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一种基于Q学习的无线传感网络路由方法

李荥 王芳 景栋盛 朱斐

计算技术与自动化2017,Vol.36Issue(2):155-160,6.
计算技术与自动化2017,Vol.36Issue(2):155-160,6.

一种基于Q学习的无线传感网络路由方法

A Q-learning Based Routing Approach for Wireless Sensor Network

李荥 1王芳 1景栋盛 1朱斐2

作者信息

  • 1. 苏州供电公司信通分公司,江苏 苏州 215004
  • 2. 苏州大学 计算机科学与技术学院,江苏 苏州 215006
  • 折叠

摘要

Abstract

Aiming at dealing with the problems of energy consumption and load balancing in wireless sensor networks that traditional routing algorithm cannot solve,a new energy load balancing algorithm based on Q-learning is proposed,which takes into account the number of hops,the residual energy of sensor nodes and the node energy consumption,to estimate the state of the network through multi hop and residual energy,and find the optimal routing strategy with the lowest of the complexity.The data are transferred along routine with minimum the energy consumption and the balanced load,thus reducing network energy consumption and prolong the network life cycle.The simulation results showed that the algorithm has a good effect in survival nodes,transfer success rate and residual energy distribution and transmission,which indicates that the algorithm can effectively reduce energy consumption and prolong the network lifetime.

关键词

无线传感器网络/Q学习/路由/能量负载均衡

Key words

wireless sensor network/Q learning/routing/energy-efficient load-balancing

分类

信息技术与安全科学

引用本文复制引用

李荥,王芳,景栋盛,朱斐..一种基于Q学习的无线传感网络路由方法[J].计算技术与自动化,2017,36(2):155-160,6.

基金项目

国家自然科学基金资助项目(61373094) (61373094)

国家电网公司科技项目(SGJSSZ00FZWT1601139) (SGJSSZ00FZWT1601139)

计算技术与自动化

OACSTPCD

1003-6199

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