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Data-driven temporal filtering technique is integrated into the time trajectory of Teager energy operation (TEO) based feature parameter for improving the robustness of speech recognition system against noise. Three kinds of data-driven temporal filters are investigated for the motivation of alleviating the harmful effects that the environmental factors have on the speech. The filters include: principle component analysis (PCA) based filters, linear discriminant analysis (LDA) based filters and minimum classification error (MCE) based filters. Detailed comparative analysis among these temporal filtering approaches applied in Teager energy domain is presented. It is shown that while all of them can improve the recognition performance of the original TEO based feature parameter in adverse environment, MCE based temporal filtering can provide the lowest error rate as SNR decreases than any other algorithms. 相似文献
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针对JTIDS网络中现有时隙分配算法容易导致突发消息时延大问题,在之前提出的随机接入算法基础上,进一步提出适用于JTIDS网络的动态连续时隙分配算法;首先设计基于随机接入的动态连续时隙分配算法,在现有同类算法中计算和通信开销最小,并且具有适应突发消息的功能,增强了网络的抗毁性;接着结合JTIDS消息格式,分析了该算法的传输性能;最后对该算法的通信性能进行了仿真,通过仿真验证理论分析的合理性;分析与仿真结果表明:该算法的传输性能和通信性能均优于现有方案,更适合在JTIDS网络中应用。 相似文献
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A novel optimal image watermarking scheme is proposed in which the genetic algorithm (GA) is employed to obtain the improvement of algorithm performance. Arnold transform is utilized to obtain the scrambled watermark, and then the embedding and extractio 相似文献
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A novel interoperability test sequences optimization scheme is proposed in which the genetic algorithm (GA) is used to obtain the minimal-length interoperability test sequences. During our work, the basic interoperability test sequences are generated based on the minimal-complete-coverage criterion, which removes the redundancy from conformance test sequences. Then interoperability sequences minimization problem can be considered as an instance of the set covering problem, and the GA is applied to remove redundancy in interoperability transitions. The results show that compared to conventional algorithm, the proposed algorithm is more practical to avoid the state space explosion problem, for it can reduce the length of the test sequences and maintain the same transition coverage. 相似文献
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The immittance spectral frequencies (ISFs) is proposed as a new set of classification features and compared with the linear spectral frequencies (LSFs) applied in a frame-level wideband speech/music discrimination system. These two sets of features can be shared by the classifier and coding module to reduce the total computational complexity, making our classification system suitable for multi-mode audio coding applications. A performance assessment and comparison of the features are made. The experiment results show that the ISFs and LSFs have similar good performance when using full covariance matrices in classification models and the ISFs perform slightly better when using diagonal matrices. Their statistical differences for speech and music signals are also revealed. 相似文献
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语音识别系统的性能测试在整个语音识别系统开发过程中具有非常重要的作用。本文中主要介绍了一个语音识别系统测试平台的设计过程。该测试平台功能模块划分合理,接口稳定,能够灵活适用于多种语音识别系统的评测,有助于语音识别系统的开发。对平台中各个模块的功能以及模块间的接口进行了详细的介绍。此外,文中以测试一个特定说话人的孤立词语音识别系统为例,介绍了整个测试的流程。 相似文献
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