DocumentCode
2566124
Title
Advanced model predictive control (MPC) for type I diabetic patient blood glucose control
Author
Parker, R.S. ; Gatzke, E.P. ; Doye, F.J.
Author_Institution
Dept. of Chem. & Pet. Eng., Pittsburgh Univ., PA, USA
Volume
5
fYear
2000
fDate
2000
Firstpage
3483
Abstract
Advanced control strategies for delivering insulin to type I diabetic patients are developed. Utilizing the model predictive control (MPC) framework, an asymmetric objective function is tailored to address the inherent performance requirements of the physiological problem. This technique is then compared to an MPC controller incorporating prioritized objectives. In an in-patient setting, a second manipulated variable (glucose infusion) could be made available. This multiple-input single-output (MISO) problem is reformulated as a multiple-input multiple-output (MIMO) output regulator problem and is solved using the above techniques. Performance in all cases was demonstrably superior to previous results based on standard MPC formulations using symmetric objective functions
Keywords
MIMO systems; blood; drug delivery systems; model reference adaptive control systems; multivariable control systems; predictive control; MIMO output regulator problem; MISO problem; MPC; advanced model predictive control; asymmetric objective function; glucose infusion; in-patient setting; insulin delivery; symmetric objective functions; type I diabetic patient blood glucose control; Blood; Chemical engineering; Diabetes; Insulin; Liver diseases; MIMO; Medical treatment; Predictive control; Predictive models; Sugar;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 2000. Proceedings of the 2000
Conference_Location
Chicago, IL
ISSN
0743-1619
Print_ISBN
0-7803-5519-9
Type
conf
DOI
10.1109/ACC.2000.879216
Filename
879216
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