Photo of Hui Yang

Hui Yang

Harold and Inge Marcus Career Associate Professor

Affiliation(s):

  • Industrial and Manufacturing Engineering

221 Leonhard Building

huy25@psu.edu

814-865-7397

Personal or Departmental Website

Research Areas:

Operations, Services, and Analytics

Interest Areas:

 
 

 

Education

  • BS, Electrical & Computer Engineering, China University of Mining and Technology (Beijing), 2002
  • MS, Electrical & Computer Engineering, China University of Mining and Technology (Beijing), 2005
  • Ph D, Industrial Engineering and Management, Oklahoma State University, 2009

Publications

Books

  • Hui Yang and Eva Lee, 2016, Healthcare Data Analytics: From Data to Knowledge to Healthcare Improvement, Wiley, New York, USA, pp. 632

Book, Chapters

  • Chen Kan and Hui Yang, 2017, Internet of Hearts – Large-scale Stochastic Network Modeling and Analysis of Cardiac Electrical Signals, World Scientific, pp. 211-251
  • Hui Yang, Yun Chen and Fabio Leonelli, 2016, Characterization and Monitoring of Nonlinear Dynamics and Chaos in Complex Physiological Signals, Wiley, New York, USA
  • Yun Chen, Fabio Leonelli and Hui Yang, 2016, Heterogeneous Sensing and Predictive Modeling of Postoperative Outcomes, Wiley, New York, USA
  • Chen Kan, Yun Chen and Hui Yang, 2012, Multiscale Quality Control of Telemedicine ECG Signal Acquisition, CRC Press, pp. 513–539
  • Satish Bukkapatnam, Hui Yang and F Modhavi, 2009, Towards Prediction of Nonlinear and Nonstationary Evolution of Customer Preferences using Local Markov Models, Springer

