Genetic algorithm approach for QoS-based tree topology construction in IEEE 802.16 mesh networks

被引:0
作者
YOUSEFI Saleh [1 ]
BASTANI Saeed [2 ]
MAZOOCHI Mojtaba [3 ]
GHIAMATYOUN Alireza [4 ]
机构
[1] Computer Engineering Department,Faculty of Engineering,Urmia University,Urmia 15311-57561,Iran
[2] School of Information Technologies,University of Sydney,NSW 2006,Australia
关键词
WiMAX; IEEE; 802.16; genetic algorithms; tree topology; delay; throughput; trade-off;
D O I
暂无
中图分类号
TN915.02 [通信网结构与设计]; TP18 [人工智能理论];
学科分类号
0810 ; 081001 ; 081104 ; 0812 ; 0835 ; 1405 ;
摘要
The topological characteristics of an IEEE 802.16 mesh network including the tree’s depth and degree of its nodes affect the delay and throughput of the network.To reach the desired trade-off between delay and throughput,all potential trees should be explored to obtain a tree with the proper topology.Since the number of extractable tree topologies from a given network graph is enormous,we use a genetic algorithm(GA) to explore the search space and find a good enough trade-off between per-node,as well as network-wide delay and throughput.In the proposed GA approach,we use the Pruefer code tree representation followed by novel genetic operators.First,for each individual tree topology,we obtain expressions analytically for per-node delay and throughput.Based on the required quality of service,the obtained expressions are invoked in the computation of fitness functions for the genetic approach.Using a proper fitness function,the proposed algorithm is able to find the intended trees while different constraints on delay and throughput of each node are imposed.Employing a GA approach leads to the exploration of this extremely wide search space in a reasonably short time,which results in overall scalability and accuracy of the proposed tree exploration algorithm.
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收藏
页码:210 / 226
页数:17
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