Genetic Algorithm Based Approach for Extending the Lifetime of Two-Tiered Sensor Networks

S. Wazed, A. Bari, A. Jaekel, S. Bandyopadhyay
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引用次数: 23

Abstract

In the past few years, the use of higher power relay nodes as cluster heads in two-tiered sensor networks have been proposed, to achieve various objectives including improved network lifetime. These relay nodes may form a network among themselves and route data towards the base station. In such a model, the lifetime of the network is determined mainly by the lifetime of these relay nodes, which, in turn, is directly affected by the data communication scheme. In this paper, we have proposed a genetic algorithm (GA) based solution for scheduling the data gathering of relay nodes that can significantly extend the lifetime of the relay node network. For smaller networks, where the global optimum can be determined, our GA based approach is always able to find the optimal solution. For larger networks, we have compared our approach with traditional routing schemes and shown that our method leads to significant improvements
基于遗传算法的两层传感器网络寿命延长方法
在过去的几年中,已经提出在两层传感器网络中使用更高功率的中继节点作为簇头,以实现包括提高网络寿命在内的各种目标。这些中继节点可以在它们之间形成网络并将数据路由到基站。在该模型中,网络的生存期主要由这些中继节点的生存期决定,而中继节点的生存期又直接受到数据通信方案的影响。本文提出了一种基于遗传算法的中继节点数据采集调度方案,可以显著延长中继节点网络的生命周期。对于较小的网络,可以确定全局最优解,基于遗传算法的方法总是能够找到最优解。对于较大的网络,我们将我们的方法与传统的路由方案进行了比较,并表明我们的方法可以带来显着的改进
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