Vol. 11 No. 1 (2019): Proceedings of the Annual Conference of the PHM Society 2019

Edited by:
N. Scott Clements

Published: 2019-09-23

Technical Research Papers

A Comparative Study on Computation of Cumulative Distribution Function in Predicting Time of Failure of Engineering Systems

Gina Katherine Sierra Paez, Matthew Daigle, Kai Goebel
Abstract 1475 | PDF Downloads 762 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.846
PDF

A Comprehensive Analysis of the Performance of Gear Fault Detection Algorithms

Eric Bechhoefer, Brent Butterworth
Abstract 1190 | PDF Downloads 782 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.823
PDF

A Deep Learning-Based Method for Cutting Parameter Optimization for Band Saw Machine

Pin Li, Jianshe Feng, Feng Zhu, Hossein Davari, Liang-Yu Chen, Jay Lee
Abstract 881 | PDF Downloads 746 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.769
PDF

A Deployment of Prognostics to Optimize Aircraft Maintenance - A Literature Review

Jorben Pieter Sprong, Xiaoli Jiang, Henk Polinder
Abstract 2426 | PDF Downloads 389522 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.776
PDF

A Diagnostic Framework for Wind Turbine Gearboxes Using Machine Learning

Sofia Koukoura, James Carroll, Alasdair McDonald
Abstract 604 | PDF Downloads 657 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.881
PDF

A Hybrid PSO-SVM Based Method for Degradation Process Prediction of Reciprocating Seal

Madhumitha Ramachandran, Jon Keegan, Zahed Siddique
Abstract 579 | PDF Downloads 1273 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.852
PDF

A Hybrid Qualitative and Quantitative Diagnosis Approach

Ion Matei, Maksym Zhenirovskyy, Johan de Kleer, Alexander Feldman
Abstract 691 | PDF Downloads 534 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.839
PDF

A Methodology for the Experimental Validation of an Aircraft ECS Digital Twin Targeting System Level Diagnostics

Shafayat Hasan Chowdhury, Fakhre Ali, Ian K. Jennions
Abstract 15100 | PDF Downloads 8505 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.888
PDF

A Novel Similarity-based Method for Remaining Useful Life Prediction Using Kernel Two Sample Test

Xiaodong Jia, Haoshu Cai, Yuanming Hsu, Wenzhe Li, Jianshe Feng, Jay Lee
Abstract 1057 | PDF Downloads 638 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.788
PDF

A Prognostics Framework for Power Semiconductor IGBT Modules through Monitoring of the On-State Voltage

Nicolas Degrenne, Chihiro Kawahara, Stefan Mollov
Abstract 560 | PDF Downloads 659 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.829
PDF

A Prognostics Model to Predict Brake Rotor Thickness Variation

Hamed Kazemi, Xinyu Du, Samba Drame, Regan Dixon, Hossein Sadjadi
Abstract 993 | PDF Downloads 788 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.796
PDF

A Regularized Deep Clustering Method for Fault Trend Analysis

Yongzhi Qu, Yue Zhang, David He, Miao He, Dude Zhou
Abstract 786 | PDF Downloads 617 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.813
PDF

A Simulation Engine for the Characterization of Capacity Degradation Processes in Lithium-ion Batteries Undergoing Heterogeneous Operating Conditions

Aramis Perez, Heraldo Rozas, Francisco Jaramillo, Vanessa Quintero, Marcos Orchard
Abstract 854 | PDF Downloads 551 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.855
PDF

A State-of-Health-Oriented Power Management Strategy for Multi-Source Electric Vehicles Considering Situation-Based Optimized Solutions in Real-Time

Ahmed Mohamed Ali, Bedatri Moulik, Nejra Beganovic, Dirk Söffker
Abstract 779 | PDF Downloads 441 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.783
PDF

A Study on PHM Method Suitable for Motor-Driven Commercial Vehicle

Hong Suk Chang, Jong Chan Park
Abstract 568 | PDF Downloads 855 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.828
PDF

A Survey of Flight Anomaly Detection Methods: Challenges and Opportunities

Vivian Rowoli Igenewari, Zakwan Skaf, Ian K. Jennions
Abstract 1838 | PDF Downloads 1028 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.898
PDF

Accurate Estimation of Battery SOH and RUL Based on a Progressive LSTM with a Time Compensated Entropy Index

Taejun Bak, Sukhan Lee
Abstract 909 | PDF Downloads 3463 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.833
PDF

Adaptive Machine Learning Approach for Fault Prognostics based on Normal Conditions - Application to Shaft Bearings of Wind Turbine

