Copyright © 2007 The Institute of Electronics, Information and Communication Engineers
Regular Section -- Papers -- Systems and Control |
Blind Identification for Systems Non-Invertible at Infinity
1 The authors are with the Graduate School of Information Science, Nara Institute of Science and Technology, Ikoma-shi, 6300192 Japan. E-mail: kenji{at}is.naist.jp, 2 Supported by JSPS post doctoral fellowship program.
| Abstract |
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This paper presents a method for blind identification of a system whose transfer matrix is non-invertible at infinity, based on independent component analysis. In the proposed scheme, the transfer matrix to be identified is pre-multiplied by an appropriate polynomial matrix, named interactor, in order to compensate the row relative degrees and obtain a biproper system. It is then pre-multiplied by a demixing matrix via an existing approximate method. Both of these matrices are estimated blindly, i.e. with the input signals being unknown. The identified system is thus obtained as the inverse of the multiplication of these matrices.
Key Words: blind identification, independent component analysis, polynomial matrix interactor
Manuscript received March 17, 2006. Manuscript revised October 16, 2006. Final manuscript received March 1, 2007.