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Blind compensation of interchannel sampling frequency mismatch for ad hoc microphone array based on maximum likelihood estimation

机译:基于最大似然估计的自组织麦克风阵列通道间采样频率不匹配的盲补偿

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摘要

In this paper, we propose a novel method for the blind compensation of drift for the asynchronous recording of an ad hoc microphone array. Digital signals simultaneously observed by different recording devices have drift of the time differences between the observation channels because of the sampling frequency mismatch among the devices. On the basis of a model in which the time difference is constant within each short time frame but varies in proportion to the central time of the frame, the effect of the sampling frequency mismatch can be compensated in the short-time Fourier transform (STFT) domain by a linear phase shift. By assuming that the sources are motionless and have stationary amplitudes, the observation is regarded as being stationary when drift does not occur. Thus, we formulate a likelihood to evaluate the stationarity in the STFT domain to evaluate the compensation of drift. The maximum likelihood estimation is obtained effectively by a golden section search. Using the estimated parameters, we compensate the drift by STFT analysis with a noninteger frame shift. The effectiveness of the proposed blind drift compensation method is evaluated in an experiment in which artificial drift is generated.
机译:在本文中,我们提出了一种新的方法,用于对特设麦克风阵列的异步录音进行漂移的盲补偿。由于设备之间的采样频率不匹配,由不同记录设备同时观察到的数字信号在观察通道之间的时间差会发生漂移。基于一个模型,在该模型中,时间差在每个短时间帧内都是恒定的,但与帧的中心时间成比例地变化,因此可以在短时傅立叶变换(STFT)中补偿采样频率不匹配的影响域通过线性相移。通过假设源是不动的并且具有固定的振幅,当不发生漂移时,观察被认为是固定的。因此,我们制定了一种可能性来评估STFT域中的平稳性,以评估漂移的补偿。通过黄金分割搜索有效地获得最大似然估计。使用估计的参数,我们通过非整数帧移位通过STFT分析来补偿漂移。在产生人工漂移的实验中评估了所提出的盲漂移补偿方法的有效性。

著录项

  • 来源
    《Signal processing》 |2015年第2期|185-196|共12页
  • 作者单位

    Life Science Center of Tsukuba Advanced Research Alliance, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8573, Japan;

    Principles of Informatics Research Division, National Institute of Informatics/Department of Informatics, School of Multidisciptinary Sciences, The Graduate University for Advanced Studies (SOKENDAI), 2-1-2 Hitotsubashi, Chiyoda-ku, Tokyo 101 -8430, Japan;

    Life Science Center of Tsukuba Advanced Research Alliance, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305-8573, Japan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Ad hoc microphone array; Drift; Sampling frequency; Maximum likelihood estimation; Blind source separation;

    机译:特设麦克风阵列;漂移;采样频率;最大似然估计;盲源分离;

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