Koceila Abid, Moamar Sayed-Mouchaweh, Cornez Laurence
Abstract 776 | PDF Downloads 674 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.838
PDF

Advanced Fault-tolerant Control Strategy of Wind Turbine Based on Squirrel Cage Induction Generator with Rotor Bar Defects

Boubakeur Roubah, Houari Toubakh, Moamar Sayed-Mouchaweh
Abstract 588 | PDF Downloads 531 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.841
PDF

Adversarial Campaign Mitigation via ROC-Centric Prognostics

Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner
Abstract 481 | PDF Downloads 431 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.865
PDF

Agreement Behavior of Isolated Annotators for Maintenance Work-Order Data Mining

Emily Hastings, Thurston Sexton, Michael P. Brundage, Melinda Hodkiewicz
Abstract 512 | PDF Downloads 491 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.791
PDF

Aircraft Trajectory Prediction using LSTM Neural Network with Embedded Convolutional Layer

Yutian Pang, Nan Xu, Yongming Liu
Abstract 1478 | PDF Downloads 2352 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.849
PDF

An Approach for Uncertainty Quantification And Management Of Unmanned Aerial Vehicle Health

Matteo Corbetta, Chetan S. Kulkarni
Abstract 627 | PDF Downloads 527 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.847
PDF

An Evaluation of Empirical Approach for Gearbox Diagnosis in the Construction Equipment

Keon Kim
Abstract 586 | PDF Downloads 569 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.830
PDF

An Integrated model-based Approach for FMECA Development for Smart Manufacturing Applications

Sudipto Ghoshal, Somnath Deb, Deepak Haste, Andrew Hess, Feraidoon Zahiri, Gregory Sutton
Abstract 597 | PDF Downloads 1900 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.899
PDF

Anomaly Detection and Diagnosis In Manufacturing Systems

Kalyani Zope, Kuldeep Singh, Sri Harsha Nistala, Arghya Basak, Pradeep Rathore, Venkataramana Runkana
Abstract 1290 | PDF Downloads 1907 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.815
PDF

Automatic Indexation of Turbofan Data to Identify Anomalous Behaviors

Jerome Lacaille, Cynthia Faure, Madalina Olteanu, Marie Cottrell
Abstract 574 | PDF Downloads 498 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.772
PDF

Automating Visual Inspection with Convolutional Neural Networks

Sreerupa Das, Christopher D Hollander, Suraiya Suliman
Abstract 589 | PDF Downloads 1302 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.868
PDF

Bearing Condition Monitoring based on the Indicator Generated in Time-frequency Domain

Teng Wang, Mr., Zheng Liu, Guoliang Lu, Dr.
Abstract 549 | PDF Downloads 512 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.765
PDF

Best Practices Framework for Improving Maintenance Data Quality to Enable Asset Performance Analytics

Sarah Lukens, Manjish Naik, Kittipong Saetia, Xiaohui Hu
Abstract 1412 | PDF Downloads 1506 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.836
PDF

Categorization Errors for Data Entry in Maintenance Work-Orders

Thurston Sexton, Melinda Hodkiewicz, Michael P. Brundage
Abstract 531 | PDF Downloads 649 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.790
PDF

Chemometrics as a Tool to Gain Insight into Fiber Rope Aging from Infrared Images

Ellen Marie Nordgård-Hansen, Håkon Jarle Hassel, Rune Schlanbusch
Abstract 656 | PDF Downloads 444 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.598
PDF

Classification Based Diagnosis:

Ion Matei, Johan de Kleer, Alexander Feldman, Maksym Zhenirovskyy, Rahul Rai
Abstract 701 | PDF Downloads 583 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.840
PDF

Computation Method of Gear Dynamic Response Using Experimental Strain Data and Application in Pitting Fault Analysis

Yongzhi Qu, Haoliang Zhang, Zechao Wang, Zude Zhou
Abstract 543 | PDF Downloads 450 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.810
PDF

Continuous Time Bayesian Networks in Prognosis and Health Management of Centrifugal Pumps

Tyler Forrester, Mark Harris, Jacob Senecal, John Sheppard
Abstract 562 | PDF Downloads 607 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.778
PDF

Data-driven Approach to Equipment Taxonomy Classification

Kittipong Saetia, Sarah Lukens, Erik Pijcke, Xiaohui Hu
Abstract 665 | PDF Downloads 3533 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.818
PDF

