Neural-network detection of hypoglycemic episodes in children with type 1 diabetes using physiological parameters

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2006, Pages 6053-6056

  Nguyen, Hung T ^a,b   Ghevondian, Nejhdeh ^c   Jones, Timothy W ^d  

^a IEEE   (Australia)

^b UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

^c AIMedics Pty Ltd   (Australia)

^d PRINCESS MARGARET HOSPITAL FOR CHILDREN   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

HYPOGLYCEMIC EPISODES; MULTI LAYER NEURAL NETWORKS; NEURAL NETWORK ALGORITHM; VALIDATION SET;

FEEDFORWARD NEURAL NETWORKS; INSULIN; MEDICAL PROBLEMS; NEUROLOGY; NONINVASIVE MEDICAL PROCEDURES; PATIENT TREATMENT; PHYSIOLOGICAL MODELS;

DRUG THERAPY;

GLUCOSE;

ADOLESCENT; ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; CENTRAL NERVOUS SYSTEM; CHILD; COMPUTER PROGRAM; GLUCOSE BLOOD LEVEL; GLUCOSE CLAMP TECHNIQUE; HEART RATE; HUMAN; HYPOGLYCEMIA; INSULIN DEPENDENT DIABETES MELLITUS; METABOLISM; METHODOLOGY; PATHOLOGY; PATHOPHYSIOLOGY; PHYSIOLOGIC MONITORING; REPRODUCIBILITY;

ADOLESCENT; ALGORITHMS; BLOOD GLUCOSE; CENTRAL NERVOUS SYSTEM; CHILD; DIABETES MELLITUS, TYPE 1; GLUCOSE; GLUCOSE CLAMP TECHNIQUE; HEART RATE; HUMANS; HYPOGLYCEMIA; MONITORING, PHYSIOLOGIC; NEURAL NETWORKS (COMPUTER); REPRODUCIBILITY OF RESULTS; SOFTWARE;

EID: 34047179021     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.259482     Document Type: Conference Paper

References (13)

1. DCCT Research Group (1993): The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. N. Eng. J. Med., 329, 977-986.
2. DCCT Research Group (1995): Adverse events and their association with treatment regimens in the Diabetes Control and Complications Trial. Diabetes Care, 18, 1415-1427.
3. Cryer PE (2002): Hypoglycaemia: the limiting factor in the glyeacraic management of type I and type II diabetes. Diabetologia, 45, 937-948.
4. Davis S, Alonso MD (2004): Hypoglycemia as a barrier to glycemic control. J. Of Diabetes and its Complications, 18, 60-68.
5. Clarke WL, Cox DJ, Gonder-Frederick LA, Julian D, Schlundt D, Polonsky W (1995): Reduced awareness of hypoglycemia in adults with IDDM. A prospective study of hypoglycemic frequency and associated symptoms. Diabetes Care; 18:517-522.
6. DCCT Research Group (1991): Epidemiology of severe hypoglycemia in the diabetes control and complication trial. Am. J. Med., 90, 450-459.
7. Pickup JC (2000): Sensitivity glucose sensing in diabetes. Lancet; 355:426-427.
8. Rebrin K, Steil GM, Van Antwerp W, Mastrototaro JJ (1999): Subcutaneous glucose predicts plasma glucose independent of insulin: implications for continuous monitoring. Am J Physio; 40:E561-571.
9. Gale EAM, Bennett T, MacDonald IA, Hoist JJ, Matthews JA (1983): The physiological effects of insulin-induced hypoglycemia in man: responses at differing levels of blood glucose, Clin. Sciences, 65, 263-271.
10. Heller SR, Macdonald IA (1991): Physiological disturbances in hypoglycemia: effect on subjective awareness. Clin. Sci., 81, 1-9.
11. Harris ND, Baykouchev SB, Marques JL (1996): A portable system for monitoring physiological responses to hypoglycemia. J. Med.Eng. & Tech., 20, 196-202.
12. Tattersall RB, Gill GV (1991): Unexplained death of type 1 diabetic patients. Diabetic Med; 8:49-58.
13. Marques JL, George E, Peacey SR, Harris ND, Macdonald IA, Cochrane T, Heller SR (1997): Altered ventricular repolarisation during hypoglycaemic in patient with diabetes. Diabetic Med; 8:648-654