Journal Articles

  • Bing Yao, Farhad Imani and Hui Yang, 2018, "Markov decision process for image-guided additive manufacturing", IEEE Robotics and Automation Letters, 3, (4), pp. 2792-2798
  • Farhad Imani, A. Gaikwad, Prahalad Rao, Hui Yang and Ted Reutzel, 2018, "From Process Condition to Build Quality through Modeling and Monitoring of In-process Layerwise Images in Laser Powder Bed Fusion Additive Manufacturing Process", ASME Journal of Manufacturing Science and Engineering, pp. 1-20
  • S. Pei, K. Wang, Y. Li, D. Zeng, X. Su, Jingjing Li and Hui Yang, 2018, "Spatiotemporal characterization of 3D fracture behavior of carbon-fiber-reinforced polymer composites", Composite Structures, 203, pp. 30-37
  • Cheng-bang Chen, Hui Yang and Soundar R Tirupatikumara, 2018, "Recurrence network modeling and analysis of spatial data", Chaos: An Interdisciplinary Journal of Nonlinear Science, 28, (2), pp. 1-12
  • Bing Yao and Hui Yang, 2018, "Constrained Markov decision process modeling for sequential optimization of additive manufacturing", IEEE Access, 3, (4), pp. 1-8
  • Chen Kan, Hui Yang and Soundar R Tirupatikumara, 2018, "Parallel Computing and Network Analytics for Fast Internet-of-Things (IOT) Machine Information Processing and Condition Monitoring", Journal of Manufacturing Systems, 46, pp. 282-293
  • Bing Yao, Rui Zhu and Hui Yang, 2017, "Characterizing the Location and Extent of Myocardial Infarctions with Inverse ECG Modeling and Spatiotemporal Regularization", IEEE Journal of Biomedical and Health Informatics, pp. 1-11
  • Bing Yao, Farhad Imani, Aniket Sakpal, Ted Reutzel and Hui Yang, 2017, "Multifractal Analysis of Image Profiles for the Characterization and Detection of Defects in Additive Manufacturing", ASME Journal of Manufacturing Science and Engineering, pp. 1-20
  • Dongping Du, Hui Yang, Andrew Ednie and Eric Bennett, 2017, "In-silico modeling of the functional role of reduced sialylation in sodium and potassium channel gating of mouse ventricular myocytes", IEEE Journal of Biomedical and Health Informatics, pp. 1-9
  • Chen Kan and Hui Yang, 2017, "Image-guided Quality Control of Biomanufacturing Process", Procedia CIRP, 65, pp. 168-174
  • Gang Liu and Hui Yang, 2017, "Self-organizing network for variable clustering", Annuals of Operations Research, pp. 1-22
  • Chen Kan and Hui Yang, 2017, "Dynamic network monitoring and control of high-dimensional imaging profiles", Quality and Reliability Engineering International, pp. 1-20
  • Hui Yang and Fabio Leonelli, 2016, "Self-organizing visualization and pattern matching of vectorcardiographic QRS waveforms", Computers in Biology and Medicine, 79, pp. 1-9
  • Yun Chen and Hui Yang, 2016, "Heterogeneous recurrence representation and quantification of dynamic transitions in continuous nonlinear processes", European Physics Journal - Complex Systems, 89, (6), pp. 1-11
  • Chen Kan, Changqing Cheng and Hui Yang, 2016, "Heterogeneous recurrence monitoring of dynamic transients in ultraprecision machining processes", Journal of Manufacturing Systems, 41, pp. 178-187
  • Yun Chen and Hui Yang, 2016, "A novel information-theoretic approach for variable clustering and predictive modeling using Dirichlet process mixtures", Scientific Reports
  • Bing Yao and Hui Yang, 2016, "Physics-driven spatiotemporal regularization for high-dimensional predictive modeling", Scientific Reports, 6
  • Changqing Cheng, Chen Kan and Hui Yang, 2016, "Heterogeneous recurrence modeling and analysis of heartbeat dynamics for the identification of sleep apnea events", Computers in Biology and Medicine, 75, pp. 10-18
  • Yun Chen and Hui Yang, 2016, "Numerical simulation and pattern characterization of spatiotemporal dynamics on fractal surfaces for the whole-heart modeling applications", European Physical Journal - Complex Systems, 89, (181), pp. 1-16
  • M. Plumlee, V.R. Joseph and Hui Yang, 2015, "Calibrating functional parameters in the action potential of cardiac cells", Journal of the American Statistical Association, 111, (514), pp. 500-509
  • Yun Chen and Hui Yang, 2015, "Sparse Modeling and Recursive Prediction of Space–Time Dynamics in Stochastic Sensor Networks", IEEE Transactions on Automation Science and Engineering, 13, (1)
