Recent advances in the precision control strategy of artificial pancreas

被引:1
|
作者
Ming, Wuyi [1 ]
Guo, Xudong [1 ]
Zhang, Guojun [2 ]
Liu, Yinxia [3 ]
Wang, Yongxin [4 ]
Zhang, Hongmei [4 ]
Liang, Haofang [4 ]
Yang, Yuan [5 ]
机构
[1] Zhengzhou Univ Light Ind, Henan Key Lab Intelligent Mfg Mech Equipment, Zhengzhou 450002, Peoples R China
[2] Guangdong HUST Ind Technol Res Inst, Dongguan 523808, Peoples R China
[3] Dongguan Kanghua Hosp, Prenatal Diag Ctr, Dongguan 523808, Peoples R China
[4] Zhengzhou Phray Technol Co Ltd, Zhengzhou 450019, Peoples R China
[5] South China Normal Univ, Sch Sports Sci, Lab Regenerat Med Sports Sci, Guangzhou 510631, Peoples R China
关键词
Artificial intelligence control; Artificial pancreas; Blood glucose; Model predictive control; Proportional-integral-differential control; MODEL-PREDICTIVE CONTROL; LOOP INSULIN DELIVERY; GLUCOSE-CONCENTRATION PREDICTIONS; PID CONTROL-SYSTEM; BLOOD-GLUCOSE; PHYSICAL-ACTIVITY; PSYCHOLOGICAL STRESS; PERFORMANCE ASSESSMENT; DIABETES-MELLITUS; PUMP THERAPY;
D O I
10.1007/s11517-024-03042-x
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The scientific diagnosis and treatment of patients with diabetes require frequent blood glucose testing and insulin delivery to normoglycemia. Therefore, an artificial pancreas with a continuous blood glucose (BG) monitoring function is an urgent research target in the medical industry. The problem of closed-loop algorithmic control of the BG with a time delay is a key and difficult issue that needs to be overcome in the development of an artificial pancreas. Firstly, the composition, structure, and control characteristics of the artificial pancreas are introduced. Subsequently, the research progress of artificial pancreas control algorithms is reviewed, and the characteristics, advantages, and disadvantages of proportional-integral-differential control, model predictive control, and artificial intelligence control are compared and analyzed to determine whether they are suitable for the practical application of the artificial pancreas. Additionally, key advancements in areas such as blood glucose data monitoring, adaptive models, wearable devices, and fully automated artificial pancreas systems are also reviewed. Finally, this review highlights that meal prediction, control safety, integration, streamlining the optimization of control algorithms, constant temperature preservation of insulin, and dual-hormone artificial pancreas are issues that require further attention in the future.
引用
收藏
页码:1615 / 1638
页数:24
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