Backstepping Model Predictive Controller for Blood Glucose Regulation in Type-I Diabetes Patient

被引:15
作者
Patra, Akshaya Kumar [1 ]
Mishra, Alok Kumar [1 ]
Rout, Pravat Kumar [1 ]
机构
[1] Siksha O Anusandhan Univ, ITER, Dept Elect & Elect Engn, Bhubaneswar 751030, Odisha, India
关键词
Artificial pancreas; Backstepping control; Blood glucose level; Micro-insulin dispenser; Model predictive control; Type-I diabetes; INSULIN INJECTION CONTROL; CLOSED-LOOP CONTROL; SYSTEM; ALGORITHM; SIMULATION;
D O I
10.1080/03772063.2018.1493404
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A robust method for optimal insulin injection as an accurate remedial measure has been focused to design since early three decades. This paper presents a novel approach to regulate the blood glucose (BG) based on backstepping model predictive controller (BMPC) for type-I diabetes mellitus (TIDM) patients. To implement the proposed approach BMPC, initially a linearized state-space model is derived from the non-linear TIDM patient with micro-insulin dispenser (MID). Through necessary simulation in MATLAB/SIMULINK platform, the proposed approach is verified and the results are presented to demonstrate its accuracy, stability, and robustness. The comparative results are presented with other suggested methods by various researchers in recent times. The results obtained under various physiological conditions with regards to meal, exercise, and uncertainties due to noise reveal the enhanced performance of the approach to control the BG level within the range ofnormoglycaemia(70-120 mg/dl).
引用
收藏
页码:326 / 340
页数:15
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