  • Dongping Du, Hui Yang, Andrew Ednie and Eric Bennett, 2015, "Statistical Metamodeling and Sequential Design of Computer Experiments to Model Glyco-altered Gating of Sodium Channels in Cardiac Myocytes", IEEE Journal of Biomedical and Health Informatics
  • Changqing Cheng, Akkarapol Sa-ngasoongsong, Omer Beyca, Trung Le, Hui Yang, Zhenyu Kong and Satish TS Bukkapatnam, 2015, "Time Series Forecasting for Nonlinear and Nonstationary Processes: A Review and Comparative Study", IIE Transactions, 47, (10), pp. 1053–1071
  • Chen Kan, Kay-Pong Yip and Hui Yang, 2015, "Two-Phase Greedy Pursuit Algorithm for Automatic Detection and Characterization of Transient Calcium Signaling", IEEE Journal of Biomedical and Health Informatics, 19, (2), pp. 687–697
  • Hui Yang and Erhun Kundakcioglu, 2014, "Healthcare Intelligence: Turning Data into Knowledge", IEEE Intelligent Systems, 29, (3), pp. 54–68
  • Hui Yang and Yun Chen, 2014, "Heterogeneous recurrence monitoring and control of nonlinear stochastic processes", Chaos: An Interdisciplinary Journal of Nonlinear Science, 24, (1), pp. 013138
  • Dongping Du, Hui Yang, Sarah A Norring and Eric S Bennett, 2014, "In-silico modeling of glycosylation modulation dynamics in hERG ion channels and cardiac electrical signals", IEEE Journal of Biomedical and Health Informatics, 18, (1), pp. 205–214
  • Sarah A Norring, Andrew R Ednie, Tara A Schwetz, Dongping Du, Hui Yang and Eric S Bennett, 2013, "Channel sialic acids limit hERG channel activity during the ventricular action potential", The FASEB Journal, 27, (2), pp. 622–631
  • Hui Yang, Satish TS Bukkapatnam and Leandro G Barajas, 2013, "Continuous flow modelling of multistage assembly line system dynamics", International Journal of Computer Integrated Manufacturing, 26, (5), pp. 401–411
  • Gang Liu and Hui Yang, 2013, "Multiscale adaptive basis function modeling of spatiotemporal vectorcardiogram signals", IEEE Journal of Biomedical and Health Informatics, 17, (2), pp. 484–492
  • Hui Yang and Gang Liu, 2013, "Self-organized topology of recurrence-based complex networks", Chaos: An Interdisciplinary Journal of Nonlinear Science, 23, (4), pp. 043116
  • Hui Yang, Chen Kan, Gang Liu and Yun Chen, 2013, "Spatiotemporal Differentiation of Myocardial Infarctions", IEEE Transactions on Automation Science and Engineering, 10, (4), pp. 938–947
  • Hui Yang, Satish TS Bukkapatnam, Trung Le and Ranga Komanduri, 2012, "Identification of myocardial infarction (MI) using spatio-temporal heart dynamics", Medical engineering & physics, 34, (4), pp. 485–497
  • Yun Chen and Hui Yang, 2012, "Multiscale recurrence analysis of long-term nonlinear and nonstationary time series", Chaos, Solitons & Fractals, 45, (7), pp. 978–987
  • Yun Chen and Hui Yang, 2012, "Self-organized neural network for the quality control of 12-lead ECG signals", Physiological measurement, 33, (9), pp. 1399
  • Hui Yang, Satish TS Bukkapatnam and Ranga Komanduri, 2012, "Spatiotemporal representation of cardiac vectorcardiogram (VCG) signals", Biomedical engineering online, 11, (1), pp. 1–15
  • Hui Yang, Satish TS Bukkapatnam and Leandro G Barajas, 2011, "Local recurrence based performance prediction and prognostics in the nonlinear and nonstationary systems", Pattern Recognition, 44, (8), pp. 1834–1840
  • Hui Yang, 2011, "Multiscale recurrence quantification analysis of spatial cardiac vectorcardiogram signals", IEEE Transactions on Biomedical Engineering, 58, (2), pp. 339–347
  • Drew Dawson, Hui Yang, Milind Malshe, Satish TS Bukkapatnam, Bruce Benjamin and Ranga Komanduri, 2009, "Linear affine transformations between 3-lead (Frank XYZ leads) vectorcardiogram and 12-lead electrocardiogram signals", Journal of electrocardiology, 42, (6), pp. 622–630
  • Satish Bukkapatnam, Ranga Komanduri, Hui Yang, Prahalad Rao, Wen-Chen Lih, Milind Malshe, Lionel M Raff, Bruce Benjamin and Mark Rockley, 2008, "Classification of atrial fibrillation episodes from sparse electrocardiogram data", Journal of electrocardiology, 41, (4), pp. 292–299
  • Hui Yang, ST Bukkapatnam and R Komanduri, 2007, "Nonlinear adaptive wavelet analysis of electrocardiogram signals", Physical Review E, 76, (2), pp. 026214

