5th Workshop on Signal Processing Advances Wireless Comunicatons
Box-constrained multiuser detection based on multiplication-free coordinate descent
optimisation
Æ
Deparment ofElectronics
York
or, l
Email: zl@ohm..ac.
- Multiuser detection can ofen be decribed as a
constraine quadratic optimisation problem. Many it erative tÎ
nique are a,'ailable to sol'e this problem; however, due to high
complexity tcannot be efetivey implemented in real· tmÏ We
propose a nOl'cl iterative technique, the DCD (Dichotomous Co
ordinate Decent} algorithm which guarante connrgence in the
box-constrained quadratic op timisation problem. We inl'estigate
application of the DCD algorithm t multiuser detection and show
that it provide a high detection performance and complexity lowC
than other known box-constrained multiuser detectors. Moreover,
the proposed algorith is mltiti and division.free;
make it atractive for real·time implementation in hardware
( C) or fxed point (DSP) sofware.
IÌ
In multiple-acces CDMA ste, multiuser detection is caable
of providing high detection perormance (1], Multiu�er detection c
be describd as a solution of an optimiation poblem: in ost cases
it ithe aratc optimisation problem. Unconstrained quadratic opti
misation knon to result decorelaing 2J and MMSE multiuser
e3.The tighter te constraints, the better the detectionperfo
mance a be achieve. The optimal multiuser detection is equiv.
alent to the solution of a (-1,+ I)-contrained maimum-likelihood
(ML)roblem 4J. However, ch detection complex for prati
cal systems. Many subpti mal detection chee have been proe,
ossin lower computational loa, b alo havig poorer detecti on
eaceaoptimal detector.
A "closed cone et"onstrained ML detetor has bᵫenintrodud
n [5] a acompet llrting alterative to the (-1, +1)-contrained
opti ma etcor; kwn successive snd parallel cancellation schemes
ae special case of the algorithm. Sphere-cnstrained quadrdtic op
possess a e a o
tat of the MMSE detetor 5,61. Bter detecto p ormance i
ache b box-constrained optimisation [5,7, 8).Hower, the com·
plexity schemes high. In paricular, ee u
tilicatio ad division oration, hich are difcult for hardae or
e-ont otare immentatio,
In thi s paper. we rooe a new multiuser detection algoihm
wich possesses a lo coputational load ad high detect ion perfor.
mance. algorithm s based on box-consrained coordinate-descent
quadratic optimiatio. Multiuser tectrs based on cordinae de
scent otimation were aso proposed n 9; hoeer, thee receives
arecopleormementation. We ntduce a novel multipcatio
free and division-free i tera tivetechue, Dchtmous Coordinate
Dcet (D) algorithm which guarantees convergence in t
cntraied adratic optimi sat ion obe. We i nvestigate applica
tion ofthe DCD alothm to multur tcton. We sho that the
'()
a 5 .
C.
Department of Electronics
University of York
Yor, YOO 5DD, UK
Eail: tct@hm.ok.ac.u
DCD-based multiuser detctor provides high detection perance
ad loer umber of ope!dtions compared to known box-constrained
uË More imporantly, a ed b
shifts onl. akes he roposed algorith attract or rea -t me
implementation inhardare (FPGA, ASIC)o -pont (DSP) ot
ware.
IÍ M M
We consider a basband uplink achroou system with
K active user the resec AWGN. Use tansmitsa block of
BPSK mbos (n) -I,+1, = 0. .. - spread b
a real-aled coe ) = k(
+ 1), . .. ,N + N)J. The
nss delas k aTe s be integer mult iples o
the chip interval and iihinone symbol interval of a lent N.The
aution on he modul ation lype, real-valued spreading code, ad
tansmission delays a d for clarity only. The resultin g i
ted discrete-time baseband signal a bol int erval d()Ck(n)
ee k) = N+ k1) (L-)-. coninuo
tie received signa l is down-converted o baseban, aed through a
filter matched he chipulse-sh ape and sampled. The received base
band
L- K
X = 2 L ()()+n (I)
=O =)
e is an N.-dimensional vector. N. = N(L + 1), of indepen
dent, identically distributed rand aiabs of zer o mean and ari
ane (2. e assue perfect er control hae scro
nisaion or aÈ The received sigal can be writea
= d+n ()
whre the NÅ atri ofeceied readi codes, = i
thtota nuber symbols tranmted in he block, and d is thedaa
er a siz N.Atrcoati mache to sprea
codes, we obtain
(3)
where y ithematched flterut ctor asize and "
i e N correlaton matri ospeadig codes. We assume here
hs symmetric positive teÊ
É Œ
The neral constrained pr oblem f asynchronous CDMA is
escbed as(ee, e.g. [5])
= i {J(h)} = i {hTRh - 2hTY}
(4)
EU EU
Weconsidethe otimisation problem under e contain
E=(h, ... ) l j . .. ,N (5)
0-7803-8337
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004/20.00©2004 IEEE 43