Title :
Box-constrained multiuser detection based on multiplication-free coordinate descent optimisation
Author :
Zakharov, Yuriy V. ; Tozer, Tim C.
Author_Institution :
Dept. of Electron., York Univ., UK
Abstract :
Multiuser detection can often be described as a constrained quadratic optimisation problem. Many iterative techniques are available to solve this problem; however, due to high complexity they cannot be effectively implemented in real-time. We propose a novel iterative technique, the DCD (dichotomous coordinate descent) algorithm which guarantees convergence in the box-constrained quadratic optimisation problem. We investigate application of the DCD algorithm to multiuser detection and show that it provides a high detection performance and complexity lower than other known box-constrained multiuser detectors. Moreover, the proposed algorithm is multiplication-free and division-free; this makes it attractive for real-time implementation in hardware (FPGA, ASIC) or fixed point (DSP) software.
Keywords :
code division multiple access; convergence of numerical methods; iterative methods; multiuser detection; optimisation; DCD algorithm; box-constrained multiuser detection; constrained quadratic optimisation; convergence; dichotomous coordinate descent; fixed point software; hardware; iterative technique; multiplication-free coordinate; real-time implementation; Application software; Application specific integrated circuits; Constraint optimization; Convergence; Detectors; Field programmable gate arrays; Hardware; Iterative algorithms; Multiuser detection; Software algorithms;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2004 IEEE 5th Workshop on
Print_ISBN :
0-7803-8337-0
DOI :
10.1109/SPAWC.2004.1439290