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应答式干扰下基于Q学习算法的跳频系统信道调度方法

徐长月 黄高明 侯小阳

电讯技术2017,Vol.57Issue(12):1451-1456,6.
电讯技术2017,Vol.57Issue(12):1451-1456,6.DOI:10.3969/j.issn.1001-893x.2017.12.018

应答式干扰下基于Q学习算法的跳频系统信道调度方法

A Channel Scheduling Method for Frequency Hopping System Based on Q-learning Algorithm under Reactive Jamming

徐长月 1黄高明 1侯小阳1

作者信息

  • 1. 海军工程大学 电子工程学院,武汉430033
  • 折叠

摘要

Abstract

In response to effect of reactive jamming on frequency hopping( FH) communication,a mode of cognitive radio frequency hopping system's the channel scheduling based on the Q-learning algorithm is proposed. The model uses the method of machine learning to find out the most reasonable strategy of avoi-ding jamming according to the real-time evaluation rewards on hopping behaviors of the cognitive system, and realizes adapting to the jamming eventually. The performance of the application in response to the reac-tive jamming is simulated on Simulink and the results show that it can significantly reduce the bit error rate ( BER) of FH system less than one percent which is nearly close to the one in unjammed condition.

关键词

认知无线电/跳频系统/应答式干扰/Q学习/信道调度

Key words

cognitive radio/frequency hopping system/reactive jamming/Q-learning/channel scheduling

分类

信息技术与安全科学

引用本文复制引用

徐长月,黄高明,侯小阳..应答式干扰下基于Q学习算法的跳频系统信道调度方法[J].电讯技术,2017,57(12):1451-1456,6.

基金项目

国家自然科学基金资助项目(61601491) (61601491)

电讯技术

OA北大核心CSTPCD

1001-893X

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