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首页> 外文期刊>日本マリンエンジニアリング学会誌 >Study of Adaptive Processing on Body-Conducted Speech Recognition for Support System of Marine Engine Operation
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Study of Adaptive Processing on Body-Conducted Speech Recognition for Support System of Marine Engine Operation

机译:舰船操作辅助系统人体传导语音识别的自适应处理研究

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摘要

In recent years, speech recognition systems have been employed in vehicle instrumentation in a wide variety of environments. Speech recognition plays an important role in the chief engineering systems on ships, in this type of system, speech recognition supports the engine room controls, and lower than 0-dB signal-to-noise ratio (SNR) operability is required. In such a low SNR environment, a noise signal can be misjudged as speech, dramatically decreasing the recognition rate. Therefore, this study focuses on a recognition system that uses body-conducted signals. Since noise is not introduced within body-conducted signals that are conducted in solids, even within sites which are low SNR environments such as engine rooms, Ms necessary to construct a system with a high recognition rate. However, when constructing such systems, in order to create models specialized for body-conducted speech, it is necessary to use learning data consisting of sentences that must be read numerous times. Therefore, in the present study we applied a method in which the specific nature of body-conducted speech is reflected within an existing speech recognition system with only small numbers of vocalizations. Because two of the prerequisites for operation within a site such as an engine room where noise exists are both "hands-free" and "eyes-free" operations, we also investigated the effects of making this type of system wireless.
机译:近年来,语音识别系统已经在各种各样的环境中用于车辆仪表中。语音识别在船舶的主要工程系统中起着重要作用,在这种系统中,语音识别支持机舱控制,并且要求信噪比(SNR)低于0 dB。在如此低的SNR环境中,噪声信号可能会被误判为语音,从而大大降低了识别率。因此,本研究着重于使用人体传导信号的识别系统。由于在固体中传导的人体传导信号中,即使在信噪比低的环境(例如机舱)中,也不会引入噪声,因此构造具有高识别率的系统所必需的M。但是,在构建这样的系统时,为了创建专门用于身体传导语音的模型,必须使用由必须被多次读取的句子组成的学习数据。因此,在本研究中,我们采用了一种方法,其中仅通过少量发声就可以在现有语音识别系统中反映出身体传导语音的特殊性质。因为在存在噪声的机房(例如机舱)内进行操作的两个先决条件是“免提”操作和“免眼”操作,所以我们还研究了使这种类型的系统无线化的效果。

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