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ICASSP '87. IEEE International Conference on Acoustics, Speech, and Signal Processing最新文献

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Set-membership theory applied to linear prediction analysis of speech 集合隶属度理论在语音线性预测分析中的应用
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169574
J. Deller, T. Luk
The theory of set membership (SM) identification is formulated, and applied to linear prediction (LP) analysis of speech. The LP parameters of a simulated vowel are identified as an illustration. The SM strategy results in a significant computational savings due to rejection of data which are informationless in the SM sense.
提出了集隶属度(SM)识别理论,并将其应用于语音的线性预测分析。以一个模拟元音的LP参数为例进行了辨识。由于拒绝SM意义上的无信息数据,SM策略导致了显著的计算节省。
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引用次数: 10
Mixed-phase deconvolution of speech based on a sine-wave model 基于正弦波模型的语音混合相位反卷积
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169573
T. Quatieri, R. McAulay
This paper describes a new method of deconvolving the vocal cord excitation and vocal tract system response. The technique relies on a sine-wave representation of the speech waveform and forms the basis of an analysis-synthesis method which yields synthetic speech essentially indistinguishable from the original. Unlike an earlier sinusoidal analysis-synthesis technique that used a minimum-phase system estimate, the approach in this paper generates a "mixed-phase" system estimate and thus an improved decomposition of excitation and system components. Since a mixed-phase system estimate is removed from the speech waveform, the resulting excitation residual is less dispersed than the previous sinusoidal-based excitation estimate or the more commonly used linear prediction residual. A method of time-varying linear filtering is given as an alternative to sinusoidal reconstruction, similar to conventional time-domain synthesis used in certain vocoders, but without the requirement of pitch and voicing decisions. Finally, speech modification with a mixed-phase system estimate is shown to be capable of more closely preserving waveform shape in time-scale and pitch transformations than the earlier approach.
本文介绍了一种对声带兴奋和声道系统反应进行反卷积的新方法。该技术依赖于语音波形的正弦波表示,并形成了分析合成方法的基础,该方法产生的合成语音基本上与原始语音无法区分。与早期使用最小相位系统估计的正弦分析合成技术不同,本文中的方法生成了“混合相位”系统估计,从而改进了激励和系统组件的分解。由于从语音波形中去除了混合相位系统估计,因此产生的激励残差比以前基于正弦波的激励估计或更常用的线性预测残差分散性更小。给出了一种时变线性滤波方法,作为正弦重建的替代方法,类似于某些声码器中使用的传统时域合成,但不需要音高和发声决定。最后,使用混合相位系统估计的语音修改能够在时间尺度和基音变换中比以前的方法更紧密地保持波形形状。
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引用次数: 12
An efficient speaker-independent automatic speech recognition by simulation of some properties of human auditory perception 通过模拟人类听觉感知的某些特性,实现了一种高效的独立于说话人的自动语音识别
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169803
H. Hermansky
An auditory model of speech perception, the Perceptually based linear predictive analysis with Root power sum metric (PLP-RPS), is applied as the front-end of an automatic speech recognizer (ASR). The PLP-RPS front-end is compared with standard linear predictive-cepstral metric (LP-CEP) front-end, and with LP-RPS and PLP-CEP front-ends. The two-spectral-peak models are the most efficient in modeling of linguistic information in speech. Consequently, in speaker-independent ASR, high analysis order front-ends are less effective than low-order front-ends. Synthetic speech is used for front-end evaluation. Some of perceptual inconsistencies of standard LP front-ends are alleviated in PLP front-ends. The PLP-RPS front-end is most sensitive to harmonic structure of speech spectrum. Perceptual experiments indicate similar tendencies in human auditory perception.
将基于感知的线性预测分析与根幂和度量(PLP-RPS)作为语音自动识别器(ASR)的前端。将PLP-RPS前端与标准线性预测-倒谱度量(LP-CEP)前端、LP-RPS和PLP-CEP前端进行比较。双谱峰模型是最有效的语言信息建模方法。因此,在与说话人无关的ASR中,高分析阶数前端的效率低于低阶阶数前端。前端评价采用合成语音。标准LP前端的一些感知不一致性在PLP前端得到了缓解。PLP-RPS前端对语音频谱的谐波结构最为敏感。知觉实验表明,人类听觉也有类似的倾向。
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引用次数: 34
Localization of coherent sources using a modified spatial smoothing technique 利用改进的空间平滑技术定位相干源
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169420
Ronald T. Williams, S. Prasad, A. Mahalanabis, L. Sibul
Through both theoretical developement and simulation the method we have put forward has been shown to yield improved performance over the conventional spatial smoothing algorithm. Our discussion has demonstrated that for a given array length the proposed method can be used to increase the number of coherent signals that can be resolved and thus effectively increase array aperture. Our simulation results underscore this fact. As we will see this increase in aperture is obtained, to some extent, at the expense of robustness.
