Extended adaptive predictive controller with robust filter to enhance blood glucose regulation in type I diabetic subjects

被引:8
作者
Campetelli, German [1 ]
Lombarte, Mercedes [3 ]
Basualdo, Marta S. [1 ,2 ]
Rigalli, Alfredo [3 ]
机构
[1] French Argentine Int Ctr Informat & Syst Sci CIFA, CAPEG, Rosario, Santa Fe, Argentina
[2] Technol Natl Univ UTN, Fac Rosario FRRo, Rosario, Santa Fe, Argentina
[3] Rosario Natl Univ, Sch Med, Bone Biol & Mineral Metab Lab, Rosario, Santa Fe, Argentina
关键词
Diabetes mellitus; Artificial pancreas; Adaptive predictive controller; Meal announcement; Zone control; MODEL;
D O I
10.1016/j.compchemeng.2013.06.012
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, an improved adaptive predictive control with robust filter is developed to be applied in an artificial pancreas. Several problems inherent to endocrine systems for diabetic persons have to be tackled such as nonlinearities, long time delays or daily variations of parameters. Three Finite Impulse Response models for insulin input and the same for meal intake (perturbations) corresponding to normal, hyper-hypoglycaemia levels to implement three zones control are taken into account. The glycaemia reference trajectory is shaped from a healthy person response. A variable weighting factor in the cost function is included to prevent dangerous glycaemia excursions out of the allowed limits. Additionally, a noisy blood glucose subcutaneous sensor model is used. This control strategy is tested on 30 virtual subjects from the UVa - Padova Simulator. Simultaneous meals and physiological disturbances are taken into account and the main conclusions are drawn from Control Variability Grid Analysis. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:243 / 251
页数:9
相关论文
共 18 条
  • [1] [Anonymous], 2011, Diabetes Atlas, V5th
  • [2] Breton Marc, 2008, J Diabetes Sci Technol, V2, P853
  • [3] Campetelli G., 2010, 9 INT S DYN CONTR PR
  • [4] Improvements on Noninvasive Blood Glucose Biosensors Using Wavelets for Quick Fault Detection
    Campetelli, German
    Zumoffen, David
    Basualdo, Marta
    [J]. JOURNAL OF SENSORS, 2011, 2011
  • [5] El-Khatib Firas H, 2007, J Diabetes Sci Technol, V1, P181
  • [6] Adaptive control strategy for regulation of blood glucose levels in patients with type 1 diabetes
    Eren-Oruklu, Meriyan
    Cinar, Ali
    Quinn, Lauretta
    Smith, Donald
    [J]. JOURNAL OF PROCESS CONTROL, 2009, 19 (08) : 1333 - 1346
  • [7] Grosman Benyamin, 2010, J Diabetes Sci Technol, V4, P961
  • [8] Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes
    Hovorka, R
    Canonico, V
    Chassin, LJ
    Haueter, U
    Massi-Benedetti, M
    Federici, MO
    Pieber, TR
    Schaller, HC
    Schaupp, L
    Vering, T
    Wilinska, ME
    [J]. PHYSIOLOGICAL MEASUREMENT, 2004, 25 (04) : 905 - 920
  • [9] Kovatchev B. P, 2008, International Patent Application Serial, Patent No. [PCT/US2008/067725, 2008067725]
  • [10] Kovatchev Boris P, 2009, J Diabetes Sci Technol, V3, P44