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Minimum probability of error-based methods for adaptive multiuser detection in multipath DS-CDMA channels

DSpace at IIT Bombay

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Title Minimum probability of error-based methods for adaptive multiuser detection in multipath DS-CDMA channels
 
Creator DESAI, UB
DUA, ADITYA
MALLIK, RK
 
Subject channel capacity
signal processing
measurement errors
least squares approximations
 
Description Direct-sequence code-division multiple-access (DS-CDMA) is a popular multiple-access technology for wireless communications. However, its performance is limited by multiple-access interference and multipath distortion. Multiuser detection and space-time processing are two signal processing techniques employed to improve the performance of DS-CDMA. Two minimum probability of error-based space-time multiuser detection algorithms are proposed in this paper. The first algorithm, minimum joint probability of error (MJPOE), aims to minimize the joint probability of error for all users. The second algorithm, minimum conditional probability of error (MCPOE), minimizes the probability of error of each user conditioned on the transmitted bit vector, for each user individually. In both the algorithms, the optimal filter weights are computed adaptively using a gradient descent approach. The MJPOE algorithm is blind and offers a bit-error-rate (BER) performance better than the nonadaptive minimum mean squared error (MMSE) algorithm, at the cost of higher computational complexity. An approach for reducing the computational overheads of MJPOE using Gram-Schmidt orthogonalization is suggested. The BER performance of the MCPOE algorithm is slightly inferior to MMSE, however, it has a computational complexity linear in the number of users. Both blind and training-based implementations for MCPOE are proposed. Both MJPOE and MCPOE have a convergence rate much faster than earlier known adaptive implementations of the MMSE detector, viz. least mean square and recursive least squares. Simulation results are presented for synchronous single path channels as well as asynchronous multipath channels, with multiple antennas employed at the receiver.
 
Publisher IEEE
 
Date 2008-11-21T06:40:51Z
2011-11-25T12:21:13Z
2011-12-26T13:07:02Z
2011-12-27T05:55:01Z
2008-11-21T06:40:51Z
2011-11-25T12:21:13Z
2011-12-26T13:07:02Z
2011-12-27T05:55:01Z
2004
 
Type Article
 
Identifier IEEE Transactions on Wireless Communications 3(3), 939-48
1536-1276
http://dx.doi.org/10.1109/TWC.2004.827759
http://hdl.handle.net/10054/67
http://dspace.library.iitb.ac.in/xmlui/handle/10054/67
 
Language en_US