Rollins, Derrick K - IOWA State University - Chemical and Biological Engineering

个人简介

Education Ph.D. Chemical Engineering, The Ohio State University, 1990 M.S. Statistics, The Ohio State University, 1989 M.S. Chemical Engineering, The Ohio State University, 1987 B.S. Chemical Engineering, University of Kansas, 1979

研究领域

Our research interests are in the area of modeling of Types 1 and 2 Diabetes (TTD), bioinformatics, predictive modeling and control, and Chemical Vapor Infiltration (CVI), and human thermoregulation (HTR). The main thrust of our TTD research is to develop a model that is able to determine behavior profiles that optimize glucose control for particular classes. Second, our bioinformatics work is on microarray data mining using Principle Component Analysis (PCA). Third, our work in predictive modeling and control is focus mainly on development of sandwich block-oriented-modeling (BOM) such as Wiener model and Hammerstein model. Besides, our work on CVI is mainly on developing lightweight carbon/carbon with high temperature, high strength and low wear properties. Finally, we also work on HTR research that deals with modeling of human core temperature.

近期论文

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Rollins, D. K., L. Beverlin, Y. Mei, K. Kotz, D. Andre, N. Vyas, G. Welk and W. E. Franke. "Development of a Model-Based Noninvasive Glucose Monitoring Device for Non-Insulin Dependent People," Journal of Bioinformatics and Diabetes, in press. Teh, A., D. Layton, D. R. Hyduke, L. R. Jarboe and D. K. Rollins. "Data Mining Based on Principal Component Analysis: Application to the Nitric Oxide Response in Escherichia coli (No. JSSA-E20131006-01)," Journal of Statistical Science and Application, in press. Turksoy, K., E. S. Bayrak, L. Quinn, E. Littlejohn, D. K. Rollins and A. Cinar. "Hypoglycemia Early Alarm Systems Based On Multivariable Models,” Industrial & Engineering Chemistry Research, 52(35) (2013). Bayrak, E. S., K. Turksoy, A. Cinar, L. Quinn, E. Littlejohn, and D. K. Rollins. "Hypoglycemia Early Alarm Systems Based On Recursive Autoregressive Partial Least Squares Models," Journal of Diabetes Science and Technology, 7(1) 206-214 (2013). Eren-Oruklu, A. Cinar, D. K. Rollins and L. Quinn. "Adaptive System Identification for Estimating Glucose Concentrations and Hypoglycemia Alarms," Automatica 48(8) 1892-1897 (2012). Rollins, D. K., D. Zhai, N. Bhandari, A. Roggendorf, R. Dua and H. Wu. “Dynamic Predictive Modeling Under Measured and Unmeasured Continuous-Time Stochastic Input Behavior,” Industrial & Engineering Chemistry Research 51(15) 5469-5479 (2012). Rollins, D. K., C. K. Stiehl, K. Kotz, L. C. Beverlin and L. Brasche. “A Performance Measure Based on Principal Component Analysis for Ceramic Armor Integrity,” Review of Progress in Quantitative Nondestructive Evaluation, Volume 31B, D. O. Thompson and D, Chimenti, Editors, published by American Institute of Physics, Melville, New York, 1984-1989 (2012). Beverlin, Lucas P., D. K. Rollins, N. Vyas and David Andre, “An Algorithm for Optimally Fitting a Wiener Model,” Journal of Mathematical Problems in Engineering, Volume 2011 (2011), Article ID 570509, 15 pages. Rollins, D. K. and A. Teh, "An extended data mining method for identifying differentially expressed assay-specific signatures in functional genomic studies," BioData Mining 2010, 3:11. Rollins, D. K., N. Bhandari, J. Kleinedler, K. Kotz, A. Strohbehn, L. Boland, M. Murphy, D. Andre, N. Vyas, G.Welk and W. Franke, "Free-living inferential modeling of blood glucose level using only noninvasive inputs," Journal of Process Control 20 95-107 (2010). Rollins, D. K., K. Kotz and C. Stiehl. "Non-invasive Glucose Monitoring From Measured Inputs," Proceeding of the UKACC International Conference on CONTROL 2010 7-10 September, Coventry, UK. Rollins, D. K. and G. L. Larson. "Estimating a Minimum Set of Physically-Based Dynamic Parameters to Enhance Statistical Inference in Block-Oriented Modeling," Computers and Chemical Engineering 32 494-502 (2008). Zhai, D., D. K. Rollins, and N. Bhandari. "Block-oriented Continuous-time Modeling or Nonlinear Systems under Sinusoidal Inputs," the International Journal of Modeling and Simulation 28(2) (2008). Rollins, D. K., N. Bhandari and K. Kotz. "Critical Modeling Issues for Successful Feedforward Control of Blood Glucose in Insulin Dependent Diabetics," Proceedings of the American Control Conference, Seattle, Washington (2008). Rollins, D. K., D. J. Rollins and A. D. Jones. "Spatial-Temporal Semi-empirical Dynamic Modeling of "Thermal Gradient CVI Processes," Chemical Engineering Research and Design 85(A10) 1390-1396 (2007). Hardjasamudra, A., D. K. Rollins, N. Bhandari, and S. Chin. "Optimal Experimental Design for Wiener Systems," Chemical Engineering Communications 194, 656-666 (2007).