Conference Proceedings

  • Wenxin Tong, Chen Kan and Hui Yang, 2018, "Sensitivity Analysis of Wearable Textiles for ECG Sensing", Proceedings of the 2018 IEEE International Conference on Biomedical and Health Informatics (BHI), pp. 1–4
  • Bing Yao, Rui Zhu and Hui Yang, 2018, "Inverse ECG Modeling with Spatiotemporal Regularization for the Characterization of Myocardial Infarctions", Proceedings of the 2018 IEEE International Conference on Biomedical and Health Informatics (BHI), pp. 1–4
  • Farhad Imani, Bing Yao, Ruimin Chen, Prahalad Rao and Hui Yang, 2018, "Fractal Pattern Recognition of Image Profiles for Manufacturing Process Monitoring and Control", Proceedings of NAMRC/MSEC 2018, pp. 1–6
  • Farhad Imani, A. Gaikwad, M. Montazeri, Prahalad Rao and Hui Yang, 2018, "Layerwise In-process Quality Monitoring in Laser Powder Bed Fusion", Proceedings of NAMRC/MSEC 2018, pp. 1–6
  • Runyu Mao, Wenxin Tong, Chen Kan and Hui Yang, 2017, "Heartbeat Sensing and Control of 3D LED Cube", Proceedings of the 2017 IEEE International Conference on Biomedical and Health Informatics (BHI), pp. 1–4
  • Chen Kan, Fabio Leonelli and Hui Yang, 2016, "Map Reduce for Optimizing a Large-Scale Dynamic Network – Internet of Hearts", Proceedings of 2016 IEEE Engineering in Medicine and Biology Society Conference (EMBC), pp. 1–4
  • Hui Yang, Yun Chen and Fabio Leonelli, 2016, "Whole Heart Modeling – Spatiotemporal Dynamics of Electrical Wave Conduction and Propagation", Proceedings of 2016 IEEE Engineering in Medicine and Biology Society Conference (EMBC), pp. 1–4
  • Yao Bing and Hui Yang, 2016, "Mesh Resolution Impacts the Accuracy of Inverse and Forward ECG problems", Proceedings of 2016 IEEE Engineering in Medicine and Biology Society Conference (EMBC), pp. 1–4
  • Yun Chen and Hui Yang, 2015, "Sparse particle filtering for modeling space-time dynamics in stochastic sensor networks", Proceedings of 2015 Industrial and Systems Engineering Research Conference (ISERC), pp. 626–631
  • Yun Chen and Hui Yang, 2015, "Heterogeneous Recurrence Monitoring and Control of Nonlinear Stochastic Processes", Proceedings of 2015 Industrial and Systems Engineering Research Conference (ISERC), pp. 1–6
  • Chen Kan and Hui Yang, 2015, "Dynamic Network Monitoring of Image Profiles in Complex Manufacturing Processes", Proceedings of 2015 Industrial and Systems Engineering Research Conference (ISERC), pp. 1-6
  • Gang Liu and Hui Yang, 2015, "A Self-organizing Method for Predictive Modeling with Highly-redundant Variables", Proceedings of the 11th Annual IEEE Conference on Automation Science and Engineering (CASE), pp. 1084-1089
  • Yun Chen and Hui Yang, 2015, "Heterogeneous Recurrence T2 Charts for Monitoring and Control of Nonlinear Dynamic Processes", Proceedings of the 11th Annual IEEE Conference on Automation Science and Engineering (CASE), pp. 1066-1071
  • Chen Kan, Yun Chen and Hui Yang, 2015, "Mobile Sensing and Network Analytics for Realizing Smart Automated Systems towards Health Internet of Things", Proceedings of the 11th Annual IEEE Conference on Automation Science and Engineering (CASE), pp. 1072-1077
  • Chen Kan and Hui Yang, 2015, "Network Models for Monitoring High-dimensional Image Profiles", Proceedings of the 11th Annual IEEE Conference on Automation Science and Engineering (CASE), pp. 1078-1083
  • Yun Chen and Hui Yang, 2014, "Heterogeneous postsurgical data analytics for predictive modeling of mortality risks in intensive care units", Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 4310–4314
  • Gang Liu, Chen Kan, Yun Chen and Hui Yang, 2014, "Model-driven parametric monitoring of high-dimensional nonlinear functional profiles", Proceedings of 2014 IEEE International Conference on Automation Science and Engineering (CASE), pp. 722–727
  • Di Yu, Dongping Du, Hui Yang and Yicheng Tu, 2014, "Parallel computing simulation of electrical excitation and conduction in the 3D human heart", Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 4315–4319
  • Yun Chen, Gang Liu and Hui Yang, 2014, "Sparse particle filtering for modeling space-time dynamics in distributed sensor networks", Proceedings of 2014 IEEE International Conference on Automation Science and Engineering (CASE), pp. 626–631
  • Gang Liu and Hui Yang, 2014, "Self-organized Recurrence Networks", Proceedings of 2014 Industrial and Systems Engineering Research Conference (ISERC), pp. 149
  • Yun Chen and Hui Yang, 2013, "A comparative analysis of alternative approaches for quantifying nonlinear dynamics in cardiovascular system", Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2599–2602
  • Yun Chen and Hui Yang, 2013, "Wavelet packet analysis of disease-altered recurrence dynamics in the long-term spatiotemporal vectorcardiogram (VCG) signals", Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2595–2598
  • Chen Kan and Hui Yang, 2012, "Dynamic spatiotemporal warping for the detection and location of myocardial infarctions", Proceedings of 2012 IEEE International Conference on Automation Science and Engineering (CASE), pp. 1046–1051
  • Hui Yang and Y. Chen, 2012, "Nonlinear modeling of spiral formation and turbulent patterns on fractal surfaces of the heart", Proceedings of 2012 Industrial Engineering Research Conference (IERC), pp. 1-10
  • Dongping Du, Hui Yang, Sarah A Norring and Eric S Bennett, 2011, "Multi-scale modeling of glycosylation modulation dynamics in cardiac electrical signaling", Proceedings of 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 104–107
  • Hui Yang and Satish TS Bukkapatnam, 2010, "Multiscale recurrence analysis of complex physiological rhythmic dynamics", Proceedings of 2010 Industrial and Systems Engineering Research Conference (ISERC), pp. 1-6
  • Hui Yang and Satish TS Bukkapatnam, 2009, "Recurrence based performance prediction and prognostics in complex manufacturing systems", Proceedings of 2009 Industrial and Systems Engineering Research Conference (ISERC), pp. 1453-1459
  • Utkarsh Mittal, Hui Yang, Satish TS Bukkapatnam and Leandro G Barajas, 2008, "Dynamics and performance modeling of multi-stage manufacturing systems using nonlinear stochastic differential equations", Proceedings of 2008 IEEE International Conference on Automation Science and Engineering (CASE), pp. 498–503
  • Hui Yang, Milind Malshe, Satish TS Bukkapatnam and Ranga Komanduri, 2008, "Recurrence quantification analysis and principal components in the detection of myocardial infarction from vectorcardiogram signals", Proceedings of the 3rd INFORMS Workshop on Data Mining and Health Informatics

