首页    期刊浏览 2024年07月07日 星期日
登录注册

文章基本信息

  • 标题:Range-Free Localization in Wireless Sensor Networks with Neural Network Ensembles
  • 本地全文:下载
  • 作者:Jun Zheng ; Asghar Dehghani
  • 期刊名称:Journal of Sensor and Actuator Networks
  • 电子版ISSN:2224-2708
  • 出版年度:2012
  • 卷号:1
  • 期号:3
  • 页码:254-271
  • DOI:10.3390/jsan1030254
  • 语种:English
  • 出版社:MDPI Publishing
  • 摘要:In wireless sensor networks (WSNs), the location information of sensor nodes are important for implementing other network applications. In this paper, we propose a range-free Localization algorithm based on Neural Network Ensembles (LNNE). The location of a sensor node is estimated by LNNE solely based on the connectivity information of the WSN. Through simulation study, the performance of LNNE is compared with that of two well-known range-free localization algorithms, Centroid and DV-Hop, and a single neural network based localization algorithm, LSNN. The experimental results demonstrate that LNNE consistently outperforms other three algorithms in localization accuracy. An enhanced mass spring optimization (EMSO) algorithm is also proposed to further improve the performance of LNNE by utilizing the location information of neighboring beacon and unknown nodes.
  • 关键词:localization; wireless sensor networks; neural network ensembles; mass spring optimization
国家哲学社会科学文献中心版权所有