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Routing in Wireless Mesh Networks: Two Soft Computing Based Approaches

机译:无线mesh网络路由:两种基于软计算的方法

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摘要

Due to dynamic network conditions, routing is the most critical part in WMNsand needs to be optimised. The routing strategies developed for WMNs must beefficient to make it an operationally self configurable network. Thus we needto resort to near shortest path evaluation. This lays down the requirement ofsome soft computing approaches such that a near shortest path is available inan affordable computing time. This paper proposes a Fuzzy Logic basedintegrated cost measure in terms of delay, throughput and jitter. Based uponthis distance (cost) between two adjacent nodes we evaluate minimal shortestpath that updates routing tables. We apply two recent soft computing approachesnamely Big Bang Big Crunch (BB-BC) and Biogeography Based Optimization (BBO)approaches to enumerate shortest or near short paths. BB-BC theory is relatedwith the evolution of the universe whereas BBO is inspired by dynamicalequilibrium in the number of species on an island. Both the algorithms have lowcomputational time and high convergence speed. Simulation results show that theproposed routing algorithms find the optimal shortest path taking into accountthree most important parameters of network dynamics. It has been furtherobserved that for the shortest path problem BB-BC outperforms BBO in terms ofspeed and percent error between the evaluated minimal path and the actualshortest path.
机译:由于网络条件的动态变化,路由是WMN中最关键的部分,因此需要对其进行优化。为WMN开发的路由策略必须高效,才能使其成为可操作配置的网络。因此,我们需要求助于最短路径评估。这提出了一些软计算方法的要求,以便在可承受的计算时间内可获得最短的路径。本文从时延,吞吐量和抖动方面提出了一种基于模糊逻辑的综合成本测度方法。基于两个相邻节点之间的距离(成本),我们评估更新路由表的最小最短路径。我们应用了两种最新的软计算方法,即大爆炸大危机(BB-BC)和基于生物地理的优化(BBO)方法来枚举最短或接近短路径。 BB-BC理论与宇宙的进化有关,而BBO则受到岛屿上物种数量的动态平衡的启发。两种算法的计算时间短,收敛速度快。仿真结果表明,所提出的路由算法考虑了网络动力学的三个最重要的参数,找到了最优的最短路径。进一步观察到,对于最短路径问题,BB-BC在速度和所评估的最小路径与实际最短路径之间的百分比误差方面优于BBO。

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