TY - JOUR
T1 - Blind adaptive joint multiuser detection and equalization in dispersive differentially encoded CDMA channels
AU - Buzzi, Stefano
AU - Lops, Marco
AU - Poor, H. Vincent
N1 - Funding Information:
Manuscript received April 25, 2001; revised December 30, 2002. This work was supported in part by the National Science Foundation under Grant ECS-98-11095 and in part by the New Jersey Center for Wireless Telecommunications. This paper was partly presented at the SIAM Conference on Linear Algebra in Signals, Systems and Control, Boston MA, August 2001, and at the 2002 IEEE Wireless Communications and Networking Conference, Orlando FL, March 2002. The associate editor coordinating the review of this paper and approving it for publication was Dr. Alex C. Kot.
PY - 2003/7
Y1 - 2003/7
N2 - The problem of blind adaptive joint multiuser detection and equalization in direct-sequence code division multiple access (DS/CDMA) systems operating over fading dispersive channels is considered. A blind and code-aided detection algorithm is proposed, i.e., the procedure requires knowledge of neither the interfering users' parameters (spreading codes, timing offsets, and propagation channels), nor the timing and channel impulse response of the user of interest but only of its spreading code. The proposed structure is a two-stage one: The first stage is aimed at suppressing the multiuser interference, whereas the second-stage performs channel estimation and data detection. Special attention is paid to theoretical issues concerning the design of the interference blocking stage and, in particular, to the development of general conditions to prevent signal cancellation under vanishingly small noise. A statistical analysis of the proposed system is also presented, showing that it incurs a very limited loss with respect to the nonblind minimum mean square error detector, outperforms other previously known blind systems, and is near-far resistant. A major advantage of the new structure is that it admits an adaptive implementation with quadratic (in the processing gain) computational complexity. This adaptive algorithm, which couples a recursive-least-squares estimation of the blocking matrix and subspace tracking techniques, achieves effective steady-state performance.
AB - The problem of blind adaptive joint multiuser detection and equalization in direct-sequence code division multiple access (DS/CDMA) systems operating over fading dispersive channels is considered. A blind and code-aided detection algorithm is proposed, i.e., the procedure requires knowledge of neither the interfering users' parameters (spreading codes, timing offsets, and propagation channels), nor the timing and channel impulse response of the user of interest but only of its spreading code. The proposed structure is a two-stage one: The first stage is aimed at suppressing the multiuser interference, whereas the second-stage performs channel estimation and data detection. Special attention is paid to theoretical issues concerning the design of the interference blocking stage and, in particular, to the development of general conditions to prevent signal cancellation under vanishingly small noise. A statistical analysis of the proposed system is also presented, showing that it incurs a very limited loss with respect to the nonblind minimum mean square error detector, outperforms other previously known blind systems, and is near-far resistant. A major advantage of the new structure is that it admits an adaptive implementation with quadratic (in the processing gain) computational complexity. This adaptive algorithm, which couples a recursive-least-squares estimation of the blocking matrix and subspace tracking techniques, achieves effective steady-state performance.
KW - Blind multiuser detection
KW - CDMA
KW - Channel estimation
KW - Fading channels
KW - Moore-Penrose pseudo inversion
KW - Subspace approach
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U2 - 10.1109/TSP.2003.812732
DO - 10.1109/TSP.2003.812732
M3 - Article
AN - SCOPUS:0037524397
SN - 1053-587X
VL - 51
SP - 1880
EP - 1893
JO - IEEE Transactions on Signal Processing
JF - IEEE Transactions on Signal Processing
IS - 7
ER -