Presentations

Invited Seminars

  1. High-Dimensional Data Analytics for System Monitoring and Performance Improvement. ISE Department at Virginia Tech, Blacksburg, VA. April 2022
  2. High-Dimensional Data Analytics for System Monitoring, Diagnostics, and Prognostics. IMSE Department at Iowa State University, Ames, IA. April 2021
  3. Functional and Tensor Data Analytics for System Diagnostics and Prognostics. Collaborative Innovation Center of Steel Technology, University of Science and Technology Beijing, China. Jan 2021
  4. High-Dimensional Data Analytics for System Monitoring, Diagnostics, Prognostics, and Decision-Making. Saint-Gobain Research North America, Northboro, MA. Feb. 2020
  5. High-Dimensional Data Analytics for System Monitoring, Diagnostics, and Prognostics. ISE Department at Clemson University, Clemson, SC. Nov. 2019
  6. Predictive Analytics for Complex Engineering Systems Using High-Dimensional Signals. Ford Motor Company, Dearborn, MI. Feb. 2019
  7. Predictive Analytics for Complex Engineering Systems Using High-Dimensional Signals, OR Program Seminar at North Carolina State University, Jan. 2019.

Invited Conference and Workshop Presentations

  1. A Federated System Prognostics Regression Model. INFORMS Annual Meeting, Indianapolis, IN Oct.2022
  2. A Supervised Tensor Dimension Reduction-based Prognostic Model for Applications with Incomplete Imaging Data. INFORMS Annual Meeting, Indianapolis, IN Oct.2022
  3. A Federated Data Fusion-Based Prognostics Model for Applications with Incomplete Signals. INFORMS Annual Meeting, Indianapolis, IN Oct.2022
  4. Distributionally Robust Chance-constrained Quadratic Support Vector Machines Under Moment Uncertainty. INFORMS Annual Meeting, Indianapolis, IN Oct.2022
  5. Multistream Sensor Fusion-Based Prognostics Model for Systems Under Multiple Operational Conditions. International Manufacturing Science and Engineering Conference, Cincinnati, Ohio June.2021
  6. Two-Dimensional Variable Selection and Its Applications in the Diagnostics of Product Quality Defects. IISE Annual Conference (Virtual) May.2020
  7. Online Kernel-free Quadratic Surface Support Vector Machine. INFORMS Annual Meeting, Anaheim, CA May.2020
  8. A Robust Prognostic Model for Applications with High-Dimensional Multi-Stream Signals. IISE Annual Conference. Orlando, FL. May. 2019
  9. A Supervised Dimension Reduction-Based Prognostics Model for Applications with Incomplete Signals and Censored Failure Times. INFORMS Annual Meeting, Phoenix, AZ. Nov. 2018
  10. Scalable Prognostic Models for Large-scale Condition Monitoring Applications. Invited talk in the IISE Transactions session at INFORMS Annual Meeting, Houston, TX.  Oct. 2017
  11.  A Predictive Analytic Methodology via Modeling High-dimensional Signals with Missing Observations. INFORMS Annual Meeting, Houston, TX. Oct. 2017
  12. A Real-Time Prognostic Model Based on Informative Sensor Selection and Multistream Signal Fusion. The 12th INFORMS Workshop on Data Mining & Decision Analytics, Houston, TX. Oct. 2017
  13. Image-Based Prognostics Using Penalized Tensor Regression. First-year Ph.D. Seminar, ISyE, Georgia Tech. Oct. 2017
  14. Residual Useful Lifetime Prediction Using a Degradation Image Stream. INFORMS Annual Meeting, Nashville, TN. Nov. 2016
  15. A Penalized Tensor Regression Model for Residual Useful Lifetime Prediction. INFORMS Annual Meeting, Nashville, TN. Nov. 2016
  16. Residual Useful Lifetime Prediction Using a Degradation Image Stream. SIAC Graduate Symposium, Georgia Tech. Nov. 2016
  17. A Degradation-Based Prognostic Model Using Image Data. INFORMS Annual Meeting, Philadelphia, PA. Nov. 2015
  18. An Adaptive Functional Regression-Based Prognostic Model for Applications with Missing Data. IISE Annual Conference & Expo, Nashville, TN. May 2015
  19.  Scalable Predictive Analytics for Multi-Sensor Condition Monitoring Applications. INFORMS Annual Meeting, San Francisco, CA. Nov. 2014