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

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

Authors

Hugo Alonso (Author) Other; Teresa Mendonça (Author) Other; Paula Rocha (Author) FEUP

Conference proceedings International

Title: Proceedings of the European Control Conference ECC 2007

Pages: 3844-3849

European Control Conference ECC2007

Kos, Greece

Indexing

ISI Web of Science

Scopus

Scientific classification

FOS: Engineering and technology > Other engineering and technologies

Other information

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.

Language: English

Type (Professor's evaluation): Scientific

No. of pages: 6