A contribution to the use of Hopfield neural networks for parameter estimation

• Type: Article in International Conference Proceedings Book
• Date: 2007

Authors

Alonso, H (Author) Other; Mendonca, T (Author) Other; Rocha, P (Author) FEUP

Conference proceedings International

Title: 2007 European Control Conference, ECC 2007

Pages: 3844-3849

2007 9th European Control Conference, ECC 2007

2 July 2007 through 5 July 2007

Indexing

Scopus - 0 Citations

Other information

Authenticus ID: P-00A-C1J

DOI: 10.23919/ecc.2007.7068676

Abstract (EN): This paper presents a contribution to the use of Hopfield neural networks (HNNs) for parameter estimation. Our focus is on time-invariant systems that are linear in the parameters. We introduce a suitable HNN and present a weaker condition than the currently existing ones that guarantees the convergence of the parameterization estimated by the network to the actual parameterization. The application of our results is illustrated in a parameter estimation problem for a two carts system. © 2007 EUCA.

Language: English

Type (Professor's evaluation): Scientific