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Vol. 11 No. 1 (2019): Proceedings of the Annual Conference of the PHM Society 2019
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
3070 | PDF Downloads
1008 |
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
2279 | PDF Downloads
1041 |
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
1717 | PDF Downloads
970 |
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
2883 | PDF Downloads
390027 |
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
984 | PDF Downloads
984 |
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
869 | PDF Downloads
1517 |
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
1396 | PDF Downloads
784 |
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
15592 | PDF Downloads
8957 |
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
1864 | PDF Downloads
900 |
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
965 | PDF Downloads
1004 |
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
1891 | PDF Downloads
1204 |
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
1543 | PDF Downloads
844 |
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
1817 | PDF Downloads
786 |
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
1186 | PDF Downloads
636 |
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
878 | PDF Downloads
1224 |
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
2266 | PDF Downloads
1568 |
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
1357 | PDF Downloads
4287 |
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
1144 | PDF Downloads
886 |
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
971 | PDF Downloads
758 |
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
823 | PDF Downloads
588 |
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
913 | PDF Downloads
770 |
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
2751 | PDF Downloads
2892 |
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
1126 | PDF Downloads
814 |
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
949 | PDF Downloads
760 |
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
979 | PDF Downloads
2308 |
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
2001 | PDF Downloads
3056 |
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
1251 | PDF Downloads
708 |
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
984 | PDF Downloads
1779 |
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
840 | PDF Downloads
668 |
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
2046 | PDF Downloads
1864 |
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
951 | PDF Downloads
982 |
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
1016 | PDF Downloads
639 |
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
1346 | PDF Downloads
784 |
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
883 | PDF Downloads
638 |
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
834 | PDF Downloads
839 |
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
1179 | PDF Downloads
5120 |
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
1066 | PDF Downloads
790 |
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
867 | PDF Downloads
620 |
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
820 | PDF Downloads
764 |
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
1227 | PDF Downloads
2208 |
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
1308 | PDF Downloads
753 |
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
850 | PDF Downloads
664 |
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
1395 | PDF Downloads
677 |
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
2318 | PDF Downloads
893 |
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
2014 | PDF Downloads
1027 |
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
1353 | PDF Downloads
788 |
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
897 | PDF Downloads
1435 |
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
1193 | PDF Downloads
1620 |
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
871 | PDF Downloads
748 |
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
1589 | PDF Downloads
2211 |
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
1023 | PDF Downloads
1060 |
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
4875 | PDF Downloads
780 |
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
638 | PDF Downloads
523 |
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
1531 | PDF Downloads
1129 |
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
1160 | PDF Downloads
1014 |
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
1783 | PDF Downloads
1381 |
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
824 | PDF Downloads
983 |
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
1835 | PDF Downloads
884 |
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
1777 | PDF Downloads
1571 |
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
2927 | PDF Downloads
3475 |
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
1388 | PDF Downloads
771 |
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
1012 | PDF Downloads
668 |
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
1122 | PDF Downloads
1192 |
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
720 | PDF Downloads
931 |
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
598 | PDF Downloads
883 |
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
1068 | PDF Downloads
5829 |
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
1142 | PDF Downloads
6288 |
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
948 | PDF Downloads
1032 |
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
2243 | PDF Downloads
843 |
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
1668 | PDF Downloads
907 |
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
1161 | PDF Downloads
772 |
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
1636 | PDF Downloads
724 |
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
1493 | PDF Downloads
682 |
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
918 | PDF Downloads
1182 |
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
843 | PDF Downloads
618 |
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
1125 | PDF Downloads
1105 |
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
2018 | PDF Downloads
883 |
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
1467 | PDF Downloads
1101 |
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
2116 | PDF Downloads
2398 |
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
1021 | PDF Downloads
926 |
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
1271 | PDF Downloads
981 |
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
945 | PDF Downloads
881 |
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
848 | PDF Downloads
642 |
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
978 | PDF Downloads
756 |
DOI
https://doi.org/10.36001/phmconf.2019.v11i1.914
PDF
A Physics Based Deep Learning Technique for Prognostics
Khaled Akkad
Abstract
938 | PDF Downloads
731 |
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
734 | PDF Downloads
737 |
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
855 | PDF Downloads
736 |
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
1144 | PDF Downloads
732 |
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
1292 | PDF Downloads
804 |
DOI
https://doi.org/10.36001/phmconf.2019.v11i1.917
PDF
Novel Waveforms, Models, Algorithms for Cable Health Monitoring
Xuan Wang
Abstract
568 | PDF Downloads
617 |
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
637 | PDF Downloads
795 |
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
586 | PDF Downloads
606 |
DOI
https://doi.org/10.36001/phmconf.2019.v11i1.918
PDF
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