DocumentCode :
1991945
Title :
PID Control based on BP Neural Network for the Regulation of Blood Glucose Level in Diabetes
Author :
Li, Chengwei ; Hu, Ruiqiang
Author_Institution :
Harbin Inst. of Technol., Harbin
fYear :
2007
fDate :
14-17 Oct. 2007
Firstpage :
1168
Lastpage :
1172
Abstract :
Good control of blood glucose levels significantly reduces vascular complications in diabetes. In this paper, a theoretical analysis of the control of blood glucose levels in diabetic individuals is undertaken using a simple mathematical model of the dynamics of glucose and insulin interaction in the blood system developed by Bergman et al. A PID controller based on BP neural network is used as a better alternative to robustly stabilize the blood glucose level of a diabetic patient. For comparison purpose, a classical PID controller has been designed. The aim of the control performance was assessed in terms of its ability to track a setpoint (70 mg/dL) form initial state of hyperglycemia, as well as in response to a meal disturbance. The MATLAB simulation is performed to manifest the theoretical analysis. The development reported in this paper is expected to simplify the insulin delivery, thereby enhancing the quality of life of the patient.
Keywords :
backpropagation; blood; diseases; medical control systems; neural nets; patient care; sugar; three-term control; BP neural network; MATLAB simulation; PID controller; back propagation neural network; blood glucose levels; diabetes; hyperglycemia; insulin interaction; mathematical model; meal disturbance; Blood; Control system analysis; Diabetes; Insulation life; Insulin; Mathematical model; Neural networks; Robust control; Sugar; Three-term control; Back Propagation (BP) Neural Network; Diabetes; MATLAB; Proportional Integral Derivative(PID);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Bioengineering, 2007. BIBE 2007. Proceedings of the 7th IEEE International Conference on
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-1509-0
Type :
conf
DOI :
10.1109/BIBE.2007.4375709
Filename :
4375709
Link To Document :
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