Technical Reports

  • S. T. S Bukkapatnam, Hui Yang and L. G. Barajas, 2007, "Nonlinear stochastic dynamic modeling of automotive assembly process for real-time throughput prediction in GM assembly line segments", General Motors R&D Report
  • Hui Yang, S. T. S Bukkapatnam and L. G. Barajas, 2006, "A nonlinear dynamic modeling of automotive assembly process: application to continuous flow modeling of a GM assembly line segment", General Motors R&D Report

Research Projects

  • September 2015 - February 2020, "CAREER: Sensor-based Modeling and Control of Nonlinear Dynamics in Complex Systems for Quality Improvements in Manufacturing and Healthcare," (Sponsor: National Science Foundation).
  • September 2016 - August 2018, "EAGER/Collaborative Research: Sensing, Modeling and Optimization of Postoperative Heart Health Management," (Sponsor: National Science Foundation).
  • October 2015 - July 2017, "Collaborative Research: Physical-Statistical Modeling and Optimization of Cardiovascular System," (Sponsor: National Science Foundation).

Honors and Awards

Service

Service to Penn State:

Service to External Organizations:

 


 

About

Home of the first established industrial engineering program in the world, the Harold and Inge Marcus Department of Industrial and Manufacturing Engineering (IME) at Penn State has made a name for itself in the engineering industry through its storied tradition of unparalleled excellence and innovation in research, education, and outreach.

We are Innovators. We are Makers. We are Excellence in Engineering. We are Penn State IME.

The Harold and Inge Marcus Department of
Industrial and Manufacturing Engineering

310 Leonhard Building

The Pennsylvania State University

University Park, PA 16802-4400

Phone: 814-865-7601

FAX: 814-863-4745