实时房间时延估计的鲁棒性和准确性

Yegnanarayana Bayya, B. N. Murthy, J. Satyanarayana, V. Pannala, Nivedita Chennupati
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引用次数: 0

摘要

从两个或多个空间分布的传声器接收的宽带信号(如语音)中估计时间延迟有许多应用。近年来,信号直接相互关和基于广义相互关的方法(GCC和GCC- phat)被用于估计时延。在实际环境(如客厅)中,由于噪声、多径反射和混响,这些方法的性能会下降。估计的时间延迟通常是鲁棒的,因为在几秒的话语中得到的延迟在几帧内的平均效应。如果期望移动扬声器的变时延,则会影响鲁棒性。较小的平均持续时间会导致对时间延迟的估计出现误差,而较长的平均持续时间则会导致准确性的丧失。由于基于单频滤波(SFF)的分析提供了对瞬时时间延迟的估计,因此可以研究精度和鲁棒性之间的权衡。本文在确定混合信号中固定扬声器的数量以及跟踪沿直线路径和沿圆形路径移动的扬声器时考察了这种权衡。结果说明了实际数据收集在一个活的房间。
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Robustness and Accuracy of Time Delay Estimation in a Live Room
Estimation of time delay from the received broadband signals like speech, collected at two or more spatially distributed microphones, has many applications. Methods like the cross-correlation of the signals directly and generalized crosscorrelation based methods (GCC and GCC-PHAT) have been used for several years to estimate the time delay. Performance of these methods degrades due to noise, multi-path reflections, and reverberation in a practical environment, like a live room. The estimated time delay is usually robust due to the averaging effect of the delay obtained over several frames in an utterance of a few seconds. The robustness is affected if the varying time delay of a moving speaker is desired. A smaller duration for averaging results in errors in the estimation of the time delay, and a longer duration for averaging results in loss of accuracy. Since the single frequency filtering (SFF) based analysis provides an estimation of the instantaneous time delay, it is possible to study the trade off between accuracy and robustness. This paper examines this trade-off in determining the number of stationary speakers from mixed signals and in tracking a speaker moving along a straight line path and along a circular path. The results are illustrated for actual data collected in a live room.
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