Safety Auxiliary Feedback Element for the Artificial Pancreas in Type 1 Diabetes

被引:49
|
作者
Revert, A. [1 ]
Garelli, F. [2 ,3 ]
Pico, J. [1 ]
De Battista, H. [2 ,3 ]
Rossetti, P. [1 ]
Vehi, J. [4 ]
Bondia, J. [1 ]
机构
[1] Univ Politecn Valencia, Inst Univ Automat & Informat Ind, Valencia 46022, Spain
[2] Univ Nacl La Plata, CONICET, RA-1900 La Plata, Argentina
[3] Univ Nacl La Plata, Fac Ingn, RA-1900 La Plata, Buenos Aires, Argentina
[4] Univ Girona, Inst Informat & Aplicac, Girona 17071, Spain
关键词
Artificial pancreas; glucose control; hypoglycemia; insulin-on-board; reference conditioning; safety; sliding mode (SM); MODEL-PREDICTIVE CONTROL; INSULIN DELIVERY; GLUCOSE CONTROL; SUBCUTANEOUS INJECTION; CONDITIONING TECHNIQUE; PHARMACOKINETIC MODEL; BOLUS CALCULATOR; PLASMA-INSULIN; ANTIWINDUP; RESISTANCE;
D O I
10.1109/TBME.2013.2247602
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The artificial pancreas aims at the automatic delivery of insulin for glycemic control in patients with type 1 diabetes, i.e., closed-loop glucose control. One of the challenges of the artificial pancreas is to avoid controller overreaction leading to hypoglycemia, especially in the late postprandial period. In this study, an original proposal based on sliding mode reference conditioning ideas is presented as a way to reduce hypoglycemia events induced by a closed-loop glucose controller. The method is inspired in the intuitive advantages of two-step constrained control algorithms. It acts on the glucose reference sent to the main controller shaping it so as to avoid violating given constraints on the insulin-on-board. Some distinctive features of the proposed strategy are that 1) it provides a safety layer which can be adjusted according to medical criteria; 2) it can be added to closed-loop controllers of any nature; 3) it is robust against sensor failures and overestimated prandial insulin doses; and 4) it can handle nonlinear models. The method is evaluated in silico with the ten adult patients available in the FDA-accepted UVA simulator.
引用
收藏
页码:2113 / 2122
页数:10
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