Improved genetic algorithm for channel allocation with channel borrowing in mobile computing

被引:48
作者
Maha Patra, Somnath Sinha
Roy, Kousik
Banerjee, Sarthak
Vidyarthi, Deo Prakash
机构
[1] UTStarcom Inc, Network Management Syst, Gurgaon, Haryana, India
[2] Newgen Software Technol Ltd, New Delhi 110020, India
[3] Jawaharlal Nehru Univ, Sch Comp & Syst Sci, New Delhi 110067, India
[4] Banaras Hindu Univ, Dept Comp Sci, Varanasi 221005, Uttar Pradesh, India
关键词
cell; channel allocation; genetic algorithm; mobile communication; reuse;
D O I
10.1109/TMC.2006.99
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper exploits the potential of the Genetic Algorithm to solve the cellular resource allocation problem. When a blocked host is to be allocated to a borrowable channel, a crucial decision is which neighboring cell to choose to borrow a channel. It is an optimization problem and the genetic algorithm is efficiently applied to handle this. The Genetic Algorithm, for this particular problem, is improved by introducing a new genetic operator, named pluck, that incorporates a problem-specific knowledge in population generation and leads to a better channel utilization by reducing the average blocked hosts. The pluck operator makes the crucial decision of when and which cell to borrow with the future consideration that the borrowing should not lead the network to chaos. It makes a channel borrowing decision that minimizes the number of blocked hosts and improves the long-term performance of the network. Efficacy of the proposed method has been evaluated by experimentation.
引用
收藏
页码:884 / 892
页数:9
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