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提出一种利用Tucker分解获得鲁棒性较强的音频信号不同属性的特征,在高斯混合模型上测试音频信号分类性能的方法。音频信号经过预处理后,提取其不同类型特征集合,包括常规声学特征参数集合、听觉感知特征参数集合、心理声学特征参数集合;然后由三种特征集合构建三阶特征张量,通过Tucker分解得到每一类特征阶投影矩阵并进行主分量分析;最后使用包括音乐、语音、噪声3种类型的300条音频数据测试不同特征集合的分类效果,在此过程中使用了有监督学习的高斯混合模型作为分类器。实验中比较了不同特征集合使用高斯混合模型的分类正确率。实验结果表明,Tucker分解获得的特征集合实现了较好的分类,说明该方法性能优于传统特征集合。 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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For multiuser multiple-input-multiple-output (MIMO) cognitive radio (CR) networks a four-stage transmiision structure is proposed. In learning stage, the learning-based algorithm with low overhead and high flexibility is exploited to estimate the channel state information (CSI) between primary (PR) terminals and CR terminals. By using channel training in the second stage of CR frame, the channels between CR terminals can be achieved. In the third stage, a multi-criteria user selection scheme is proposed to choose the best user set for service. In data transmission stage, the total capacity maximization problem is solved with the interference constraint of PR terminals. Finally, simulation results show that the multi-criteria user selection scheme, which has the ability of changing the weights of criterions, is more flexible than the other three traditional schemes and achieves a tradeoff between user fairness and system performance. 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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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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线谱对是一种频域的线性预测参数,在如何对其进行有效地量化方面,人们已经进行了广泛的研究,本文从人的主观感觉出发,将加权均方误差准则应用于线谱对参数的矢量量化中,并用自激励编码方式来检验量化后合成语音质量。实验结果表明,在感沉上8bits线谱对参数的矢量量化与34bits线谱对参数的标量量化几乎产生相同的合成语音质量。 相似文献
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