Title :
Adaptive multivariable closed-loop control of blood glucose concentration in patients with Type 1 Diabetes
Author :
Turksoy, Kamuran ; Bayrak, Elif S. ; Quinn, Laurie ; Littlejohn, Elizabeth ; Cinar, Ali
Author_Institution :
Biomed. Eng. Dept., Illinois Inst. of Technol., Chicago, IL, USA
Abstract :
Closed-loop control of blood glucose concentration is an alternative treatment for Diabetes patients by automatically controlling their blood glucose level. Recursive time-series models are found to be powerful tool for prediction and control of glucose concentration. However, the stability of such models cannot be guaranteed by regular identification methods. In this paper, we use a constrained optimization method for stability of models. Generalized predictive controller (GPC) is used to close the loop. Physiological signals are used and a multivariable model is created that also includes insulin on-board information to prevent hypoglycemia events. Seven experiments with 3 different patients are done. Results show GPC with constrained identification method and physiological signals can regulate blood glucose concentration successfully.
Keywords :
adaptive control; blood; closed loop systems; diseases; medical control systems; multivariable control systems; optimisation; patient treatment; physiology; predictive control; recursive estimation; sugar; time series; GPC; Type 1 diabetes; adaptive multivariable closed loop control; automatic blood glucose level control; blood glucose concentration; constrained identification method; constrained optimization method; generalized predictive controller; glucose concentration control; glucose concentration prediction; hypoglycemia event prevention; model stability; multivariable model; patient treatment; physiological signals; recursive time series models; Autoregressive processes; Blood; Diabetes; Insulin; Physiology; Predictive models; Sugar;
Conference_Titel :
American Control Conference (ACC), 2013
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4799-0177-7
DOI :
10.1109/ACC.2013.6580275