The Research of Improved Grey GM (1, 1)‎ Model to Predict the Postprandial Glucose in Type 2 Diabetes

المؤلفون المشاركون

Wang, Yannian
Wei, Fenfen
Sun, Changqing
Li, Quanzhong

المصدر

BioMed Research International

العدد

المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-6، 6ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2016-05-23

دولة النشر

مصر

عدد الصفحات

6

التخصصات الرئيسية

الطب البشري

الملخص EN

Diabetes may result in some complications and increase the risk of many serious health problems.

The purpose of clinical treatment is to carefully manage the blood glucose concentration.

If the blood glucose concentration is predicted, treatments can be taken in advance to reduce the harm to patients.

For this purpose, an improved grey GM (1, 1) model is applied to predict blood glucose with a small amount of data, and especially in terms of improved smoothness it can get higher prediction accuracy.

The original data of blood glucose of type 2 diabetes is acquired by CGMS.

Then the prediction model is established.

Finally, 50 cases of blood glucose from the Henan Province People’s Hospital are predicted in 5, 10, 15, 20, 25, and 30 minutes, respectively, in advance to verify the prediction model.

The prediction result of blood glucose is evaluated by the EGA, MSE, and MAE.

Particularly, the prediction results of postprandial blood glucose are presented and analyzed.

The result shows that the improved grey GM (1, 1) model has excellent performance in postprandial blood glucose prediction.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Wang, Yannian& Wei, Fenfen& Sun, Changqing& Li, Quanzhong. 2016. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International،Vol. 2016, no. 2016, pp.1-6.
https://search.emarefa.net/detail/BIM-1098609

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Wang, Yannian…[et al.]. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International No. 2016 (2016), pp.1-6.
https://search.emarefa.net/detail/BIM-1098609

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Wang, Yannian& Wei, Fenfen& Sun, Changqing& Li, Quanzhong. The Research of Improved Grey GM (1, 1) Model to Predict the Postprandial Glucose in Type 2 Diabetes. BioMed Research International. 2016. Vol. 2016, no. 2016, pp.1-6.
https://search.emarefa.net/detail/BIM-1098609

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1098609