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一种采用模型预测方法的新型血糖控制系统。

Novel control system for blood glucose using a model predictive method.

作者信息

Kan S, Onodera H, Furutani E, Aung T, Araki M, Nishimura H, Maetani S, Imamura M

机构信息

Department of Surgery and Surgical Basic Science, Kyoto University, Japan.

出版信息

ASAIO J. 2000 Nov-Dec;46(6):657-62. doi: 10.1097/00002480-200011000-00004.

DOI:10.1097/00002480-200011000-00004
PMID:11110261
Abstract

We developed a novel blood glucose control system, using a model predictive method, to achieve optimal control of the blood glucose level in severely diabetic or pancreatectomized patients. This system is designed to predict glucose level changes in advance, considering delayed response time and the administered doses of insulin. This method is also designed to calculate the most appropriate insulin infusion rate by considering differences in individual response to insulin. In this study, we compared our system with a conventional proportional and differential controller (PD controller) to determine whether the new system could regulate the glucose level efficiently in pancreatectomized dogs. The model predictive control method resulted in a significant reduction of mean insulin infusion rate compared with the conventional PD controller (0.71 mU/kg per min vs. 1.81 mU/kg per min, p = 0.0005), when the glucose level in both methods reached the planned target level (100 mg/dl). The new system also tended to have a reduced mean glucose infusion rate for compensating for overshooting of the glucose level compared with the PD controller (0.7 mg/kg per min vs. 1.1 mg/kg per min, p = 0.16). These results indicate that the new system should be a useful tool for regulating the glucose level in severely diabetic patients.

摘要

我们开发了一种新型血糖控制系统,采用模型预测方法,以实现对重度糖尿病患者或胰腺切除患者血糖水平的最佳控制。该系统旨在提前预测血糖水平变化,同时考虑延迟反应时间和胰岛素给药剂量。此方法还旨在通过考虑个体对胰岛素反应的差异来计算最合适的胰岛素输注速率。在本研究中,我们将我们的系统与传统的比例微分控制器(PD控制器)进行比较,以确定新系统是否能在胰腺切除的狗身上有效地调节血糖水平。当两种方法的血糖水平达到计划目标水平(100mg/dl)时,与传统的PD控制器相比,模型预测控制方法导致平均胰岛素输注速率显著降低(0.71mU/kg每分钟对1.81mU/kg每分钟,p = 0.0005)。与PD控制器相比,新系统在补偿血糖水平过冲方面也倾向于降低平均葡萄糖输注速率(0.7mg/kg每分钟对1.1mg/kg每分钟,p = 0.16)。这些结果表明,新系统应该是调节重度糖尿病患者血糖水平的有用工具。

相似文献

1
Novel control system for blood glucose using a model predictive method.一种采用模型预测方法的新型血糖控制系统。
ASAIO J. 2000 Nov-Dec;46(6):657-62. doi: 10.1097/00002480-200011000-00004.
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[ Somatostatin in insulin-dependent diabetics and in pancreatectomized patients (author's transl)].
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Active insulin infusion using optimal and derivative-weighted control.采用最优和导数加权控制的活性胰岛素输注
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引用本文的文献

1
Adaptive Control of an Artificial Pancreas Using Model Identification, Adaptive Postprandial Insulin Delivery, and Heart Rate and Accelerometry as Control Inputs.使用模型识别、自适应餐后胰岛素输注以及心率和加速度测量作为控制输入的人工胰腺自适应控制
J Diabetes Sci Technol. 2019 Nov;13(6):1044-1053. doi: 10.1177/1932296819881467. Epub 2019 Oct 9.
2
A feasibility study of bihormonal closed-loop blood glucose control using dual subcutaneous infusion of insulin and glucagon in ambulatory diabetic swine.在非卧床糖尿病猪中使用胰岛素和胰高血糖素双皮下输注进行双激素闭环血糖控制的可行性研究。
J Diabetes Sci Technol. 2009 Jul 1;3(4):789-803. doi: 10.1177/193229680900300428.
3
Adaptive closed-loop control provides blood-glucose regulation using dual subcutaneous insulin and glucagon infusion in diabetic Swine.
自适应闭环控制通过在糖尿病猪中进行皮下胰岛素和胰高血糖素双重输注来实现血糖调节。
J Diabetes Sci Technol. 2007 Mar;1(2):181-92. doi: 10.1177/193229680700100208.