchas, Rinze Benedictus
Abstract 498 | PDF Downloads 588 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.492

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 1071 | PDF Downloads 2569 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.511

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 468 | PDF Downloads 541 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.507

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

Guangxing Niu, Shije Tang, Zhichao Liu, Guangquan Zhao, Bin Zhang
Abstract 729 | PDF Downloads 723 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.540

Force Reconstruction for Nonlinear Structures in Time Domain

Jie Liu, Bing Li, Meng Li, Huihui Miao
Abstract 455 | PDF Downloads 583 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.531

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 736 | PDF Downloads 594 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.484

Model-based Fault Diagnostics of Servo Valves

Turki Haj Mohamad, Foad Nazari, Chandrasekhar Nataraj
Abstract 515 | PDF Downloads 675 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.519

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 775 | PDF Downloads 853 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.468

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

Guoyi Li, Ashwin Rai, Hyunseong Lee, Aditi Chattopadhyay
Abstract 1161 | PDF Downloads 1915 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.474

Physics-based Learning for Aircraft Dynamics Simulation

Yang Yu, Houpu Yao, Yongming Liu
Abstract 73109 | PDF Downloads 39775 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.513

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

James E. Warner, Patrick E. Leser, Jacob D. Hochhalter
Abstract 758 | PDF Downloads 672 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.551

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

Osamu Yoshimatsu, Yoshihiro Satou, Kenichi Shibasaki
Abstract 781 | PDF Downloads 1262 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.545

Rotating Machinery Prognostics and Application of Machine Learning Algorithms

Asheber Wagshum Techane, Yu-Fu Wang, Bereket Haile Weldegiorgis
Abstract 1070 | PDF Downloads 717 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.253

Safety Monitoring and Prognostics for Automatic Aircraft Take-off

Johann Schumann, Alexander W. Zollitsch, Nils Mumm, Florian Holzapfel
Abstract 1843 | PDF Downloads 2916 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.527

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 543 | PDF Downloads 986 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.564

System-level Prognostics Based on Inoperability Input-output Model

Ferhat Tamssaouet, Thi Phuong Khanh Nguyen, Kamal Medjaher
Abstract 549 | PDF Downloads 520 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.487

Towards Automated Condition Monitoring of Blowout Preventer Wellbore Packers

Se Un Park, Rajesh Kumar Bade, Daniel Barker, Daniel Edgardo Viassolo
Abstract 727 | PDF Downloads 1005 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.514

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

Mark Younghoon Kim, Kevin Farinholt, Jeff Demo; James Eno; Hunter Long, Ethan Thompson
Abstract 479 | PDF Downloads 496 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.585

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 1185 | PDF Downloads 937 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.591

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 1073 | PDF Downloads 1017 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.589

Remaining Useful Life Estimation for Systems with Abrupt Failures

Wei Huang, Hamed Khorasgani, Chetan Gupta, Ahmed Farahat, Shuai Zheng
Abstract 1293 | PDF Downloads 1332 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.590

Doctoral Symposium Summaries

Poster Presentations