基于置信传播分组的多任务压缩频谱感知  被引量:1

Multi-task Compressed Spectrum Sensing Based on Belief Propagation Grouping

在线阅读下载全文

作  者:王勇[1] 李红[1] 齐丽娜[1] 

机构地区:[1]南京邮电大学通信与信息工程学院,南京210003

出  处:《应用科学学报》2014年第4期341-348,共8页Journal of Applied Sciences

基  金:国家"973"重点基础研究发展计划基金(No.2013CB329005);江苏省高校自然科学基金(No.12KJB510014)资助

摘  要:针对认知无线电中主用户覆盖范围存在交叠区域的情况,给出先次用户分组再组内协作感知的方法.首先提出一种基于简化置信传播(belief propagation,BP)的次用户频谱相似性分组算法,挖掘各次用户前一次频谱感知信息并提取相关参数,再根据相关参数利用BP算法对当前频谱感知次用户进行相似性分组.在组内采用恢复效果较好的多任务压缩频谱感知方法来完成感知任务.仿真结果表明,所提出的频谱感知方法与现有方法相比,能在混杂频谱环境下保证较好的虚警概率,同时提高频谱感知的正确检测概率,且随着全网感知用户数的增加,频谱感知结果也不断改善.As coverage of primary users overlaps in cognitive radio,a method grouping secondary users first and cooperative spectrum sensing within group afterwards is introduced.A grouping algorithm using similarity of secondary users based on simplified belief propagation (BP) is proposed to exploit the previous spectrum sensing information of all secondary users and extract relevant parameters from the exploited information.The current secondary users are then grouped with the BP algorithm according to the extracted relevant parameters.We use a multi-task compressed spectrum sensing method with better recovery ability in current cooperative spectrum sensing methods within each group.Simulation results show that,in a heterogeneous spectrum situation,the proposed method can improve probability of correct detection of the spectrum sensing under better probability of false alarm compared to other methods.The spectrum sensing results are improved with the increasing of the sensing users.

关 键 词:认知无线电 压缩频谱感知 BP分组 多任务 混杂频谱环境 

分 类 号:TN911.7[电子电信—通信与信息系统]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象