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A Genetic Algorithm Based and Subtree Restricted Routing Algorithm in Wireless Sensor Networks

机译:无线传感器网络中一种基于遗传算法和子树约束的路由算法

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The GA(genetic algorithms) was applied to find routing trees with minimal maximal sensor load thus extend network lifetime in wireless sensor networks. However,? t he existing algorithm limits search space of GA to avoid generating cycles by dividing sensors into layers and stipulating that a sensor only can select a sensor in its lower layer as its new parent. In this paper, w e have found that how cycles are generated during GA operations , and proposed a solution based on subtree to avoid generating cycles during GA operations. The solution only requires a sensor not to change its parent to a sensor in the subtree with it as the root. And layers are no longer considered. As a result, GA has more search space and GA operations can be performed more freely. Thus more optimal routing trees are obtained and network lifetime is extended. The experiment shows that our proposed algorithm extend network lifetime notably.
机译:GA(遗传算法)用于查找具有最小最大传感器负载的路由树,从而延长了无线传感器网络的网络寿命。然而,?现有算法限制了遗传算法的搜索空间,以避免通过将传感器划分为多个层并规定一个传感器只能在其下层中选择一个传感器作为其新父代来避免产生周期。在本文中,我们发现了GA运算期间如何生成周期,并提出了一种基于子树的解决方案,以避免在GA运算期间生成周期。该解决方案仅要求传感器不将其父节点更改为以其为根的子树中的传感器。并且不再考虑层。结果,GA具有更多的搜索空间,并且GA操作可以更自由地执行。因此,可以获得更多的最佳路由树,并且可以延长网络寿命。实验表明,该算法可以显着延长网络寿命。

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