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Cluster algorithm of Wireless Sensor Networks Based on Immune Clonal Selection

机译:基于免疫克隆选择的无线传感器网络聚类算法

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In light of the traditional Wireless Sensor Network clustering algorithms are lack of adaptive capacity, in this paper, we propose a clustering algorithm based on Immune Clone Selection Principle (ICSA), make use of global search ability and faster rate characteristics of ICSA, in accordance with the Wireless Sensor Network nodes in the distribution of the actual situation of WSN network, the simulation results show that the algorithm is able to cluster the network reasonable and effective to extend the network life, compared to the traditional clustering algorithm LEACH, the clustering algorithm based on ICSA has a better Performance. Standard clone selection algorithm and to make improvements in the mutation operator into the thinking of simulated annealing, so that fast convergence algorithm can effectively search a global optimal solution. Simulation studies show that the node scheduling algorithm is correct, effective, and has a good energy saving effect.Compared to standard ICSA, its global searching ability and the speed of convergence is significantly improved, and the premature convergence problem is effectively avoided. In addition, according to the rationalization of cluster-head selection, this article introduces a cluster-head rotation mechanism, which is based on energy balance. Through simulation and comparison with other algorithms, it is obvious that this algorithm can effectively balance energy consumption and extend the lifetime of WSN.
机译:针对传统的无线传感器网络聚类算法缺乏自适应能力的问题,本文提出了一种基于免疫克隆选择原理(ICSA)的聚类算法,该算法利用了全局搜索能力和ICSA的较快速率特性。通过无线传感器网络节点在WSN网络中的实际分布情况,仿真结果表明,与传统的LEACH聚类算法相比,该算法能够合理有效地聚类网络,延长网络寿命。基于ICSA具有更好的性能。标准克隆选择算法并在突变算子中进行改进,使其融入模拟退火的思路,从而使快速收敛算法可以有效地寻找全局最优解。仿真研究表明,该节点调度算法是正确,有效的,并且具有良好的节能效果。与标准ICSA相比,其全局搜索能力和收敛速度有了明显提高,有效避免了过早收敛的问题。此外,根据簇头选择的合理性,本文介绍了一种基于能量平衡的簇头旋转机制。通过仿真和与其他算法的比较,显然该算法可以有效地平衡能耗并延长无线传感器网络的寿命。

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