The Bergman's insulin-glucose regulation model: DNN-state observer

A. Garcia, A. I. Cabrera, A. Poznyak, T. Poznyak

Producción científica: Contribución a una revistaArtículo de la conferenciarevisión exhaustiva

Resumen

The nonlinear Bergman regulation model of insulin-glucose in plasma is analyzed using the modern observability theory. The observability conditions are derived. The glucose concentration measurements in plasma or any its combinations with the others components are shown to provide the observability property, that is, they contain the complete information about the considered state space dynamic model. Because this model has several a priori unknown parameters and the measurable data may have noises, the dynamic neuro state observer is suggested to obtain immeasurable state estimates. Such approach brings the signi...cant advantages with respect to the "insulin doses decision", traditionally used in the normal insulin infusion pumps: it present the opportunity to avoid any active patient actions. The numerical simulations illustrate the effectiveness of the suggested approach.

Idioma originalInglés
Páginas (desde-hasta)1421-1424
Número de páginas4
PublicaciónAnnual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
Volumen2
EstadoPublicada - 2000
Evento22nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society - Chicago, IL, Estados Unidos
Duración: 23 jul. 200028 jul. 2000

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