IEEE TRANSACTIONS ON SIGNAL PROCESSING, VOL. 60, NO. 1, JANUARY 2012 415
On the Rate Gap Between Multi- and Single-Cell
Processing Under Opportunistic Scheduling
Hans Jørgen Bang, David Gesbert, Fellow, IEEE, and Pål Orten
Abstract—Base station (BS) coordination is a key technique
to handle intercell interference (ICI) in cellular networks. Nev-
ertheless, recent work on scheduling indicates that the value of
coordination is less prominent when the number of users grows
large. More specifically, the loss in sum rate due to ICI in unco-
ordinated networks can be made arbitrarily small as the number
of users goes to infinity. However, the gap in performance for a
finite number of users has remained unknown so far. From this
perspective we study the gains of multicell zero-forcing beam-
forming (ZFBF) on the downlink of a Wyner-type network. We
first identify the beamforming weights and the optimal scheduling
policy under a per-base power constraint. To compare ZFBF with
single-cell processing (SCP) we focus on the extra number of users
that is needed per cell to compensate for ICI. Specifically, we find
the number of users with ZFBF and with SCP that gives the
same mean postscheduling signal-to-interference-plus-noise ratio
(SINR) as an interference free network with users. The results
show that the ratio grows logarithmically with . Finally, we
demonstrate that the difference in sum-rate between SCP and
multicell ZFBF goes to zero as . As a consequence of the
slow convergence there is a significant gain with multicell ZFBF
for all practical numbers of users.
Index Terms—Base station (BS) coordination, multiuser sched-
uling, zero-forcing beamforming (ZFBF).
I. INTRODUCTION
I
N conventional cellular systems signal transmission and re-
ception are done independently on a per-cell basis. This
may result in considerable intercell interference (ICI) which will
ultimately limit the capacity. However, by interconnecting the
base station (BSs) and coordinating their actions the ICI can be
greatly reduced [1], [2]. A key driver for practical deployment
of BS coordination is that the main complexity burden is on the
network side and not the mobile users.
Recently there has been much work on the information
theoretic nature of coordinated networks [3], [4]. In the ideal
case, the downlink can be viewed as vector broadcast channel
Manuscript received September 02, 2010; revised June 01, 2011; accepted
September 09, 2011. Date of publication October 06, 2011; date of current ver-
sion December 16, 2011. The associate editor coordinating the review of this
manuscript and approving it for publication was Prof. Ye (Geoffrey) Li. The
work of D. Gesbert was supported by the FP7 ARTIST4G project. This work
was presented in part at SPAWC’2009PerugiaJune2009.
H. J. Bang is with Elliptic Labs, Oslo 0473, Norway (e-mail: hans@ellipti-
clabs.com).
D. Gesbert is with the Eurécom Institute, Sophia Antipolis 06560, France
(e-mail: david.gesbert@eurecome.fr).
P. Orten is with UniK-University Graduate Center, University of Oslo, Oslo
N-0317, Norway. He is also with ABB Corporate Research, Oslo, Norway
(e-mail: porten@unik.no).
Color versions of one or more of the figures in this paper are available online
at http://ieeexplore.ieee.org.
Digital Object Identifier 10.1109/TSP.2011.2170681
in which dirty paper coding (DPC) is the capacity achieving
strategy. Unfortunately, for many practical applications DPC
is prohibitively complex. Suboptimal techniques with lower
complexities such as linear precoding are therefore of great
interest.
In this paper, we consider BS coordination in the form of
multicell zero-forcing beamforming (ZFBF). ZFBF is a well-
known linear precoding technique that attempts to cancel all
interference at the expense of a reduction in useful signal power.
Even though ZFBF is suboptimal in the class of linear precoders
it is known to incur little loss in the high signal-to-noise (SNR)
regime or when the number of users is sufficiently high [5].
In the paper, we are particularly keen to compare the rate gap
between ZFBF and single-cell processing (SCP) under muli-
tuser scheduling. The reason for this is twofold. First of all, there
is an inevitable increase in complexity with any BS coordination
scheme relative to conventional SCP. To justify the use of BS co-
ordination there must therefore be an accompanied gain in per-
formance. Second, recent work on scheduling shows that there
can be substantial gains in SCP networks with multiple fading
users. Specifically, in [6] and [7] it was shown that the loss in
sum-rate incurred by ICI can be made arbitrarily small as the
number of users go infinity. In [8] the focus was on interbeam
interference in single-cell beamforming. However, a reinterpre-
tation of some quantities gives a similar conclusion. A corollary
to these results is that the value of BS coordination will eventu-
ally diminish as the number of users increases. Nevertheless, the
implications of this asymptotic behavior for a moderate to large
number of users depend crucially on the rate of convergence.
The analytical study of BS coordination is notoriously dif-
ficult. Previous works have therefore mainly resorted to net-
work and interference model simplifications in order to obtain
insights arising from closed-form expressions [3], [4], [9]–[11].
This will also be our approach here. Specifically, we assume a
linear cell-array, where each user only receives a signal from
the two closest BSs. This is a slight variation of Wyner’s clas-
sical model introduced in [9]. Similar network and interference
models were recently used in [3] and [4], with the exception that
the cells were arranged on a circular array. However, this differ-
ence is insignificant as the number of cells goes to infinity.
In [3], the focus was on upper and lower bounds for the per-
cell sum-rate under multicell DPC. In particular, the per-cell
sum-rate was shown to scale as with the number of
users per cell. In [4], the performances of several suboptimal
network coordination strategies were characterized. However,
no explicit expressions for ZFBF together with Rayleigh fading
were given. In [10] ZFBF and multiuser scheduling were studied
using a model where each user could see the three closest BSs.
A suboptimal scheduling strategy was proposed and shown to
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