Exact inversion of MIMO nonlinear polynomial mixtures

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Abstract

This paper deals with the inversion of MIMO mixing systems, which are instantaneous and nonlinear but polynomial. An exact inverse is searched in the class of polynomial systems. It is shown that Groebner bases techniques offer an attractive solution for testing the existence of such an inverse and computing it. If such an inverse does not exist we propose to test the existence of a polynomial relashionship between the sources and the observations and to compute simple polynomial functions, which each depend on one source only. Relying on the fact that for finite alphabet sources, polynomials span the whole set of nonlinear mappings, we tackle the general nonlinear case. We generalize the first results to give a condition for the existence of an exact nonlinear inverse. The proposed method allows to compute this inverse in polynomial form.

Original languageEnglish
Title of host publication2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
PagesIII1429-III1432
DOIs
Publication statusPublished - 6 Aug 2007
Event2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07 - Honolulu, HI, United States
Duration: 15 Apr 200720 Apr 2007

Publication series

NameICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume3
ISSN (Print)1520-6149

Conference

Conference2007 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP '07
Country/TerritoryUnited States
CityHonolulu, HI
Period15/04/0720/04/07

Keywords

  • Groebner bases
  • Nonlinear systems
  • Polynomials
  • Source separation

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