IEEE TRANSACTIONS ON COMMUNICATIONS, VOL. 55, NO. 5, MAY 2007 941
Opportunistic Beamforming and Scheduling
for OFDMA Systems
Patrick Svedman, Student Member, IEEE, Sarah Kate Wilson, Senior Member, IEEE,
Leonard J. Cimini, Jr., Fellow, IEEE, and Björn Ottersten, Fellow, IEEE
Abstract—Orthogonal frequency-division multiple access
(OFDMA) is an attractive technique for exploiting multiuser di-
versity in the downlink of a cellular system. This paper addresses
three problems in multiuser diversity for OFDMA systems.
First, we propose a way to significantly reduce the amount of
channel state information (CSI) feedback without sacrificing
performance too much, by selective and adaptive feedback.
Second, we propose a way to increase the cell throughput and
fairness by appying an opportunistic beamforming scheme to
orthogonal frequency-division multiplexing. This beamforming
scheme increases the frequency fading rate, which increases the
multiuser diversity effect. Thirdly, we deal with the issue of
fairness and quality-of-service (QoS) in opportunistic systems
by proposing a modified proportional fair (PF) scheduler for
OFDMA. Key features in the scheduler are that it incorporates
QoS classes into the PF scheduler and that it has a tunable fair-
ness level. Extensive simulation results are presented to evaluate
the performance of the proposed schemes. The opportunistic
beamforming scheme performed well in comparison with several
other schemes. The modified PF scheduler was able to give users
different QoS, based on their requirements, while still exploiting
multiuser diversity.
Index Terms—Multiple antennas, multiuser diversity, OFDM,
scheduling, wireless system design.
I. INTRODUCTION
O
PPORTUNISTIC systems use adaptive modulation in-
stead of power control to achieve the target error rates. By
scheduling users with good instantaneous channel conditions,
exploiting multiuser diversity, high system throughput can be
achieved [1]. In the downlink of an opportunistic system with
frequency-selective channels, orthogonal frequency-division
multiple access (OFDMA) is suitable because users can be
scheduled on orthogonal frequency bands. This enables the
exploitation of multiuser diversity in the frequency domain, i.e.,
users can be scheduled also on their frequency fading peaks [2],
[3]. In this paper, we deal with some of the problems with op-
portunistic OFDMA. We propose an adaptive reduced-feedback
scheme to cope with the significant amount of channel state
Paper approved by T. F. Wong, the Editor for Wideband and Multiple Access
Wireless Systems of the IEEE Communications Society. Manuscript received
October 18, 2004; revised July 30, 2006. This paper was presented in part at the
Vehicular Technology Conference, Milano, Italy, May 2004, and in part at the
Vehicular Technology Conference, Los Angeles, CA, September 2004.
P. Svedman and B. Ottersten are with the KTH School of Electrical Engi-
neering, SE-100 44 Stockholm, Sweden (e-mail: patricks@ee.kth.se).
S. K. Wilson is with the Department of Electrical Engineering, Santa Clara
University, Santa Clara, CA 95053 USA.
L. J. Cimini Jr. is with the Electrical and Computer Engineering Department,
University of Delaware, Newark, DE 19716 USA.
Digital Object Identifier 10.1109/TCOMM.2007.896082
information (CSI) feedback required in a frequency-division
duplexing (FDD) opportunistic OFDMA system. Furthermore,
we propose an opportunistic beamforming scheme for OFDMA
in order to increase the cell throughput and increase fairness.
Fairness and QoS guarantees are usually weak points in op-
portunistic systems. We propose a modified proportional fair
(PF) scheduler for orthogonal frequency-division multiplexing
(OFDM) that addresses these weaknesses. The scheduler
exploits multiuser diversity, but also tries to meet individual
user requirements on bit rates and delays. The fairness of the
scheduler is tunable; furthermore, a way to couple the scheduler
and the beamformer to help the weakest users is proposed.
Opportunistic beamforming uses multiple antennas at the
transmitter to increase the temporal fading rate of the individual
users [1]. This can help slowly fading users to be scheduled
more often. In addition, the fading rate of the intercell in-
terference (ICI) is increased, which is called opportunistic
nulling. The basic idea of opportunistic beamforming is that
the basestation forms a random beam that is changed for
each transmission block. Users are then scheduled based on
the reported supportable rates. In [1], the concept of using
opportunistic beamforming for frequency-selective fading
channels using OFDMA is outlined. We extend the idea of [1]
by showing how opportunistic beamforming can be applied to
OFDMA in practice. Also in [4], the extension of opportunistic
beamforming to parallel channels is considered, but without
introducing the same randomness in the frequency domain.
One of the main problems with FDD opportunistic OFDMA
systems is the large amount of feedback required from the users.
Because users can be scheduled on different frequency sub-
bands, users must feed back measurement information about
each subband. We propose to reduce the feedback by grouping
adjacent subcarriers into clusters [5] and only feeding back in-
formation about the strongest clusters. Additionally, we observe
that the suitable feedback rate per user depends on the number of
users, and we design the adaptive feedback scheme accordingly.
Alternatively, the feedback load can be reduced by feeding back
information only from users with channel quality above a cer-
tain predefined threshold [6]. Clustered OFDMA and multiuser
diversity were also studied in [2] and [3], where the authors
showed an increase in spectral efficiency as the number of users
grew. We propose the use of identical beamforming weights on
all subcarriers within each cluster and independent weights be-
tween the clusters. This keeps the correlation high between the
subcarriers within the clusters so that feedback of only one value
is sufficient, e.g., the supportable rate of the weakest subcar-
rier within the cluster. Furthermore, by having different beam-
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