Fixed channel assignment in cellular radio networks using a modified genetic algorithm

被引:95
作者
Ngo, CY [1 ]
Li, VOK
机构
[1] Philips Res Labs, Briarcliff Manor, NY 10510 USA
[2] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China
关键词
cellular network; channel assignment; generic algorithm; wireless communication;
D O I
10.1109/25.661043
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the limited frequency spectrum and an increasing demand for cellular communication services, the problem of channel assignment becomes increasingly important, However, finding a conflict-free channel assignment with the minimum channel span is NP hard. Therefore, we formulate the problem by assuming a given channel span. Our objective is to obtain a conflict-free channel assignment among the cells, which satisfies both the electromagnetic compatibility (EMC) constraints and traffic demand requirements, We propose an approach based on a modified genetic algorithm (GA), The approach consists of a genetic-fix algorithm that generates and manipulates individuals with fixed size (i.e., in binary representation, the number of ones is fixed) and a minimum-separation encoding scheme that eliminates redundant zeros in the solution representation, Using these two strategies, the search space can be reduced substantially, Simulations on the first four benchmark problems showed that this algorithm could achieve at least 80%, if not 100%, convergence to solutions within reasonable time, In the fifth benchmark problem, our algorithm found better solutions with shorter channel span than any existing algorithms, Such significant results indicate that our approach is indeed a good method for solving the channel-assignment problem.
引用
收藏
页码:163 / 172
页数:10
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