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Comparison of supervised and semi-supervised beamformers using real audio recordings

机译:使用真实音频对有监督和半监督波束形成器进行比较

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摘要

In this contribution two different disciplines for designing microphone array beamformers are explored. On the one hand a fixed beamformer based on numerical near field optimization is employed. On the other hand an adaptive beamformer algorithm based on the linearly constrained minimum variance (LCMV) method is applied. For the evaluation, an audio-database for microphone array impulse responses and audio recordings (speech and noise) was created. Different acoustic scenarios were constructed, consisting of various audio sources (desired speaker, interfering speaker and directional noise) distributed around the microphone array at different angles and distances. The algorithms were compared based on both objective measure (signal-to-noise, signal-to-interference and speech distortion, and subjective tests (assessment of sonograms and informal listening tests).
机译:在此贡献中,探索了设计麦克风阵列波束形成器的两个不同学科。一方面,采用了基于数值近场优化的固定波束形成器。另一方面,应用了一种基于线性约束最小方差(LCMV)方法的自适应波束形成器算法。为了进行评估,创建了一个用于麦克风阵列脉冲响应和录音(语音和噪声)的音频数据库。构造了不同的声音场景,其中包括在麦克风阵列周围以不同角度和距离分布的各种音频源(所需的扬声器,干扰扬声器和定向噪声)。比较了基于客观测量(信噪比,信号干扰和语音失真)以及主观测试(超声检查和非正式听力测试)的算法。

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