Data-Driven Detection of Anomalies and Cascading Failures in Traffic Networks

Sanchita Basak, Afiya Ayman, Aron Laszka, Abhishek Dubey, Bruno Leao
Abstract 590 | PDF Downloads 583 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.861
PDF

Design and In-Water Testing of a Fault-Detection System for Unmanned Underwater Vehicle Actuators

Matt Kemp, Jon Erickson, Scott Jensen, Sotiria Lampoudi, Dr, Eric J. Martin
Abstract 539 | PDF Downloads 424 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.860
PDF

Development of Metrics for Resilience Quantification in Energy Systems

Fellipe Sartori da Silva, José Alexandre Matelli
Abstract 542 | PDF Downloads 569 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.822
PDF

Evaluation of 1D CNN Autoencoders for Lithium-ion Battery Condition Assessment Using Synthetic Data

Christopher J. Valant, Jay D. Wheaton, Michael G. Thurston, Sean P. McConky, Nenad G. Nenadic
Abstract 786 | PDF Downloads 1968 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.876
PDF

Experimental Results of Acoustic Emission Attenuation Due toWave Propagation in Composites

Sebastian Felix Wirtz, Stefan Bach, Dirk Söffker
Abstract 846 | PDF Downloads 547 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.821
PDF

Fault Detection of a Reusable Rocket Engine using Phase Plane Trajectory of Feature Vectors

Seiji Tsutsumi, Miki Hirabayashi, Daiwa Sato, Masaharu Abe, Kaname Kawatsu, Masaki Sato, Toshiya Kimura, Tomoyuki Hashimoto
Abstract 499 | PDF Downloads 499 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.771
PDF

Fault Identification and Isolation in Dynamic Systems Using Multiple Models

Olivia Maria Alves Coelho, Wlamir O. L. Vianna, Takashi Yoneyama
Abstract 720 | PDF Downloads 489 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.780
PDF

Health Index Generation Based on Compressed Sensing and Logistic Regression for Remaining Useful Life Prediction

Christian Knoebel, Daniel Strommenger, Johannes Reuter, Clemens Guehmann
Abstract 1947 | PDF Downloads 604 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.867
PDF

Health Monitoring Framework for Aircraft Engine System using Deep Neural Network

Hyunseong Lee, Guoyi Li, Ashwin Rai, Aditi Chattopadhyay
Abstract 1533 | PDF Downloads 652 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.869
PDF

Improved Fault Detection and Isolation of Small Faults using Multiple Residual Generators and Complex Detection Hypotheses: Case Study of an Electro-Hydraulic Aerospace Actuator

Desham Mitra, Pulak Halder, Siddhartha Mukhopadhyay
Abstract 920 | PDF Downloads 571 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.848
PDF

Inter-Turn Short-Circuit Failure of PMSM Indicator based on Kalman Filtering in Operational Behavior

Badr Mansouri, Hicham Janati Idrissi, Audrey Venon
Abstract 564 | PDF Downloads 1120 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.831
PDF

Introducing AnomDB: An Unsupervised Anomaly Detection Method for CNC Machine Control Data

Lou Zhang, Sarah Elghazoly, Brock Tweedie
Abstract 843 | PDF Downloads 1208 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.806
PDF

Isolation and Localization of Unknown Faults Using Neural Network-Based Residuals

Daniel Jung
Abstract 474 | PDF Downloads 511 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.819
PDF

Isolation-based feature Selection for Unsupervised Outlier Detection

Qibo Yang, Jaskaran Singh, Jay Lee
Abstract 870 | PDF Downloads 1623 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.824
PDF

Kinematic Frequencies of Rotating Equipment Identified with Sparse Coding and Dictionary Learning

Sergio Martin-del-Campo, Fredrik Sandin, Stephan Schnabel
Abstract 615 | PDF Downloads 771 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.837
PDF

Lifetime Model Development for Integration in Power Management of HEVs By Terms of Minimizing Fuel Consumption and Battery Degradation

Nejra Beganovic, Bedatri Moulik, Ahmed Mohamed Ali, Dirk S¨offker
Abstract 3490 | PDF Downloads 549 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.784
PDF

MCATSS - End-To-End Mobile Cardiopulmonary Tolerance Score System

Shravan Aras, Anh Dao, Chris Gniady, Rinku Skaria, Zain Khalpey
Abstract 435 | PDF Downloads 376 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.768
PDF

Model-based On-board Decision Making for Autonomous Aircraft

Johann Martin Schumann, Nagabhushan Mahadevan, Michael Lowry, Gabor Karsai
Abstract 1105 | PDF Downloads 843 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.857
PDF

