无线Mesh网络中高效节点布局的禁忌搜索算法

F. Xhafa, C. Sánchez, Admir Barolli, M. Takizawa
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引用次数: 8

摘要

实现网络连接和用户覆盖是无线网状网络(WMNs)最重要的目标之一。这些目标被表述为优化问题,不幸的是,由于其计算困难的性质,这些问题无法得到最优解。因此,启发式方法已被考虑用于此类优化问题,旨在在合理的时间内计算出接近最优的解决方案。一类以高效著称的启发式方法是局部搜索算法。该家族中的方法通过在搜索过程中访问的解路径来探索解空间。在这类方法中,禁忌搜索(TS)因其克服陷入局部最优的先进机制而显示出其优越性。在本文中,我们提出了网格路由器节点放置问题的TS实现和评估,该问题被表述为双目标优化问题。优化模型包括网状路由器网络中巨型组件(用于测量网络连通性)的大小和用户覆盖的大小的最大化。实验结果表明,TS算法可以有效地解决WMNs中网格客户端节点使用不同分布方式产生的各种问题实例。
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A Tabu Search Algorithm for Efficient Node Placement in Wireless Mesh Networks
Achieving network connectivity and user coverage are among the most important objectives in Wireless Mesh Networks (WMNs). These objectives are formulated as optimization problems, which unfortunately cannot be solved to optimality due to their computational hardness nature. Heuristic methods have thus been considered for such optimization problem aiming to compute near optimal solutions in reasonable amount of time. One family of heuristic methods known for their efficiency is that of local search algorithms. The methods in this family explore the solution space through a path of solutions, visited during the search process. Among methods of this family, Tabu Search (TS) has shown its superiority due to advanced mechanisms to overcome getting stuck into local optima. In this paper we present the implementation and evaluation of TS for the problem of mesh router node placement in WMNs, formulated as a bi-objective optimization problem. The optimization model consists in the maximization of the size of the giant component in the mesh routers network (for measuring network connectivity) and that of user coverage. The experimental evaluation showed the efficiency of TS in solving a variety of problem instances generated using different distributions for the mesh client nodes in WMNs.
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