使用附在头颈部表面的接触式麦克风进行语音识别准确性比较研究

IF 5.4 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-09-13 DOI:10.1016/j.sna.2024.115892
Takumi Asakura, Yuki Konuma
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引用次数: 0

摘要

在高度嘈杂的环境中,或当用户的语音音量相对较低时,通过空气传导麦克风进行语音识别的准确性可能较低。解决这一问题的方法之一是使用接触式麦克风。然而,无论是为每个用户提供最佳语音识别准确度的麦克风位置,还是这些接触力的基本机制,都尚未得到阐明。在本研究中,我们通过实验研究了放置在头颈部表面的接触式麦克风的位置、接触力、用户性别和语音识别平台对语音识别准确率的影响。实验结果表明,对于在颈部和头部位置获取的语音,各因素对语音识别准确率的影响机制是不同的。特别是,用户的性别对颈部获取的声音有显著影响,但对头部获取的声音影响不大。实验结果还显示,麦克风的接触力不会影响识别准确度,也不会影响用户对头部获取声音的不适感。此外,在模拟嘈杂环境中进行的语音识别实验结果表明,从头部和颈部表面获得的骨传导声音比空气传导声音更稳定。
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Comparative study on the accuracy of speech recognition using a contact microphone attached to the surface of the head and neck

The accuracy of speech recognition through an air-conducted microphone can be less accurate under a highly noisy environment or when the volume of the user’s voice is relatively low. One solution to this problem is the use of contact microphones. However, neither the microphone locations that provide optimal speech recognition accuracy for each user nor the mechanisms underlying these contact forces have been clarified. In this study, we experimentally investigated the effects of placement, contact force, user gender, and speech recognition platform on the accuracy of speech recognition with contact microphones placed on the surface of the head and neck. The experimental results indicated that the mechanism underlying the influence of each factor on speech recognition accuracy differs for speech acquired at the neck and head locations. In particular, the effect of the user’s gender was significant for the neck-acquired sound, but not the head-acquired sound. The results also revealed that the microphone contact force did not affect the recognition accuracy or user discomfort for the head-acquired sound. Moreover, the results of speech recognition experiments in a simulated noisy environment showed that bone-conducted sounds acquired on the head and neck surfaces were more robust than air-conducted sounds.

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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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