Title :
A novel and efficient solution to block-based joint-detection using approximate Cholesky factorization
Author :
Karimi, H.R. ; Anderson, N.W.
Author_Institution :
Motorola GSM Products Div., UK
Abstract :
Despite the fact that the zero-forcing block-linear equalizer (ZF-BLE) represents an entry-level solution to the joint-detection problem as applied to the TD-CDMA air-interface proposal for UMTS, it is nevertheless accompanied by a prohibitive computational complexity when supporting long data sequences, multiple users and channels with long impulse responses. A primary contributor to this computational complexity is the need to perform a Cholesky factorization of a sparse yet large correlation matrix. This paper presents a novel technique which exploits the pseudo block-Toeplitz nature of the Cholesky factor to derive an approximate triangular factorization, thereby allowing significant reductions in computational complexity and finite-precision effects at the expense of little or no degradation in performance. The technique is equally applicable to other block-based linear or decision-feedback joint-detection schemes whose operation relies on the Cholesky factorization
Keywords :
Toeplitz matrices; cellular radio; code division multiple access; computational complexity; correlation methods; equalisers; fading channels; feedback; matrix decomposition; multipath channels; multiuser channels; network interfaces; signal detection; sparse matrices; time division multiple access; TD-CDMA air-interface; UMTS; approximate Cholesky factorization; approximate triangular factorization; block-based linear joint-detection; computational complexity reduction; decision-feedback joint-detection; efficient solution; equalization; finite-precision effects; long data sequences; long impulse responses; macro-cellular radio; multipath fading; multiple channels; multiple users; pseudo block-Toeplitz matrix; sparse large correlation matrix; zero-forcing block-linear equalizer; 3G mobile communication; Computational complexity; Degradation; Equalizers; Filtering; GSM; Multiaccess communication; Multiple access interference; Proposals; Time division multiple access;
Conference_Titel :
Personal, Indoor and Mobile Radio Communications, 1998. The Ninth IEEE International Symposium on
Conference_Location :
Boston, MA
Print_ISBN :
0-7803-4872-9
DOI :
10.1109/PIMRC.1998.731413