计算机应用 ›› 2014, Vol. 34 ›› Issue (8): 2148-2154.DOI: 10.11772/j.issn.1001-9081.2014.08.2148

• 第五届中国数据挖掘会议(CCDM 2014)论文 • 上一篇    下一篇

基于LEACH的无线传感器网络混合优化协议算法

沈梦南1,耿生玲1,刘震2   

  1. 1. 青海师范大学 计算机学院,西宁810008
    2. 日本长崎综合科学大学,日本 长崎851-0193
  • 收稿日期:2014-05-04 修回日期:2014-05-20 出版日期:2014-08-01 发布日期:2014-08-10
  • 通讯作者: 耿生玲
  • 作者简介:沈梦南(1990-),男,江苏无锡人,硕士研究生,主要研究方向:嵌入式智能控制与优化;耿生玲(1970-),女,青海都兰人,教授,博士,CCF会员,主要研究方向:计算理论、数据挖掘、控制与决策;刘震(1959-),男,日本长崎人,教授,主要研究方向:人工智能、数据挖掘、决策方法和决策支持系统。
  • 基金资助:

    国家自然科学基金资助项目;教育部“春晖计划”合作科研基金资助项目;青海省自然科学基金资助项目

Hybrid optimization algorithm of low-energy adaptive clustering hierarchy protocol for wireless sensor networks

SHEN Mengnan1,GENG Shengling1,LIU Zhen2   

  1. 1. College of Computer Science, Qinghai Normal University, Xining Qinghai 810008, China;
    2. Nagasaki Institute of Applied Science, Nagasaki 851-0193, Japan
  • Received:2014-05-04 Revised:2014-05-20 Online:2014-08-01 Published:2014-08-10
  • Contact: GENG Shengling
  • Supported by:

    ;the Chun Hui program of Ministry of Education of China;The National Science Foundation of Qinghai

摘要:

在无线传感器网络(WSN)协议研究中,降低节点的能量损耗、延长节点的使用寿命是研究的关键问题。针对无线传感器网络中传统LEACH协议在分簇机制及数据通信方面的不足,提出了一种混合优化的改进协议——HOBDE-LEACH。新的协议采用先分簇再选举簇头的策略,提出覆盖半径种子扫描成簇算法(CR-SSCA)进行快速分簇,保证对区域的全覆盖;网络运行期间结合能量和距离考虑负载均衡,分阶段采用不同的簇头选举和通信机制。仿真实验结果表明,与LEACH协议相比,HOBDE-LEACH的第一个节点死亡的轮循次数延长了66%,50%节点死亡时的网络轮循次数延长了20%;与LEACH-EI协议相比,所提协议的第一节点死亡的轮循次数延长了50%,50%节点死亡的网络轮循次数延长了19%。改进后的协议能有效地均衡网络负载和簇头节点能量消耗,更合理地分布簇头节点,延长网络生命周期。

Abstract:

In the research of Wireless Sensor Network (WSN) protocol, the central topics are reducing the energy consumption of sensor nodes and prolonging the life of the network. Because of the weakness of Low-Energy Adaptive Clustering Hierarchy (LEACH) in clustering mechanism and data communications for WSN, a hybrid optimization protocol, called HOBDE-LEACH (Hybrid Optimization LEACH Protocol Based on Distance and Energy), was proposed. In the new protocol, the strategy of dividing all nodes into clusters and then selecting head node in each cluster was adopted. The clustering algorithm of coverage radius and seed-scan (CR-SSCA) was introduced to fast clustering and guaranteed that the whole area would be covered. During the running of network, considering the load balance together with energy and distance, the different cluster head selections and communication mechanisms were adopted in different stages. The simulation results show that, compared with the LEACH protocol, the round robin of first node death is extended by 66% and the round robin of 50% nodes death is extended by 20% in HOBDE-LEACH protocol; Compared with the LEACH-EI protocol, the round robin of first node death is extended by 50%, the round robin of 50% node death is extended by 19%. The HOBDE-LEACH protocol can balance the network load and energy consumption of cluster heads effectively, distribute cluster nodes reasonably and prolong the lifetime of networks obviously.

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