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基于Lévy飞行特征的蝙蝠算法及其在WSN定位中的应用∗

石浩 王万良 李燕君 卢良进

传感技术学报Issue(6):888-894,7.
传感技术学报Issue(6):888-894,7.DOI:10.3969/j.issn.1004-1699.2015.06.019

基于Lévy飞行特征的蝙蝠算法及其在WSN定位中的应用∗

Bat Algorithm Based on Lévy Flight Feature and Its Localization Application in WSN

石浩 1王万良 1李燕君 1卢良进1

作者信息

  • 1. 浙江工业大学计算机科学与技术学院,杭州310023
  • 折叠

摘要

Abstract

Given the shortcomings of premature convergence and slow convergence speed in bat algorithm, an im-proved adaptive bat algorithm( BA) based on Lévy flight strategy characterized by heavy-tailed distribution is pro-posed,which differs traditional BA in update approach of bat’s flying velocity and positions. It could effectively keep from the algorithm into a local optimum and accelerate convergence to achieve a balance between exploration and exploitation mechanisms. In WSN applications,we converted the WSN location problems into the global optimization ones and by applying ZigBee hardware platform to compare with other algorithms in different position,a conclusion could be drawn that the improved algorithm is of quicker convergence speed and higher precision,moreover,which realizes simple condition,high accuracy with huge value of practical engineering applications.

关键词

无线传感器网络/RSSI/定位算法/蝙蝠算法/Lévy飞行

Key words

wireless sensor network/RSSI/localization algorithm/bat algorithm/Lévy flight

分类

信息技术与安全科学

引用本文复制引用

石浩,王万良,李燕君,卢良进..基于Lévy飞行特征的蝙蝠算法及其在WSN定位中的应用∗[J].传感技术学报,2015,(6):888-894,7.

基金项目

“十二五”国家科技支撑计划项目(2012BAD10B01) (2012BAD10B01)

传感技术学报

OA北大核心CSCDCSTPCD

1004-1699

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