Multivariate Bernoulli Logit-Normal Model for Failure Prediction

Huijuan Shao, Xinwei Deng, Chi Zhang, Shuai Zheng, Hamed Khorasgani, Ahmed Farahat, Chetan Gupta
Abstract 583 | PDF Downloads 634 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.879
PDF

Operating Condition-Invariant Neural Network-based Prognostics Methods applied on Turbofan Aircraft Engines

Gabriel Duarte Pasa, Ivo Paixão de Medeiros, Takashi Yoneyama
Abstract 1014 | PDF Downloads 1064 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.786
PDF

Order Tracking Using Variational Mode Decomposition to Detect Gear Faults under Speed Fluctuations

Madhurjya Dev Choudhury, Liu Hong, Jaspreet Singh Dhupia
Abstract 567 | PDF Downloads 783 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.787
PDF

Performance of Photovoltaic Modules After an Accelerated Thermal Cycling Degradation Test

Aramis Perez, Luis Gabriel Marin, Fernando Fuentes, Patricio Mendoza, Guillermo Jimenez, Marcos Orchard
Abstract 836 | PDF Downloads 537 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.856
PDF

Permanent Magnet Synchronous Motor Winding Fault Simulation and Diagnosis

Enhui Liu, Guangxing Niu, Shijie Tang, Bin Zhang, Jesse Williams, Rodney Martin, Craig Moore
Abstract 890 | PDF Downloads 1307 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.886
PDF

Physics-Informed Neural Networks for Corrosion-Fatigue Prognosis

Arinan Dourado, Felipe A. C. Viana
Abstract 1768 | PDF Downloads 2271 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.814
PDF

Probabilistic Aging Pipe Strength Estimation Using Multimodality Information Fusion

Jie Chen, Yongming Liu
Abstract 649 | PDF Downloads 516 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.817
PDF

Probabilistic Health and Mission Readiness Assessment at System-Level

Leonardo Barbini, Michael Borth
Abstract 698 | PDF Downloads 492 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.777
PDF

Probability of Detection (POD)-based Metric for Evaluation of Classifiers Used in Driving Behavior Prediction

Daniel Adofo Ameyaw, Qi Deng, Dirk Söffker
Abstract 707 | PDF Downloads 971 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.774
PDF

Process Control Decision Inference, Monitoring, and Execution

Robert Matania, Jean-Marie Foret, Vicente Camarillo, Mark Walker
Abstract 443 | PDF Downloads 567 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.850
PDF

Process-Monitoring-for- Quality — A Model Selection Criterion for Shallow Neural Networks

Carlos A. Escobar, Ruben Morales-Menendez
Abstract 381 | PDF Downloads 643 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.816
PDF

Prognostics As-A-Service: A Scalable Cloud Architecture for Prognostics

Jason Watkins, Christopher Teubert, John Ossenfort
Abstract 729 | PDF Downloads 5518 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.835
PDF

Progress towards a Framework for Aerospace Vehicle Reasoning (FAVER)

Cordelia Mattuvarkuzhali Ezhilarasu, Zakwan Skaf, Ian K Jennions
Abstract 795 | PDF Downloads 6035 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.887
PDF

Real time Diagnostics and Prognostics of UAV Lithium-Polymer Batteries

Nick Eleftheroglou, Dimitrios Zarouchas, Theodoros Loutas, Sina Sharif Mansouri, George Georgoulas, Petros Karvelis, George Nikolakopoulos, Rinze Benedictus
Abstract 584 | PDF Downloads 788 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.785
PDF

Risk-Based Dynamic Anisotropic Operational Safety Bound for Rotary UAV Traffic Control

Jueming Hu, Heinz Erzberger, Kai Goebel, Yongming Liu
Abstract 874 | PDF Downloads 600 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.812
PDF

Rolling Element Bearing Fault Diagnosis Based on Deep Belief Network and Principal Component Analysis

Guangxing Niu, Bin Zhang, Paul Ziehl, Frank Ferrese, Michael Golda
Abstract 960 | PDF Downloads 637 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.882
PDF

Semi-supervised Constrained Hidden Markov Model Using Multiple Sensors for Remaining Useful Life Prediction and Optimal Predictive Maintenance

Xinyu Zhao, Yunyi Kang, Hao Yan, Feng Ju
Abstract 741 | PDF Downloads 565 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.851
PDF

Spatio-temporal Anomaly Detection, Diagnostics, and Prediction of the Air-traffic Trajectory Deviation using the Convective Weather

