首页|基于改进K-means的AODV路由协议

基于改进K-means的AODV路由协议

扫码查看
AODV路由协议是无线自组织网络中的经典协议,被广泛应用于各种通讯场景中.传统的AODV路由协议在路由发现阶段使用广播方法转发RREQ(路由请求分组),容易造成广播风暴从而影响网络性能.针对该问题,研究提出了基于改进K-means的AODV路由协议,使用节点间距离、传输错误数和路由拥塞度作为路由度量,利用密集度参数改进初始聚类中心的选择,设计AODV-K路由协议选择最佳转发节点以减少不必要的路由请求分组转发,提高了路由请求分组的转发效率并减少了路由拥塞.运用NS-3对协议进行仿真,仿真结果表明所提出的改进路由协议,在高网络负载和网络密度下,对比原AODV路由协议,在平均端到端延迟方面分别降低了26.1%和25.6%.当节点数在30、40、50时,在分组投递率方面平均提升13.7%,当每秒发送分组数据包数大于30时,分组投递率平均提高了11.3%.
AODV Routing Protocol Based on Improved K-means
The traditional AODV routing protocol uses broadcast method to forward RREQ(route re-quest group)in route discovery phase,which easily leads to broadcast storms to degrade the network performance.To address this problem,the study proposes an AODV routing protocol based on im-proved K-means,which uses inter-node distance,transmission error count and route congestion as routing metrics,improves the selection of initial clustering centers using the denseness parameter,and designs the AODV-K routing protocol to select the best forwarding node to reduce unnecessary route request packet forwarding,which improves the efficiency of route request packet forwarding and reduc-es.This improves the efficiency of routing request packet forwarding and reduces routing congestion.Simulation results using NS-3 show that the proposed improved routing protocol reduces the average end-to-end delay by 26.1%and 25.6%,respectively,compared to the original AODV routing protocol at high network load and network density.The average improvement in packet delivery rate is 13.7%when the number of nodes is 30,40,and 50,and 11.3%when the number of packet packets sent per second is greater than 30.

Ad Hoc networkAODV routing protocolrouting metricsK-means clusteringmessage for-warding mechanism

陈成鹏、查文文、潘伟豪、汤先美、辜丽川、许正荣

展开 >

安徽农业大学信息与计算机学院,合肥 230036

无线自组织网络 AODV路由协议 路由度量 K-means聚类 消息转发机制

农业工程与信息技术研究生联合培养示范基地安徽省研究生智慧农场创新大赛

2022chpysfjd0232022cxcyjs010

2024

合肥学院学报(综合版)
合肥学院

合肥学院学报(综合版)

影响因子:0.426
ISSN:2096-2371
年,卷(期):2024.41(2)
  • 26