吉林大学学报(工学版) ›› 2015, Vol. 45 ›› Issue (3): 926-931.doi: 10.13229/j.cnki.jdxbgxb201503035

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IOT node load balancing strategy based on classification optimization

ZHAO Dong1, 2, HAN Xiao-yan3, ZHAO Hong-wei1, YU Fan-hua2   

  1. 1.College of Computer Science and Technology, Jilin University,Changchun 130022,China;
    2.College of Computer Science and Technology, Changchun Normal University, Changchun 130032, China;
    3.College of Information Technology, Jilin Agricultural University,Changchun 130118,China
  • Received:2014-04-15 Online:2015-05-01 Published:2015-05-01

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Abstract: The dynamic multi-factor combinations and k-Nearest Neighbor (KNN) classification method are adopted to designedly and in-depth analyze each node terminal. The feature nodes are classified according to their similarities. According to the classification strategy the usages of all nodes are organically sorted. The priority is given to the nodes of high usage efficiency and the easily idle device nodes, thus, to realize the network load balancing. Experiment results show that the proposed method can greatly improve the acceleration ratio, expansion ratio and data expansion rate.

Key words: computer application, classification analysis, node optimization, KNN, dynamic multiple factors combination

CLC Number: 

  • TP393
[1] 毛誉熹,卢汉成,卢昊.WMN中一种基于干扰感知的负载均衡路由协议[J].通信技术,2014(04):401-405.
Mao Yu-xi,Lu Han-cheng,Lu Hao. An interfere-nce-aware load balancing routing protocol for wireless Mesh networks[J].Communications Technology,2014(04):401-405.
[2] 郑相全. 一种基于跨层设计和蚁群优化的自组网负载均衡路由协议[J].电子学报,2006,34(7):1199-1208.
Zheng Xiang-quan. A cross-layer design and a-nt-colony optimization based load-balancing routing protocol for Ad Hoc networks (CALR- A)[J].Acta Electronica Sinica,2006,34(7):1199-1208.
[3] Lin Kai,Rodrigues,Joel J P C, et al.Energy efficiency QoS assurance routing in wireless multimedia sensor networks[J]. Systems Journal, IEEE,2011,5(4):495-505.
[4] 王敏,李士宁,李志刚.基于蚁群算法的WSN多路径负载均衡路由[J].计算机工程,2011,14:1-4.
Wang Min,Li Shi-ning,Li Zhi-gang. Multipath R -outing with load balancing based on ant col-ony algorithm in WSN[J].Computer Enginee-ring,2011,14:1-4.
[5] 尹安,汪秉文,胡晓娅,等.无线传感器网络负载均衡路由协议[J].华中科技大学学报:自然科学版,2010,38(1):88-91.
Yin An,Wang Bing-wen,Hu Xiao-ya,et al. Load balancing routing protocol in wireless sensor network[J]. Journal of Huazhong University of Science and Technology(Natural Science Edition),2010,38(1):88-91.
[6] Wu Dan, Cai Yue-ming.A cooperative commu-nication scheme based on dynamic coalition formation game in clustered wireless sensor net-works[J]. IEEE Conference on Global Telecommunications(GLOBECOM 2011),2011:1-6.
[7] 阮杨杨,徐恪.异构无线网络节点性能与代价优化部署策略[J].中国科技论文,2012,7(7):518-522.
Ruan Yang-yang,Xu Ke. Station and relay node deployment strategy for optimizing performance and costs in heterogeneous wireless networks[J]. China Sciencepaper,2012,7(7):518-522.
[8] 朱永娇,阎巍,左伟明.基于遗传聚类的无线传感器负载均衡路由算法[J].电子设计工程,2011,19(11):4-7.
Zhu Yong-jiao,Yan Wei,Zuo Wei-ming.A load ba-lanced wireless sensor network routing algorithm based on genetic clustering algorithm[J]. Electronic Design Engineering,2011,19(11):4-7.
[9] Giuseppe A, Falchi F.KNN based image classification relying on local feature similarity[J].SISAP,2010:101-108.
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