Telecommun Syst (2013) 52:2003–2013
DOI 10.1007/s11235-011-9481-9
Evaluation of channel dependent bandwidth allocation in wireless
access networks: centralized and distributed approach
Stavroula Vassaki · Athanasios D. Panagopoulos ·
Philip Constantinou
Published online: 15 June 2011
© Springer Science+Business Media, LLC 2011
Abstract The problem of bandwidth allocation in wireless
access networks is studied in this paper, investigating the
performance of two approaches. Firstly, we use centralized
algorithms, such as bankruptcy division rules and Nash bar-
gaining. Secondly, a distributed algorithm is proposed in or-
der to find the optimal solution of the bandwidth allocation
problem. In both approaches, the allocation rules are prop-
erly modified to incorporate the influence of the channel
state resulting in a more efficient and fair bandwidth allo-
cation. The channel dependent centralized and distributed
schemes are compared in terms of efficiency and fairness
with a view to highlighting the advantages and disadvan-
tages of every approach.
Keywords Resource allocation · Bankruptcy problem ·
Auction · Design mechanism
1 Introduction
Resource, and specifically bandwidth, allocation in wire-
less access networks consists one of the classical problems,
which has been widely addressed by the research commu-
nity [1]. Since bandwidth determines the maximum trans-
mission rate, given from the well-known Shannon capac-
ity, and puts a limit on the channel access rate, its optimum
S. Vassaki ( ) · A.D. Panagopoulos · P. Constantinou
National Technical University of Athens (NTUA), Athens, Greece
e-mail: voula@mobile.ntua.gr
A.D. Panagopoulos
e-mail: thpanag@mobile.ntua.gr
P. Constantinou
e-mail: fkonst@mobile.ntua.gr
management remains a great challenge. More interesting de-
sign problems arise in 4G wireless networks, where hetero-
geneous wireless technologies (WLAN, cellular, WMAN,
satellite etc.) are employed in order to provide high data rate
services and to guarantee the Quality of Service (QoS).
In this paper, the problem of bandwidth sharing to users’
terminals with different channel state is studied using two
different approaches. In the first approach, we assume that
each terminal suffers from different attenuation due to chan-
nel conditions and also it runs a different application de-
manding different data rates. The bandwidth allocation
problem is solved in a centralized way using basic division
rules of bankruptcy problems [2]. Additionally, in order to
be able to compare the outcome of the division rules, the
same problem is also analyzed using principles from cooper-
ative game theory and specifically applying the well-known
Nash Bargaining Solution (NBS). Most of this approach has
been presented in [3]. However, in this paper, the Random
Arrival rule has been replaced by another rule with less com-
putational complexity.
In the second approach, we consider a more realistic sce-
nario, where each user has a different valuation function for
the allocated bandwidth depending on the type of his appli-
cation. In order to achieve an allocation that maximizes the
sum of utilities of all the users, we apply the VCG-Kelly
mechanism [4] with an adjustment so as to incorporate the
influence of the channel state.
The paper is organized as follows: in Sect. 2, prior work
on game-theoretic models and design mechanisms for band-
width allocation are briefly presented. The system model un-
der consideration and the problem of bandwidth allocation
are described in Sect. 3. In Sect. 4, the centralized approach
is analyzed in order to find the optimal resource allocation.
Specifically, the bankruptcy allocation problem is explained
and the basic division rules are briefly presented. Moreover,