A New Feature Vector Using Selected Line Spectra for Pulsar Signal Bispectrum Characteristic Analysis and Recognition

Zhen-hua Xie, Lu-ping Xu, Guang-ren Ni, Yan Wang
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引用次数: 5

Abstract

Average pulse profiles of pulsar signals are analyzed using the bispectrum technique. The result shows that there are nonlinear phase couplings between the two frequency axes of the bispectrum charts, which indicate nonlinear factors in the generation and propagation of pulsar signals. Bispectra can be used as feature vectors of pulsar signals because of their being translation invariant. A one-dimension selected line spectrum algorithm for extracting pulsar signal characteristic is proposed. Compared with selected bispectra, the proposed selected line spectra have the maximum interclass separability measurements from the point of view of the whole one-dimension feature vector. Recognition experiments on several pulsar signals received at several frequency bands are carried out. The result shows that the selected line spectrum algorithm is suitable for extracting pulsar signal characteristics and has a good classification performance.
基于选择谱线的脉冲星信号双谱特征分析与识别新方法
利用双谱技术对脉冲星信号的平均脉冲谱进行了分析。结果表明,脉冲星双谱图的两个频率轴之间存在非线性相位耦合,表明脉冲星信号的产生和传播存在非线性因素。双谱具有平移不变性,可以作为脉冲星信号的特征向量。提出了一种提取脉冲星信号特征的一维选择线谱算法。与选择的双谱相比,从整个一维特征向量的角度来看,所选择的线谱具有最大的类间可分性测度。对多个频段接收到的脉冲星信号进行了识别实验。结果表明,所选择的线谱算法适用于脉冲星信号特征提取,具有良好的分类性能。
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