通过理论发展和仿真,我们所提出的方法比传统的空间平滑算法具有更高的性能。我们的讨论表明,对于给定的阵列长度,所提出的方法可以用来增加可以分辨的相干信号的数量,从而有效地增加阵列孔径。我们的模拟结果强调了这一事实。正如我们将看到的,这种孔径的增加在某种程度上是以牺牲鲁棒性为代价的。
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引用次数: 4
A new approach to partially adaptive arrays 部分自适应阵列的一种新方法
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169367
L. Griffiths
When an adaptive array operates in the presence of white noise only, the resulting beam pattern is referred to as the quiescent response. Typically, these patterns have mainlobe and sidelobe shapes differing from those designed for use in deterministic, non-adaptive arrays. This paper describes a simple method which allows nearly arbitrary specification of the quiescent response in a linearly-constrained power minimization adaptive array. The only restriction on the quiescent is that it must meet the constraints defined for the adaptive array. Since many well-known deterministic designs such as Chebychev are not likely to meet the linear constraint conditions used in adaptive arrays for mainlobe and other pattern control functions, a procedure is presented which modifies the deterministic design to force it to meet the linear constraints in a least-squares manner. Once this has been accomplished, the methods outlined in this paper can be used to cause the modified deterministic design to become the quiescent response of the adaptive array. As a result, the adaptive array can be configured to closely resemble a deterministic array when the noise is white. Under conditions of correlated interference, or jamming, however, the response changes so as to effectively steer nulls in the appropriate directions. The method is based on the use of a generalized sidelobe canceller and requires one additional linear constraint for both narrow-band and broad-band arrays. This added flexibility in a partially adaptive array allows the system to be configured so as to meet an arbitrary number M of linear constraints either at all times (using M degrees of freedom) or only under quiescent conditions (using a single constraint). Any intermediate mixture of these extreme positions is also possible.
当自适应阵列仅在存在白噪声的情况下工作时,产生的波束方向图称为静态响应。通常,这些模式的主瓣和副瓣形状与设计用于确定性非自适应阵列的主瓣和副瓣形状不同。本文描述了一种简单的方法,该方法允许在线性约束的功率最小化自适应阵列中几乎任意指定静态响应。对静态的唯一限制是它必须满足为自适应阵列定义的约束。由于许多众所周知的确定性设计,如切比切夫,不太可能满足自适应阵列中用于主瓣和其他模式控制函数的线性约束条件,提出了一种修改确定性设计的方法,使其以最小二乘方式满足线性约束。一旦实现了这一点,本文概述的方法可以用来使修改的确定性设计成为自适应阵列的静态响应。因此,当噪声为白色时,自适应阵列可以配置为与确定性阵列非常相似。然而,在相关干扰或干扰的情况下,响应会发生变化,从而有效地将零点引导到适当的方向。该方法基于广义旁瓣消去器的使用,对窄带和宽带阵列都需要一个额外的线性约束。这种在部分自适应阵列中增加的灵活性允许系统配置,以便在任何时候(使用M个自由度)或仅在静态条件下(使用单个约束)满足任意数量的M个线性约束。这些极端立场的任何中间混合也是可能的。
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引用次数: 11
A segment vocoder algorithm for real-time implementation 一个分段声码器算法的实时实现
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169363
Salim Roukos, A. Wilgus, W. Russell
In previous papers, we have described the segment vocoder, which transmits intelligible speech at 300 b/s in speaker-independent mode, i.e., new users need not train the system. As expected for vector quantizers, the storage and computational requirements of the segment vocoder are significantly larger than those of the standard LPC-10 vocoder. In this paper, we describe methods for reducing computational and storage requirements of the segment vocoder and present an algorithm that is implementable in real-time on hardware containing several Digital Signal Processing chips. The DRT score of the simplified algorithm is 78%.
