On blind multiuser forward link channel estimation by the subspace method: identifiability results
- 1 January 2000
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Signal Processing
- Vol. 48 (8) , 2366-2376
- https://doi.org/10.1109/78.852017
Abstract
Blind channel estimation for periodic sequence DS-CDMA systems can be cast into the framework of “structured” blind estimation of multi-input/multi-output (MIMO) FIR systems, where the structure is imposed by the user's signatures. A possible approach to tackle this problem consists in looking for a structured solution to one of the blind MIMO-FIR systems, proposed previously. This is the approach undertaken by several authors. However, most of them did not address identifiability issues. In this paper, we first recall and reformulate some general MIMO FIR identification results of Meraim, Loubaton and Moulines (see IEEE Trans. Inform. Theory, vol.43, p.499-511, 1997), and point out some difficulties posed by the subspace approach. Next, we use the above material in order to analyze the behavior of the subspace forward link channel estimate of CDMA systems. We derive new results showing that the subspace method is not robust to an over-determination of the channel order greater than the spreading factor. If however the over-determination error is less than the spreading factor, we show that the subspace estimate is consistent if the codes of the users are properly designedKeywords
This publication has 21 references indexed in Scilit:
- Blind MIMO channel identification from second order statistics using rank deficient channel convolution matrixIEEE Transactions on Signal Processing, 2003
- Redundant filterbank precoders and equalizers. I. Unification and optimal designsIEEE Transactions on Signal Processing, 1999
- Robustness of least-squares and subspace methods for blind channel identification/equalization with respect to effective channel undermodeling/overmodelingIEEE Transactions on Signal Processing, 1999
- Application of blind second order statistics MIMO identification methods to the blind CDMA forward link channel estimationPublished by Institute of Electrical and Electronics Engineers (IEEE) ,1999
- Adaptive blind source separation and equalization for multiple-input/multiple-output systemsIEEE Transactions on Information Theory, 1998
- Blind multiuser channel estimation in asynchronous CDMA systemsIEEE Transactions on Signal Processing, 1997
- A subspace method for signature waveform estimation in synchronous CDMA systemsIEEE Transactions on Communications, 1996
- Optimal decorrelating receivers for DS-CDMA systems: a signal processing frameworkIEEE Transactions on Signal Processing, 1996
- Subspace methods for the blind identification of multichannel FIR filtersIEEE Transactions on Signal Processing, 1995
- Greatest common divisor via generalized Sylvester and Bezout matricesIEEE Transactions on Automatic Control, 1978