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arXiv 1002.3989cs.NI
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基于遗传算法和分布估计算法的区域路由协议性能分析

Performance analysis of Zone Routing Protocol in respect of Genetic Algorithm and Estimation of Distribution Algorithm

Md. Imran Hossain, Md. Iqbal Hossain Suvo

摘要:

本文将分布估计算法(EDA)用于移动自组网区域路由协议(ZRP)中,以代替传统的遗传算法。它是一种进化方法,当网络规模增长和搜索空间增加时使用。当目的地在区域外时,应用EDA来找到具有最小成本和时间的路线。最后,将该方法与遗传ZRP算法进行了比较,GZRP和结果表明,所提出的方法具有更好的性能。由于该方法提供了一组到目的地的路径,因此它导致网络的负载平衡。由于EDA和GA都采用随机搜索的方法来达到最优点,搜索成本大大降低,特别是当数据量很大时。

英文摘要:

In this paper, Estimation of Distribution Algorithm (EDA) is used for Zone Routing Protocol (ZRP) in Mobile Ad-hoc Network instead of Genetic Algorithm (GA). It is an evolutionary approach, it is used when the network size grows and the search space increases. When the destination is outside the zone, EDA is applied to find the route with minimum cost and time. Finally, the implementation of proposed method is compared with Genetic ZRP, i.e., GZRP and the result demonstrates better performance for the proposed method. Since the method provides a set of paths to the destination, it results in load balance to the network. As both EDA and GA use random search method to reach the optimal point, the searching cost reduced significantly, especially when the number of data is large.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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