4576 IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, VOL. 58, NO. 8, OCTOBER 2009
Unified Approach to Joint Power Allocation and Base
Assignment in Nonorthogonal Networks
Lev Smolyar, Itsik Bergel, and Hagit Messer
Abstract—In this paper, we consider the joint power allocation
and base station (BS) assignment in nonorthogonal downlink
transmission code-division multiple-access (CDMA) communica-
tion systems. In addition to the popular sum-power criterion,
we introduce three novel criteria that better take into account
the network requirements and particularly the separate power
limit of each of the BSs. In our model, we allow each user to be
connected to more than one BS and show that such a scheme can
improve the system capacity (while currently this mechanism is
only used to support soft handoff). Nevertheless, we show that in
any optimal solution, the actual number of connections used by
each user is small. We propose a unified approach to optimization,
which allows the use of linear programming (LP)-based iterative
algorithms to solve all of the presented optimization problems. The
proposed scheme is verified by simulations for several scenarios.
The simulation results show that by taking into account the power
constraints of each of the BSs, the system capacity can be increased
by up to 33%. The results can also approximate the performance
of orthogonal CDMA networks with precision that increases with
system bandwidth.
Index Terms—Base assignment, code-division multiaccess
(CDMA), power allocation, power control.
I. I NTRODUCTION
N
EW generations of wireless networks place high demands
on multimedia applications, such as video streaming and
Internet, together with classical applications, such as voice
communication. These services impose high requirements, par-
ticularly on the downlink throughput. As radio resources are
often scarce, careful and efficient allocation of the limited
resources is vital. In many multiple-access systems (for exam-
ple, code-division multiple access (CDMA) [1]–[3], frequency-
division multiple access, time-division multiple access [4], and
impulse radio (IR) [5]), the same spectrum is shared by multiple
cells. Thus, the power transmitted to each user is interference to
other users. This interference is one of the most limiting factors
on system capacity. The level of interference between the users
depends on the algorithms used to assign users to base stations
(BSs) and for power allocation (also termed power control).
Manuscript received October 21, 2007; revised October 26, 2008 and
January 19, 2009. First published April 7, 2009; current version published
October 2, 2009. The review of this paper was coordinated by Prof. B. L. Mark.
L. Smolyar and H. Messer are with the School of Electrical Engineering,
Tel-Aviv University, Tel-Aviv 69978, Israel (e-mail: smolyar@eng.tau.ac.il;
messer@eng.tau.ac.il).
I. Bergel is with the School of Electrical Engineering, Tel-Aviv University,
Tel-Aviv 69978, Israel, and also with the School of Engineering, Bar-Ilan
University, Ramat-Gan 52900, Israel (e-mail: ibergel@eng.tau.ac.il).
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/TVT.2009.2020330
The work presented herein may be applicable to most
multiple-access schemes [6]. However, for convenience, it is
presented in the framework of CDMA, where the concept of
nonorthogonal transmission is more relevant [7]. Note that the
analysis of IR systems is closely related to that of CDMA sys-
tems [8]–[10] and, hence, the work herein is directly applicable
for IR systems as well.
Nonorthogonal CDMA downlink transmission is less ef-
ficient than orthogonal transmission because it creates more
interference. However, nonorthogonal systems are more readily
analyzed, and therefore, they were widely used to evaluate
lower bounds on orthogonal system performance (e.g., [7,
Sec. 6.7]). Moreover, in wideband systems, signal orthogo-
nality is corrupted by multipath scattering, and therefore, the
performance of an orthogonal system is very close to that of a
nonorthogonal system.
Due to the relative simplicity of the uplink, most of the
research had concentrated on uplink scenarios (e.g., [11] and
[12]), and a comprehensive summary can be found in [13].
These works assumed nonorthogonality between different users
of the same cell. They cannot directly be applied to the down-
link, where the constraints are on the sum of power allocated to
all users in a given cell (in contrast with the uplink, where the
constraint is on the power allocated to each of the users). The
research on the downlink channel in multicell systems mostly
assumed that the user allocation was predetermined [14]–[18].
Berggren et al. [19] analyzed an orthogonal system, whereas
Kim [20] bounded the performance of an orthogonal system
by the performance of a nonorthogonal system. Other works
suggested suboptimal user assignment approaches. For exam-
ple, Lee et al. [21] considered the maximization of the expected
throughput by joint resource allocation and BS assignment in an
orthogonal system. The BSs independently allocate the power
and the rate based on the user-to-base assignments from the
previous stage. At the next stage, if the load is not balanced,
then they reassign some users from heavily loaded cells to
lightly loaded cells.
Optimal joint user assignment and power allocation for the
downlink was only presented for the sum-power criterion, i.e.,
for the minimization of the sum of all BS transmitted power.
Rashid-Farrokhi et al. [22] utilized the uplink–downlink duality
principle, stating that, for a given user-to-base assignment, the
sum of the uplink powers is equal to the sum of the downlink
powers (up to a constant). Using this duality principle [22],
the users in the downlink were assigned according to the
uplink assignment previously developed. After the users were
assigned, the power that achieved the required performance for
each user was determined.
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