摘要
为了平衡无线传感网络(Wireless Sensor Networks,WSNs)的能耗,延长网络生存时间,分析了低功耗自适应集溪分层(Low Energy Adaptive Clustering Hierarchy,LEACH)协议的不足,并提出基于粒子群的LEACH改进路由(Particle Swarm Optimal-based Improved LEACH,PSO-I)。PSO-I路由先从网络能耗平衡角度,推导了最优的簇首比例,然后再结合节点剩余能量和节点密度构建适度函数,并利用粒子群算法优化簇首的产生过程,进而平衡了网络能耗。仿真数据表明,与LEACH路由,提出的PSO-丨路由能有效地提高能量利用率、延长网络生存时间。
In order to balance energy consumption of heterogeneous Wireless Sensor Networks(W SNs),and prolong survival time of the networks,the shortcomings of Low Energy Adaptive Clustering Hierarchy(LEACH)are analyzed,and Particle Swarm Optimal-based Improved LEACH(PSO-I)is proposed in this paper.The optimal number of clustering is computed under balancing the energy consumption,and fitness function is constructed based on residual energy and distance between nodes density.Finally,the cluster head is selected by particle swarm optimation algorithm.Compared with LEACH,simulation results show that energy efficient of PSO-I is improved,and time of the first failed node is put off.
作者
崔亚楠
韦炜
胡艳华
CUI Ya-nan;WEI Wei;HU Yan-hua(Lushan College of Guangxi University of Science and Technology,Liuzhou Guangxi 545616,China;Guangxi Liuzhou Iron and Steel Group Company Limited,Liuzhou Guangxi 545000,China)
出处
《中国电子科学研究院学报》
北大核心
2019年第11期1169-1173,1193,共6页
Journal of China Academy of Electronics and Information Technology
基金
广西高校中青年教师科研基础能力提升项目(2019KY1087)
广西教育厅科研项目(201204LX661)