Title :
Prediction of glucose excursions under uncertain parameters and food intake in intensive insulin therapy for type 1 diabetes mellitus
Author :
Calm, R. ; Garcia-Jaramillo, M. ; Vehi, J. ; Bondia, J. ; Tarin, C. ; Garcia-Gabin, Winston
Author_Institution :
Univ. of Girona, Girona
Abstract :
Considering the difficulty in the insulin dosage selection and the problem of hyper- and hypoglycaemia episodes in type 1 diabetes, dosage-aid systems appear as tremendously helpful for these patients. A model-based approach to this problem must unavoidably consider uncertainty sources such as the large intra-patient variability and food intake. This work addresses the prediction of glycaemia for a given insulin therapy face to parametric and input uncertainty, by means of modal interval analysis. As result, a band containing all possible glucose excursions suffered by the patient for the given uncertainty is obtained. From it, a safer prediction of possible hyper- and hypoglycaemia episodes can be calculated.
Keywords :
diseases; patient treatment; food intake; glucose excursions; glycaemia; hyperglycaemia episode; hypoglycaemia episode; insulin dosage selection; intensive insulin therapy; intrapatient variability; modal interval analysis; type 1 diabetes mellitus; Absorption; Bonding; Calculus; Diabetes; Diseases; Fluids and secretions; Insulin; Medical treatment; Sugar; Uncertainty; Algorithms; Blood Glucose; Carbohydrates; Diabetes Mellitus, Type 1; Diet; Eating; Glucose; Humans; Hypoglycemia; Insulin; Models, Statistical; Models, Theoretical; Reproducibility of Results; Time Factors;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4352654