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

Bong-Jun Yang, Parikshit Dutta, Sang Gyun Park, Oliver Chen, Victor H. L. Cheng
Abstract 291 | PDF Downloads 366 | 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 321 | PDF Downloads 487 | 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 462 | PDF Downloads 822 | 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, Gautam Biswas
Abstract 457 | PDF Downloads 567 | 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 434 | PDF Downloads 417 | 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 710 | PDF Downloads 1188 | 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 299 | PDF Downloads 337 | 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 2669 | PDF Downloads 2131 | 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 252 | PDF Downloads 354 | 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 216 | PDF Downloads 304 | 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 366 | PDF Downloads 296 | 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 285 | PDF Downloads 222 | 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 271 | PDF Downloads 251 | 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 354 | PDF Downloads 663 | 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 283 | PDF Downloads 299 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.541

Calculating Remaining Useful Life in an Embedded System

Eric Bechhoefer, Rune Schlanbusch
Abstract 319 | PDF Downloads 464 | 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 236 | PDF Downloads 270 | 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 279 | PDF Downloads 156 | 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 396 | PDF Downloads 1152 | 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 311 | PDF Downloads 320 | 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 295 | PDF Downloads 257 | 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 341 | PDF Downloads 983 | 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 259 | PDF Downloads 324 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.495

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 266 | PDF Downloads 386 | 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 281 | PDF Downloads 294 | 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 379 | PDF Downloads 413 | 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 243 | PDF Downloads 312 | 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 315 | PDF Downloads 316 | 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 255 | PDF Downloads 375 | 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 456 | PDF Downloads 543 | 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 381 | PDF Downloads 1442 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.474

Physics-based Learning for Aircraft Dynamics Simulation

Yang Yu, Houpu Yao, Yongming Liu
Abstract 7973 | PDF Downloads 2283 | 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 317 | PDF Downloads 319 | 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 518 | PDF Downloads 826 | 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 754 | PDF Downloads 430 | 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 439 | PDF Downloads 299 | 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 254 | PDF Downloads 650 | 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 263 | PDF Downloads 281 | 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 391 | PDF Downloads 290 | 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 245 | PDF Downloads 246 | 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 687 | PDF Downloads 640 | 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 723 | PDF Downloads 730 | 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 814 | PDF Downloads 792 | DOI https://doi.org/10.36001/phmconf.2018.v10i1.590

Doctoral Symposium Summaries

Poster Presentations