检索规则说明:AND代表“并且”;OR代表“或者”;NOT代表“不包含”;(注意必须大写,运算符两边需空一格)
检 索 范 例 :范例一: (K=图书馆学 OR K=情报学) AND A=范并思 范例二:J=计算机应用与软件 AND (U=C++ OR U=Basic) NOT M=Visual
作 者:孟庆松 王彬[1] 邵高平[1] MENG Qingsong;WANG Bin;SHAO Gaoping(Information Engineering Institute,Information Engineering University,Zhengzhou 450001,China)
机构地区:[1]信息工程大学信息工程学院,河南郑州450001
出 处:《系统工程与电子技术》2018年第7期1449-1456,共8页Systems Engineering and Electronics
基 金:国家自然科学基金(61572518)资助课题
摘 要:线性调频(linear frequency modulation,LFM)信号是一类重要的水声信号,在低信噪比(signal-tonoise ratio,SNR)和α稳定分布噪声条件下,对LFM信号进行识别会遇到一些困难。针对这个问题,在浅海水声多途脉冲噪声信道条件下,提出了适用于低SNR条件的LFM信号识别方法。该方法首先通过非线性变换抑制脉冲噪声,然后进行离散分数阶傅里叶变换(discrete fractional Fourier transform,DFRFT),通过分数阶傅里叶变换(fractional Fourier transform,FRFT)的结果构造出识别特征量,最后通过支持向量机(support vector machine,SVM)完成对LFM信号的识别。仿真实验结果表明,在混合信噪比(mixed signal-to-noise ratio,MSNR)为-15dB时正确识别率高于94%。The linear frequency modulation(LFM)signal is a kind of important underwater acoustic signal.Under the condition of low signal-to-noise ratio(SNR)andαstable distributed noise,it is difficult to identify the LFM signal.To sdve this problem,an LFM signal recognition method suitable for low SNR conditions is proposed under shallow sea acoustic multi-channel with impulse noise.In this method,the impulsive noise is suppressed by nonlinear transformation,and then the discrete fractional Fourier transform(DFRFT)is carried out.The recognition feature is constructed by the result of fractional Fourier transform(FRFT).Finally,the identification of the LFM signal is completed by the support vector machine(SVM).The simulation results show that the correct recognition rate is higher than 94% when the mixed signal-to-noise ratio(MSNR)is-15 dB.
关 键 词:Α稳定分布噪声 线性调频 离散分数阶傅里叶变换
分 类 号:TN911.72[电子电信—通信与信息系统]
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在载入数据...
正在链接到云南高校图书馆文献保障联盟下载...
云南高校图书馆联盟文献共享服务平台 版权所有©
您的IP:18.118.226.34