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

Previous Articles     Next Articles

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

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.
[1] LIU Fu,ZONG Yu-xuan,KANG Bing,ZHANG Yi-meng,LIN Cai-xia,ZHAO Hong-wei. Dorsal hand vein recognition system based on optimized texture features [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1844-1850.
[2] WANG Li-min,LIU Yang,SUN Ming-hui,LI Mei-hui. Ensemble of unrestricted K-dependence Bayesian classifiers based on Markov blanket [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1851-1858.
[3] JIN Shun-fu,WANG Bao-shuai,HAO Shan-shan,JIA Xiao-guang,HUO Zhan-qiang. Synchronous sleeping based energy saving strategy of reservation virtual machines in cloud data centers and its performance research [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1859-1866.
[4] ZHAO Dong,SUN Ming-yu,ZHU Jin-long,YU Fan-hua,LIU Guang-jie,CHEN Hui-ling. Improved moth-flame optimization method based on combination of particle swarm optimization and simplex method [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1867-1872.
[5] LIU En-ze,WU Wen-fu. Agricultural surface multiple feature decision fusion disease judgment algorithm based on machine vision [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1873-1878.
[6] OUYANG Dan-tong, FAN Qi. Clause-level context-aware open information extraction [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1563-1570.
[7] LIU Fu, LAN Xu-teng, HOU Tao, KANG Bing, LIU Yun, LIN Cai-xia. Metagenomic clustering method based on k-mer frequency optimization [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1593-1599.
[8] GUI Chun, HUANG Wang-xing. Network clustering method based on improved label propagation algorithm [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1600-1605.
[9] LIU Yuan-ning, LIU Shuai, ZHU Xiao-dong, CHEN Yi-hao, ZHENG Shao-ge, SHEN Chun-zhuang. LOG operator and adaptive optimization Gabor filtering for iris recognition [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1606-1613.
[10] CHE Xiang-jiu, WANG Li, GUO Xiao-xin. Improved boundary detection based on multi-scale cues fusion [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1621-1628.
[11] ZHAO Hong-wei, LIU Yu-qi, DONG Li-yan, WANG Yu, LIU Pei. Dynamic route optimization algorithm based on hybrid in ITS [J]. 吉林大学学报(工学版), 2018, 48(4): 1214-1223.
[12] HUANG Hui, FENG Xi-an, WEI Yan, XU Chi, CHEN Hui-ling. An intelligent system based on enhanced kernel extreme learning machine for choosing the second major [J]. 吉林大学学报(工学版), 2018, 48(4): 1224-1230.
[13] FU Wen-bo, ZHANG Jie, CHEN Yong-le. Network topology discovery algorithm against routing spoofing attack in Internet of things [J]. 吉林大学学报(工学版), 2018, 48(4): 1231-1236.
[14] CAO Jie, SU Zhe, LI Xiao-xu. Image annotation method based on Corr-LDA model [J]. 吉林大学学报(工学版), 2018, 48(4): 1237-1243.
[15] HOU Yong-hong, WANG Li-wei, XING Jia-ming. HTTP-based dynamic adaptive streaming video transmission algorithm [J]. 吉林大学学报(工学版), 2018, 48(4): 1244-1253.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] LIU Song-shan, WANG Qing-nian, WANG Wei-hua, LIN Xin. Influence of inertial mass on damping and amplitude-frequency characteristic of regenerative suspension[J]. 吉林大学学报(工学版), 2013, 43(03): 557 -563 .
[2] CHU Liang, WANG Yan-bo, QI Fu-wei, ZHANG Yong-sheng. Control method of inlet valves for brake pressure fine regulation[J]. 吉林大学学报(工学版), 2013, 43(03): 564 -570 .
[3] LI Jing, WANG Zi-han, YU Chun-xian, HAN Zuo-yue, SUN Bo-hua. Design of control system to follow vehicle state with HIL test beach[J]. 吉林大学学报(工学版), 2013, 43(03): 577 -583 .
[4] HU Xing-jun, LI Teng-fei, WANG Jing-yu, YANG Bo, GUO Peng, LIAO Lei. Numerical simulation of the influence of rear-end panels on the wake flow field of a heavy-duty truck[J]. 吉林大学学报(工学版), 2013, 43(03): 595 -601 .
[5] WANG Tong-jian, CHEN Jin-shi, ZHAO Feng, ZHAO Qing-bo, LIU Xin-hui, YUAN Hua-shan. Mechanical-hydraulic co-simulation and experiment of full hydraulic steering systems[J]. 吉林大学学报(工学版), 2013, 43(03): 607 -612 .
[6] ZHANG Chun-qin, JIANG Gui-yan, WU Zheng-yan. Factors influencing motor vehicle travel departure time choice behavior[J]. 吉林大学学报(工学版), 2013, 43(03): 626 -632 .
[7] MA Wan-jing, XIE Han-zhou. Integrated control of main-signal and pre-signal on approach of intersection with double stop line[J]. 吉林大学学报(工学版), 2013, 43(03): 633 -639 .
[8] YU De-xin, TONG Qian, YANG Zhao-sheng, GAO Peng. Forecast model of emergency traffic evacuation time under major disaster[J]. 吉林大学学报(工学版), 2013, 43(03): 654 -658 .
[9] XIAO Yun, LEI Jun-qing, ZHANG Kun, LI Zhong-san. Fatigue stiffness degradation of prestressed concrete beam under multilevel amplitude cycle loading[J]. 吉林大学学报(工学版), 2013, 43(03): 665 -670 .
[10] XIAO Rui, DENG Zong-cai, LAN Ming-zhang, SHEN Chen-liang. Experiment research on proportions of reactive powder concrete without silica fume[J]. 吉林大学学报(工学版), 2013, 43(03): 671 -676 .