Behavioural modelling using the MOESP algorithm, dynamic neural networks and the Bartels--Stewart algorithm

  • Authors:

  • W. H. A. Schilders;P. B. L. Meijer;E. Ciggaar

  • Affiliations:

  • NXP Semiconductors, High Tech Campus, 5656 AE Eindhoven, The Netherlands and Eindhoven University of Technology, PO Box 513, 5600 MD Eindhoven, The Netherlands;NXP Semiconductors, High Tech Campus, 5656 AE Eindhoven, The Netherlands;IBM Business Consulting Services, David Ricardostraat 2-4, 1066 JS Amsterdam, The Netherlands

  • Venue:
  • Applied Numerical Mathematics
  • Year:
  • 2008

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Abstract

In this paper we discuss the use of the state-space modelling MOESP algorithm to generate precise information about the number of neurons and hidden layers in dynamic neural networks developed for the behavioural modelling of electronic circuits. The Bartels-Stewart algorithm is used to transform the information from the MOESP algorithm to the neural network formalism. The technique is related to the class of model order reduction algorithms that receives much attention in recent years, especially in the electronics industry.