在之前的论文中,我们描述了分段声码器,它以独立于扬声器的方式以300 b/s的速度传输可理解的语音,即新用户不需要对系统进行训练。正如矢量量化器所期望的那样,段声码器的存储和计算需求明显大于标准的LPC-10声码器。在本文中,我们描述了减少分段声码器的计算和存储需求的方法,并提出了一种可在包含多个数字信号处理芯片的硬件上实时实现的算法。简化算法的DRT得分为78%。
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引用次数: 10
A minimum discrimination information approach for hidden Markov modeling 隐马尔可夫建模的最小判别信息方法
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169727
Y. Ephraim, A. Dembo, L. Rabiner
A new iterative approach for hidden Markov modeling of information sources which aims at minimizing the discrimination information (or the cross-entropy) between the source and the model is proposed. This approach does not require the commonly used assumption that the source to be modeled is a hidden Markov process. The algorithm is started from the model estimated by the traditional maximum likelihood (ML) approach and alternatively decreases the discrimination information over all probability distributions of the source which agree with the given measurements and all hidden Markov models. The proposed procedure generalizes the Baum algorithm for ML hidden Markov modeling. The procedure is shown to be a descent algorithm for the discrimination information measure and its local convergence is proved.
提出了一种新的信息源隐马尔可夫建模迭代方法,其目标是最小化信息源与模型之间的鉴别信息(或交叉熵)。这种方法不需要通常使用的假设,即要建模的源是隐马尔可夫过程。该算法从传统的最大似然(ML)方法估计的模型开始,在与给定测量值和所有隐马尔可夫模型一致的源的所有概率分布上减少识别信息。该方法推广了ML隐马尔可夫建模的Baum算法。证明了该方法是判别信息测度的下降算法,并证明了其局部收敛性。
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引用次数: 110
Comparative performance of ESPRIT and MUSIC for direction-of-arrival estimation ESPRIT和MUSIC在到达方向估计中的比较性能
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169322
R. Roy, A. Paulraj, T. Kailath
ESPRIT is a new algorithm for signal parameter estimation with applications to direction-of-arrival estimation in a multiple source environment. It has considerable computational advantages (e.g., faster and applies to sensor arrays with unknown and nearly arbitrary geometry requiring no array calibration and storage) over the well-known conventional MUSIC algorithm. Herein, results of computer simulations carried out to compare their resolution and error (bias and variance) performance are presented. A new multi-dimensional spectral measure for the MUSIC algorithm is also introduced and preliminary investigations of its performance are presented.
ESPRIT是一种新的信号参数估计算法,可应用于多信源环境下的到达方向估计。与众所周知的传统MUSIC算法相比,它具有相当大的计算优势(例如,速度更快,适用于具有未知和几乎任意几何形状的传感器阵列,无需阵列校准和存储)。本文给出了计算机模拟的结果,比较了它们的分辨率和误差(偏差和方差)性能。介绍了MUSIC算法的一种新的多维谱测度,并对其性能进行了初步研究。
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引用次数: 40
Time delay estimation by autoregressive modelization 基于自回归模型的时延估计
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169733
M. Pallas, N. Martin, J. Martin
From an active underwater acoustics experiment, we intend to estimate the time delays of the multipath propagation, in the case where the time differences of arrival are not large enough to be treated by classical methods. After estimating the propagation filter transfer function, we apply the autoregressive modelization to these frequential data. We deduce the delays values from the poles locations of the AR model. Simulations of the processing are presented. Finally, the method is applied to real data.
从一个有源水声实验中,我们打算估计在到达时间差不足以用经典方法处理的情况下,多径传播的时间延迟。在估计了传播滤波器传递函数后,我们对这些频率数据进行了自回归建模。我们从AR模型的极点位置推导出延迟值。并对该过程进行了仿真。最后,将该方法应用于实际数据。
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引用次数: 8
Dynamic programming speech recognition using a context-free grammar 使用上下文无关语法的动态编程语音识别
Pub Date : 1987-04-06 DOI: 10.1109/ICASSP.1987.1169746
H. Ney
This paper deels with the use of context-free grammars in automatic speech recognition. A dynamic programming algorithm for recognizing and parsing spoken word strings of a context-free grammar is presented. The algorithm can be viewed as a probabilistic extension of the CYK algorithm along with the incorporation of the nonlineer time alignment. Details of the implementation and experimental tests are described.
本文研究了上下文无关语法在自动语音识别中的应用。提出了一种动态规划算法,用于识别和解析上下文无关语法的口语单词字符串。该算法可以看作是CYK算法的概率扩展,并加入了非线性时间对准。详细描述了实现和实验测试。
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引用次数: 40
期刊
ICASSP '87. IEEE International Conference on Acoustics, Speech, and Signal Processing
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