现实噪声中的语音识别与噪声适应。

IF 2.6 2区 医学 Q1 AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGY
Trends in Hearing Pub Date : 2025-01-01 Epub Date: 2025-05-15 DOI:10.1177/23312165251343457
Miriam I Marrufo-Pérez, Enrique A Lopez-Poveda
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引用次数: 0

摘要

由于单词从噪声开始延迟,因此在噪声中孤立单词的识别得到改善。这种现象被称为对噪声的适应,主要是用合成噪声来研究的。这里的目的是调查适应是否发生在现实的噪音中,以及它在多大程度上取决于噪音的频谱和水平波动。根据49种不同的真实和合成噪音随时间的波动程度以及它们的频谱与语音频谱的差异程度,对它们进行了分析和分类。选择了六个代表性噪声,它们覆盖了观测到的电平波动和频谱差异范围,但仍然可以掩盖语音。在6种噪声条件下,分别测量自然词和声调编码词的语音接收阈值(srt),前者延迟50 ms(早期条件),后者延迟800 ms(晚期条件)。适应性计算为后期SRT相对于早期条件的改善。22名听力正常的成年人参加了实验。对于自然词,适应总体上较小(平均= 0.5 dB),并且在六种噪声中相似。对于语音编码词,所有六种噪声都发生了显著的适应(平均= 1.3 dB),并且不同噪声之间没有统计学差异。对于被测噪声,自适应量与噪声的频谱和电平波动无关。结果表明,语音识别中的适应可以在现实的嘈杂环境中发生。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Speech Recognition and Noise Adaptation in Realistic Noises.

The recognition of isolated words in noise improves as words are delayed from the noise onset. This phenomenon, known as adaptation to noise, has been mostly investigated using synthetic noises. The aim here was to investigate whether adaptation occurs for realistic noises and to what extent it depends on the spectrum and level fluctuations of the noise. Forty-nine different realistic and synthetic noises were analyzed and classified according to how much they fluctuated in level over time and how much their spectra differed from the speech spectrum. Six representative noises were chosen that covered the observed range of level fluctuations and spectral differences but could still mask speech. For the six noises, speech reception thresholds (SRTs) were measured for natural and tone-vocoded words delayed 50 (early condition) and 800 ms (late condition) from the noise onset. Adaptation was calculated as the SRT improvement in the late relative to the early condition. Twenty-two adults with normal hearing participated in the experiments. For natural words, adaptation was small overall (mean = 0.5 dB) and similar across the six noises. For vocoded words, significant adaptation occurred for all six noises (mean = 1.3 dB) and was not statistically different across noises. For the tested noises, the amount of adaptation was independent of the spectrum and level fluctuations of the noise. The results suggest that adaptation in speech recognition can occur in realistic noisy environments.

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来源期刊
Trends in Hearing
Trends in Hearing AUDIOLOGY & SPEECH-LANGUAGE PATHOLOGYOTORH-OTORHINOLARYNGOLOGY
CiteScore
4.50
自引率
11.10%
发文量
44
审稿时长
12 weeks
期刊介绍: Trends in Hearing is an open access journal completely dedicated to publishing original research and reviews focusing on human hearing, hearing loss, hearing aids, auditory implants, and aural rehabilitation. Under its former name, Trends in Amplification, the journal established itself as a forum for concise explorations of all areas of translational hearing research by leaders in the field. Trends in Hearing has now expanded its focus to include original research articles, with the goal of becoming the premier venue for research related to human hearing and hearing loss.
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