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Splitting the Least-Mean-Square Algorithm

Publiceringsår: 2002
Språk: Engelska
Publikation/Tidskrift/Serie: Proceedings of the 5th Nordic Signal Processing Symposium
Dokumenttyp: Konferensbidrag

Sammanfattning

The least-mean-square (LMS) algorithm is an adaptation scheme widely used in practice due to its simplicity. In some applications the involved signals are continuous-time. Then, usually either a fully analog implementation of the LMS algorithm is applied or the input data are sampled by analog-to-digital (AD) converters to be processed digitally. A purely digital realization is most often the preferred choice, however, it becomes costly for high-frequency input signals since fast AD converters are needed. In this paper we propose a hybrid analog/digital approach allowing the AD conversion rate to be as low as the update-rate of the LMS algorithm. We demonstrate the advantage of this approach applying it to an interference cancellation problem occurring in wireline communications: the sampling rate of the AD converters is reduced by a factor of 250.

Disputation

Nyckelord

  • Technology and Engineering

Övriga

NORSIG-2002
2002-10-04/2002-10-07
On board Hurtigruten from Tromsö to Trondheim, Norway
Published
Yes

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