A self-organising fuzzy estimator for hypoglycaemia monitoring in diabetic patients
Proceedings of the 19th Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 'Magnificent Milestones and Emerging Opportunities in Medical Engineering' (Cat. No.97CH36136) - Tập 3 - Trang 1371-1374 vol.3
Tóm tắt
Hypoglycaemia is the most common complication experienced by patients with Type 1 insulin dependent diabetes mellitus (IDDM). During hypoglycaemia, physiological parameter changes occur in patients, due to the sympathetic nervous system, of which the most predominant parameters are sweating and heart rate. Non-invasive monitoring and detecting hypoglycaemia in diabetic patients requires simultaneous measurements of body functions such as sweating, breathing patterns, recording EEG and heart rate. A hypoglycaemic monitor has been developed to help the physician predict the onset of hypoglycaemia. This paper describes the development of a fuzzy estimator as the main software engine of the hypoglycaemic monitor. The fuzzy estimator consists of an initial static estimator and has been expanded using self organisation to enhance it's flexibility.
Từ khóa
#Patient monitoring #Diabetes #Heart rate #Insulin #Biomedical monitoring #Sympathetic nervous system #Heart rate measurement #Heart rate detection #Electroencephalography #EnginesTài liệu tham khảo
10.1109/IEMBS.1997.756545
yan, 1994, Using Fuzzy Logic
ross, 1995, Fuzzy Logic with Engineering Applications
yager, 1994, Essentials of fuzzy modelling and control, 117
10.1007/978-3-662-11131-4
jang, 1997, Neuro-Fuzzy and Soft Computing
frier, 1993, Hypoglycaemia and Diabetes
10.1042/cs0810001
10.1530/acta.0.0440430
corrall, 1983, Cholinergic manifestations of the acute autonomic reaction to hypoglycaemia in man, Clin Sci, 64, 49, 10.1042/cs0640049
10.1172/JCI100368
10.1007/BF00266031
1993, The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitius, N Eng J Med, 329, 977, 10.1056/NEJM199309303291401
10.1016/0002-9343(91)80085-Z
10.1109/IEMBS.1997.756522