Xinyu Zhao, Hao Yan, Jing Li, Yutian Pang, Yongming Liu
Abstract 865 | PDF Downloads 523 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.854
PDF

Studies to Predict Maintenance Time Duration and Important Factors From Maintenance Workorder Data

Madhusudanan Navinchandran, Michael E. Sharp, Michael P. Brundage, Thurston B. Sexton
Abstract 1110 | PDF Downloads 479 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.792
PDF

The Anomaly Detection of 2.4L Diesel Engine Using One-Class SVM with Variational Autoencoder

Gyebong Jang, Sung-bae Cho
Abstract 628 | PDF Downloads 910 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.804
PDF

Tooth Crack Severity Assessment in the Early Stage of Crack Propagation Using Gearbox Dynamic Model

Xingkai Yang, Ming J. Zuo, Zhigang (Will) Tian
Abstract 544 | PDF Downloads 442 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.801
PDF

Towards an Enhanced Data- and Knowledge Management Capability: A Data Life Cycle Model Proposition for Integrated Vehicle Health Management

Alexslis Maindze, Zakwan Skaf, Ian Jennions
Abstract 714 | PDF Downloads 842 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.842
PDF

Using Value Assessment to Drive PHM System Development in Early Design

Daniel Hulse, Christopher Hoyle, Kai Goebel, Irem Tumer
Abstract 815 | PDF Downloads 579 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.779
PDF

Wheel Bearing Fault Isolation and Prognosis Using Acoustic Based Approach

Jianshe Feng, Xinyu Du, Mutasim Salman
Abstract 764 | PDF Downloads 755 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.798
PDF

Wind Turbine Main Bearing Fatigue Life Estimation with Physics-informed Neural Networks

Yigit Anil Yucesan, Felipe A. C. Viana
Abstract 1551 | PDF Downloads 1516 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.807
PDF

Data Challenge Papers

A Fatigue Crack Length Estimation and Prediction using Trans-fitting with Support Vector Regression

Myeongbaek Youn, Yunhan Kim, Dongki Lee, Minki Cho
Abstract 771 | PDF Downloads 677 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.906
PDF

A Hybrid Approach of Data-Driven and Physics-based Methods for Estimation and Prediction of Fatigue Crack Growth

Hyeon Bae Kong, Soo-Ho Jo, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, Byung Chul Jeon
Abstract 823 | PDF Downloads 696 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.905
PDF

Ensemble Linear Regression and Paris’ Law Based Methods for Structure Fatigue Crack Length Estimation and Prediction Using Ultrasonic Wave Data

Ming J. Zuo
Abstract 659 | PDF Downloads 609 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.904
PDF

Doctoral Symposium Summaries

A Framework for Resilience Informed Decision Making in Early Design

Daniel Hulse
Abstract 508 | PDF Downloads 419 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.913
PDF

A Framework to Interpret Deep Learning-Based Health Management System with Human Interactions

Michael H. Azarian, Namkyoung Lee, Michael G. Pecht
Abstract 554 | PDF Downloads 494 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.914
PDF

A Physics Based Deep Learning Technique for Prognostics

Khaled Akkad
Abstract 673 | PDF Downloads 508 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.916
PDF

Adapting Approximate Entropy as a Health Indicator of Rotating Machinery for Estimation of Remaining Useful Life

Cody Walker
Abstract 377 | PDF Downloads 448 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.910
PDF

Deep Learning Enable Diagnostics and Prognostics of Machine Health Condition

Wo Jae Lee, John W. Sutherland
Abstract 544 | PDF Downloads 495 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.919
PDF

Methodology of Adaptive Prognostics and Health Management Using Streaming Data in Big Data Environment

Jianshe Feng
Abstract 784 | PDF Downloads 440 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.912
PDF

Multimodality Information Fusion for Aging Pipe Strength and Toughness Estimation Using Bayesian Networks

Yongming Liu, Jie Chen
Abstract 589 | PDF Downloads 572 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.917
PDF

Novel Waveforms, Models, Algorithms for Cable Health Monitoring

Xuan Wang
Abstract 347 | PDF Downloads 369 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.911
PDF

Probabilistic Risk Assessment and Mitigation for UAS Safety and Traffic Management

Jueming Hu
Abstract 369 | PDF Downloads 451 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.915
PDF

Vibration-based Condition Monitoring of Industrial Drivetrains Operating under Non-stationary Conditions

Madhurjya Dev Choudhury
Abstract 340 | PDF Downloads 402 | DOI https://doi.org/10.36001/phmconf.2019.v11i1.918
PDF