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|Title:||Convergence analysis of chip- and fractionally spaced LMS adaptive multiuser CDMA detectors|
|Authors:||Lim, T.J. |
|Source:||Lim, T.J.,Gong, Y.,Farhang-Boroujeny, B. (2000-08). Convergence analysis of chip- and fractionally spaced LMS adaptive multiuser CDMA detectors. IEEE Transactions on Signal Processing 48 (8) : 2219-2228. ScholarBank@NUS Repository. https://doi.org/10.1109/78.852003|
|Abstract:||This paper analyzes the convergence behavior of the least mean square (LMS) filter when used in an adaptive code division multiple access (CDMA) detector consisting of a tapped delay line with adjustable tap weights. The sampling rate may be equal to or higher than the chip rate, and these correspond to chip-spaced (CS) and fractionally spaced (FS) detection, respectively. It is shown that CS and FS detectors with the same time-span exhibit identical convergence behavior if the baseband received signal is strictly bandlimited to half the chip rate. Even in the practical case when this condition is not met, deviations from this observation are imperceptible unless the initial tap-weight vector gives an extremely large mean squared error (MSE). This phenomenon is carefully explained with reference to the eigenvalues of the correlation matrix when the input signal is not perfectly bandlimited. The inadequacy of the eigenvalue spread of the tap-input correlation matrix as an indicator of transient behavior and the influence of the initial tap weight vector on convergence speed are highlighted. Specifically, initialization within the signal subspace or to the origin leads to very much faster convergence compared with initialization in the noise subspace.|
|Source Title:||IEEE Transactions on Signal Processing|
|Appears in Collections:||Staff Publications|
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