Personalized blood glucose models for exercise, meal and insulin interventions in type 1 diabetic children

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2012, Pages 1250-1253

  Balakrishnan, Naviyn P ^a   Rangaiah, Gade P ^a   Samavedham, Lakshminarayanan ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

ABSORPTION DYNAMICS; ABSORPTION KINETICS; BLOOD GLUCOSE; BOX-JENKINS; CLINICAL DATA; DIABETES RESEARCH; DIFFERENT ORDER; EXERCISE INTENSITY; HAMMERSTEIN-WIENER MODELS; INSULIN INFUSIONS; MODELING METHODOLOGY; MULTIINPUT; MULTIPLE INPUTS; PARTICIPATORY APPROACH; PATIENT SPECIFIC; PERCEIVED EXERTION; PERSONALIZED MODEL; PREDICTION MODEL; QUALITY OF LIFE; STATE SPACE; TIME SERIES MODELS; TRANSFER FUNCTION MODEL;

BLOOD; CARBOHYDRATES; GLUCOSE; INSULIN;

PATIENT TREATMENT;

INSULIN;

ARTICLE; BIOLOGICAL MODEL; BIOLOGY; BLOOD; CHILD; EXERCISE; FACTUAL DATABASE; FEMALE; GLUCOSE BLOOD LEVEL; HUMAN; INSULIN DEPENDENT DIABETES MELLITUS; MALE; MEAL; METABOLISM; METHODOLOGY; PERSONALIZED MEDICINE; PHYSIOLOGY; REGRESSION ANALYSIS;

BLOOD GLUCOSE; CHILD; COMPUTATIONAL BIOLOGY; DATABASES, FACTUAL; DIABETES MELLITUS, TYPE 1; EXERCISE; FEMALE; HUMANS; INDIVIDUALIZED MEDICINE; INSULIN; MALE; MEALS; MODELS, BIOLOGICAL; REGRESSION ANALYSIS;

MLCS; MLOWN;

EID: 84881469969     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6346164     Document Type: Conference Paper

References (12)

1. V.W. Bolie, "Coefficients of normal blood glucose regulation," J Appl Physiol, vol. 16, (no. 5), pp. 783-788, September 1, 1961 1961.
2. N.P. Balakrishnan, G.P. Rangaiah, and L. Samavedham, "Review and Analysis of Blood Glucose (BG) Models for Type 1 Diabetic Patients," Industrial & Engineering Chemistry Research, vol. 50, pp. 12041-12066, 2011.
3. C. Cobelli, C. Dalla Man, G. Sparacino, L. Magni, G. De Nicolao, and B.P. Kovatchev, "Diabetes: Models, Signals, and Control," Biomedical Engineering, IEEE Reviews in, vol. 2, pp. 54-96, 2009.
4. J. Kim, G.M. Saidel, and M.E. Cabrera, "Multi-scale computational model of fuel homeostasis during exercise: Effect of hormonal control," Annals of Biomedical Engineering, vol. 35, (no. 1), pp. 69-90, Jan 2007.
5. A. Roy and R.S. Parker, "Dynamic modeling of exercise effects on plasma glucose and insulin levels," Journal of diabetes science and technology, vol. 1, (no. 3), pp. 338-347, 2007.
6. D.K. Rollins, N. Bhandari, J. Kleinedler, K. Kotz, A. Strohbehn, L. Boland, M. Murphy, D. Andre, N. Vyas, G. Welk, and W.E. Franke, "Free-living inferential modeling of blood glucose level using only noninvasive inputs," Journal of Process Control, vol. 20, (no. 1), pp. 95-107, 2010.
7. A.C. Utter, R.J. Robertson, D.C. Nieman, and J. Kang, "Children's OMNI Scale of Perceived Exertion: walking/running evaluation," Medicine & Science in Sports & Exercise, vol. 34, (no. 1), pp. 139-144, 2002.
8. S.G. Mougiakakou, A. Prountzou, D. Iliopoulou, K.S. Nikita, A. Vazeou, and C.S. Bartsocas, "Neural Network based Glucose - Insulin Metabolism Models for Children with Type 1 Diabetes," in Book Neural Network based Glucose - Insulin Metabolism Models for Children with Type 1 Diabetes, Series Neural Network based Glucose - Insulin Metabolism Models for Children with Type 1 Diabetes, Editor ed. eds., City, 2006, pp. 3545-3548.
9. K. Zarkogianni, A. Vazeou, S.G. Mougiakakou, A. Prountzou, and K.S. Nikita, "An Insulin Infusion Advisory System Based on Autotuning Nonlinear Model-Predictive Control," Biomedical Engineering, IEEE Transactions on, vol. 58, (no. 9), pp. 2467-2477, 2011.
10. "Diabetes Research in Children Network (DirecNet) public datasets," in: http://public.direc.net/. [cited March 2012] Accession no. Accession Number| Available rom Database Provider|.
11. R. Hovorka, V. Canonico, L.J. Chassin, U. Haueter, M. Massi-Benedetti, M. Federici, T.R. Pieber, H.C. Schaller, L. Schaupp, T. Vering, and M.E. Wilinska, "Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes," Physiological Measurement, vol. 25, (no. 4), pp. 905, 2004.
12. G. Nucci and C. Cobelli, "Models of subcutaneous insulin kinetics. A critical review," Computer Methods and Programs in Biomedicine, vol. 62, (no. 3), pp. 249-257, 2000.