Speech Intelligibility in the presence of X4 Unmanned Aerial Vehicle

M. Miesikowska
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引用次数: 2

Abstract

The main purpose of this work was to obtain background sound levels and speech intelligibility as well as to evaluate classification of speech commands in the presence of an unmanned aerial vehicle (UAV) equipped with four rotating propellers. Speech intelligibility was assessed using speech interference level (SIL) parameter according to ISO 9921. The UAV background sound levels were recorded in laboratory conditions using Norsonic140 sound analyzer in the absence of the UAV and in the presence of the UAV. The classification of speech commands/left, right, up, down, forward, backward, start, stop/recorded with Olympus LS-11 was evaluated in laboratory condition based on Mel-frequency cepstral coefficients and discriminant function analysis. The UAV was hovering at 1.5m during recordings. The A-weighted sound level obtained in the presence of the UAV was 70.5 dB(A). Speech intelligibility rating was poor in the presence of the UAV. Discriminant analysis based on Mel-frequency cepstral coefficients showed very successful classification of speech commands equal to 100%. Evaluated speech intelligibility did not exclude verbal communication with the UAV. The successful classification of speech commands in the presence of the UAV can enable the control of the UAV using voice commands and general communication with the UAV using speech.
X4无人机存在下的语音清晰度
这项工作的主要目的是获得背景声级和语音可理解性,以及在配备四个旋转螺旋桨的无人机(UAV)存在的情况下评估语音命令的分类。根据ISO 9921标准,使用语音干扰水平(SIL)参数评估语音清晰度。在没有无人机和有无人机的情况下,在实验室条件下使用Norsonic140声音分析仪记录无人机背景声级。基于mel频倒谱系数和判别函数分析,在实验室条件下对Olympus LS-11录制的语音命令/左、右、上、下、前、后、开始、停止的分类进行评价。在录制过程中,无人机在1.5米的高度悬停。在无人机存在下获得的A加权声级为70.5 dB(A)。在无人机的存在下,语音清晰度评级很差。基于mel频率倒谱系数的判别分析表明,语音命令的分类成功率为100%。评估的语音清晰度不排除与无人机的口头交流。在UAV存在下语音命令的成功分类能够使UAV使用语音命令的控制和使用语音与UAV的一般通信成为可能。
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