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Direct Continuous Time System Identification of MISO Transfer Function Models applied to Type 1 Diabetes

Författare:
  • Harald Kirchsteiger
  • Stephan Pölzer
  • Rolf Johansson
  • Eric Renard
  • Luigi del Re
Publiceringsår: 2011
Språk: Engelska
Sidor: 5176-5181
Dokumenttyp: Konferensbidrag

Sammanfattning

This paper shows an application of continuous-time system identification methods to Type 1 diabetes. First, a general MISO transfer function structure with individual nominator and denominator polynomials for each input is assumed and a parameter estimation procedure via an iterative prediction error method presented. Then, the proposed identification method is evaluated on a simple simulation example and finally applied on real-life data from Type 1 diabetes patients with the purpose of modeling blood glucose dynamics. To this aim, the method was extended to consider the time-varying nature of the system.

Disputation

Nyckelord

  • Mathematics and Statistics

Övriga

50th IEEE Conference on Decision and Control and European Control Conference
2011-12-12
Orlando, FL
Published
  • DIAdvisor
Yes
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