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 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 414 | PDF Downloads 527 | 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 489 | PDF Downloads 769 | 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 651 | PDF Downloads 1237 | 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 796 | PDF Downloads 794 | 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 788 | PDF Downloads 544 | 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 2374 | PDF Downloads 2567 | 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 451 | PDF Downloads 474 | 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 4809 | PDF Downloads 3420 | 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 383 | PDF Downloads 537 | 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 352 | PDF Downloads 508 | 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 634 | PDF Downloads 429 | 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 375 | PDF Downloads 333 | 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 429 | PDF Downloads 387 | 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 469 | PDF Downloads 979 | 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 478 | PDF Downloads 492 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.541

Calculating Remaining Useful Life in an Embedded System

Eric Bechhoefer, Rune Schlanbusch
Abstract 574 | PDF Downloads 774 | 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 574 | PDF Downloads 394 | 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 472 | PDF Downloads 305 | 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 569 | PDF Downloads 1682 | 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 461 | PDF Downloads 467 | 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 419 | PDF Downloads 408 | 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 512 | PDF Downloads 1910 | 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 356 | PDF Downloads 466 | 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 340 | PDF Downloads 468 | 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 550 | PDF Downloads 1677 | 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 358 | PDF Downloads 420 | 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 542 | PDF Downloads 593 | 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 340 | PDF Downloads 451 | 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 505 | PDF Downloads 464 | 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 373 | PDF Downloads 520 | 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 594 | PDF Downloads 715 | 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 997 | PDF Downloads 1736 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.474

Physics-based Learning for Aircraft Dynamics Simulation

Yang Yu, Houpu Yao, Yongming Liu
Abstract 62622 | PDF Downloads 38960 | 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 562 | PDF Downloads 481 | 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 659 | PDF Downloads 1085 | 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 938 | PDF Downloads 574 | 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 1191 | PDF Downloads 2737 | 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 387 | PDF Downloads 810 | 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 374 | PDF Downloads 394 | 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 486 | PDF Downloads 683 | 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 351 | PDF Downloads 377 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.585

Data Challenge Winners

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 1049 | PDF Downloads 852 | 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 961 | PDF Downloads 925 | 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 1169 | PDF Downloads 1233 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.590

Doctoral Symposium Summaries

Poster Presentations