Title :
Performance Analysis of Blind Adaptive MOE Multiuser Receivers Using Inverse QRD-RLS Algorithm
Author :
Elnashar, Ayman ; Elnoubi, Said ; El-Mikati, Hamdi A.
Author_Institution :
Etihad Etisalat, Riyadh
Abstract :
The inverse QR (IQRD) recursive least-squares (RLS) algorithm (IQRD-RLS) is very popular because it has good numerical stability and can be mapped onto COordinate Rotation DIgital Computer (CORDIC) processor-based systolic arrays, which are suitable for very large-scale integrated circuits (VLSI) architecture and real-time applications. In this paper, the blind optimal minimum output energy (MOE) detector which is developed for multiuser detection (MUD) in direct-sequence code-division multiple-access (DS-CDMA) systems is implemented using the linearly constrained IQRD-RLS algorithm. Specifically, the max/min approach is combined with subspace tracking for producing the optimal MOE multiuser detector. A new fast subspace tracking algorithm based on Lagrange multiplier methodology and the IQRD-RLS algorithm is developed. A comparative analysis among the recently emerged channel-estimation techniques is conducted using the IQRD-RLS algorithm. The corresponding robust MOE receivers at low SNR are implemented using the IQRD method, and their performances are assessed in terms of SINR, BER, and computational complexity. A robust multiuser receiver is developed by adding a quadratic inequality constraint to the optimal max/min MOE detector. The feasibility of systolic array implementation of the IQRD-based optimal MOE detector is explored. Several simulation experiments are conducted in a severe near-far environment to analyze the IQRD-based receivers and the subspace tracking algorithms.
Keywords :
VLSI; channel estimation; code division multiple access; least squares approximations; multiuser detection; numerical stability; radio receivers; spread spectrum communication; systolic arrays; Lagrange multiplier; blind adaptive MOE multiuser receivers; blind optimal minimum output energy detector; channel-estimation; coordinate rotation digital computer processor; direct-sequence code-division multiple-access systems; inverse QRD-RLS algorithm; multiuser detection; numerical stability; performance analysis; recursive least-squares algorithm; systolic arrays; very large-scale integrated circuits architecture; Constrained optimization; DS/CDMA system; Wireless communications; constrained optimization; direct-sequence code- division multiple-access (DS-CDMA) system; inverse QR-decomposition; minimum output energy (MOE) detection; minimum output energy detection; multiuser detection; multiuser detection (MUD); subspace tracking; systolic arrays; wireless communications;
Journal_Title :
Circuits and Systems I: Regular Papers, IEEE Transactions on
DOI :
10.1109/TCSI.2007.913611