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Research Overview
My primary research is data
mining that addresses the problem of how to draw out meaningful
information from the large amounts of data. I am especially interested in
mining the functional data such as time series and spectral data. My
favorite data mining application areas are biomedical signal processing
and air quality problems. I am also interested in combining data mining
techniques with control charts for process improvement.
Research Grants (Funded)
1.
Statistically Parsimonious
Adaptive Dynamic Programming for Minimizing the Environmental Impact of
Airport Deicing Activities, PI: Chen, Co-PI: Bergman, Huff, Kim,
Rosenberger. National Science
Foundation, June 1, 2008 – May 31, 2011.
2.
Real-Time Multivariate Process
Monitoring and Correlation Toll for Boiler Emission Reduction, PI: Kim, Co-PI:
Chen, Rosenberger. Luminant Power, January 15, 2008-January 14,
2009.
3.
Optimizing Coal Power Plant
Emissions at Luminant, PI: Rosenberger, Co-PI: Chen, Kim, Sattler. Luminant
Power, January 15, 2008-January 14, 2009.
4.
Refinement of a Data-Driven Optimization
Prototype for Minimizing the Environmental Impact of Airport Deicing
Activities. PI: Kim, Co-PI: Chen, Rosenberger. Dallas/Fort Worth International
Airport, January 15, 2008-January 14, 2009.
5.
Multivariate Process Monitoring and Fault
Detection at TXU Power. PI: Kim, Co-PI: Chen. TXU Power, January 15,
2007-January 15, 2008.
6.
Reducing Emissions in Coal Plants at TXU
Power. PI: Rosenberger, Co-PI: Chen, Corley, Kim. TXU Power,
January 15, 2007-January 15, 2008.
7.
Data-Driven Optimization for Minimizing
the Environmental Impact of Airport Deicing Activities. PI: Kim, Co-PI: Chen, Rosenberger. Dallas/Fort Worth International
Airport, January 15, 2007-September 15, 2007.
8.
Statistical Mining and
Management of the Environmental Impact of Airport Deicing Activities. An Initial Study. PI: Kim, Co-PI: Chen, Rosenberger. Dallas/Fort Worth International
Airport, September 1, 2005-January 15, 2007.
9.
An Analytical Procedure for
Maintenance Performance Assessment, PI: Kim, Williams-Pyro Inc.,
January 15, 2006 - August 15, 2006.
10. Sequential
Response Surface and Data Mining Algorithms for a Decision Support
System. PI: Rosenberger, Co-PI: Kim.
Lockheed Martin Aeronautics, Co., February 1,
2005-June 15, 2006.
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