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. High-Dimensional Data Analytics for System Monitoring, Diagnostics, Prognostics, and Decision-Making. Saint-Gobain Research North America, Northboro, MA. Feb. 2020
  4. High-Dimensional Data Analytics for System Monitoring, Diagnostics, and Prognostics. ISE Department at Clemson University, Clemson, SC. Nov. 2019
  5. Predictive Analytics for Complex Engineering Systems Using High-Dimensional Signals. Ford Motor Company, Dearborn, MI. Feb. 2019

Invited Conference and Workshop Presentations

  1. Two-Dimensional Variable Selection and Its Applications in the Diagnostics of Product Quality Defects. IISE Annual Virtual Conference. Oct. 2020.
  2. A Robust Prognostic Model for Applications with High-Dimensional Multi-Stream Signals. IISE Annual Conference. Orlando, FL. May. 2019
  3. A Supervised Dimension Reduction-Based Prognostics Model for Applications with Incomplete Signals and Censored Failure Times. INFORMS Annual Meeting, Phoenix, AZ. Nov. 2018
  4. Scalable Prognostic Models for Large-scale Condition Monitoring Applications. Invited talk in the IISE Transactions session at INFORMS Annual Meeting, Houston, TX.  Oct. 2017
  5.  A Predictive Analytic Methodology via Modeling High-dimensional Signals with Missing Observations. INFORMS Annual Meeting, Houston, TX. Oct. 2017
  6. 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
  7. Image-Based Prognostics Using Penalized Tensor Regression. First-year Ph.D. Seminar, ISyE, Georgia Tech. Oct. 2017
  8. Residual Useful Lifetime Prediction Using a Degradation Image Stream. INFORMS Annual Meeting, Nashville, TN. Nov. 2016
  9. A Penalized Tensor Regression Model for Residual Useful Lifetime Prediction. INFORMS Annual Meeting, Nashville, TN. Nov. 2016
  10. Residual Useful Lifetime Prediction Using a Degradation Image Stream. SIAC Graduate Symposium, Georgia Tech. Nov. 2016
  11. A Degradation-Based Prognostic Model Using Image Data. INFORMS Annual Meeting, Philadelphia, PA. Nov. 2015
  12. An Adaptive Functional Regression-Based Prognostic Model for Applications with Missing Data. IISE Annual Conference & Expo 2015, Nashville, TN. May 2015
  13.  Scalable Predictive Analytics for Multi-Sensor Condition Monitoring Applications. INFORMS Annual Meeting, San Francisco, CA. Nov. 2014