In the natural environment,non-stationary background noise affects the animal sound recognition directly.Given this problem,a new technology of animal sound recognition based on energy-frequency(E-F)feature is propose...In the natural environment,non-stationary background noise affects the animal sound recognition directly.Given this problem,a new technology of animal sound recognition based on energy-frequency(E-F)feature is proposed in this paper.The animal sound is turned into spectrogram to show the energy,time and frequency characteristics.The sub-band frequency division and sub-band energy division are carried out on the spectrogram for extracting the statistical characteristic of energy and frequency,so as to achieve sub-band power distribution(SPD)and sub-band division.Radon transform(RT)and discrete wavelet transform(DWT)are employed to obtain the important projection coefficients,and the energy values of sub-band frequencies are calculated to extract the sub-band frequency feature.The E-F feature is formed by combining the SPD feature and sub-band energy value feature.The classification is achieved by support vector machine(SVM)classifier.The experimental results show that the method can achieve better recognition effect even when the SNR is below10 dB.展开更多
为了提高频综的频谱纯度,提出了一种新型多级子谐波混频锁相环的设计方法,研制了一款超低相噪频综。介绍了该频综的设计方案,分析了关键技术,仿真和论证了相位噪声和杂散抑制等主要指标,最后对该频综进行了研制和实际测试。测试结果如下...为了提高频综的频谱纯度,提出了一种新型多级子谐波混频锁相环的设计方法,研制了一款超低相噪频综。介绍了该频综的设计方案,分析了关键技术,仿真和论证了相位噪声和杂散抑制等主要指标,最后对该频综进行了研制和实际测试。测试结果如下:工作频率为4 500~7 600 MHz,频率步进小于1 k Hz,相位噪声优于-123 d Bc/Hz@25 k Hz,频率切换速度小于75μs,杂散抑制大于70 d B,均满足设计要求,设计方案比较合理可行。采用该方法设计的频综具有小步进、低相噪、换频速度快、低杂散等特点,可用于高性能电子战接收机中,具有广阔的应用前景。展开更多
基金Supported by the National Natural Science Foundation of China(No.61075022)
文摘In the natural environment,non-stationary background noise affects the animal sound recognition directly.Given this problem,a new technology of animal sound recognition based on energy-frequency(E-F)feature is proposed in this paper.The animal sound is turned into spectrogram to show the energy,time and frequency characteristics.The sub-band frequency division and sub-band energy division are carried out on the spectrogram for extracting the statistical characteristic of energy and frequency,so as to achieve sub-band power distribution(SPD)and sub-band division.Radon transform(RT)and discrete wavelet transform(DWT)are employed to obtain the important projection coefficients,and the energy values of sub-band frequencies are calculated to extract the sub-band frequency feature.The E-F feature is formed by combining the SPD feature and sub-band energy value feature.The classification is achieved by support vector machine(SVM)classifier.The experimental results show that the method can achieve better recognition effect even when the SNR is below10 dB.
文摘为了提高频综的频谱纯度,提出了一种新型多级子谐波混频锁相环的设计方法,研制了一款超低相噪频综。介绍了该频综的设计方案,分析了关键技术,仿真和论证了相位噪声和杂散抑制等主要指标,最后对该频综进行了研制和实际测试。测试结果如下:工作频率为4 500~7 600 MHz,频率步进小于1 k Hz,相位噪声优于-123 d Bc/Hz@25 k Hz,频率切换速度小于75μs,杂散抑制大于70 d B,均满足设计要求,设计方案比较合理可行。采用该方法设计的频综具有小步进、低相噪、换频速度快、低杂散等特点,可用于高性能电子战接收机中,具有广阔的应用前景。