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The influence of alcoholic intoxication on the short-time energy function of speech

机译:酒精中毒对言语短时能量功能的影响

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This study investigates rhythmic features based on the short-time energy function of speech signals with the aim of finding robust, speaker-independent features that indicate speaker intoxication. Data from the German Alcohol Language Corpus, which comprises read, spontaneous, and command&control speech uttered by 162 speakers of both genders and various age groups when sober and intoxicated, were analyzed. Energy contours are compared directly (Root Mean Squared Error, statistical correlation, or the Euclidean distance in the spectral space of the contour) and by parameterization of the contour using the Discrete Cosine Transform (DCT) and the first and second moments of the lower DCT spectrum. Contours are also analyzed by Principal Components Analysis aiming at fundamental “eigen contour” changes that might encode intoxication. Energy contours differ significantly with intoxication in terms of distance measures, the second and fourth DCT coefficients, and the first and second moments of the lower DCT spectrum. Principal Components Analysis did not yield interpretable “eigen contours” that could be used in distinguishing intoxicated from sober contours.
机译:这项研究基于语音信号的短时能量函数研究节奏特征,旨在发现健壮的,独立于说话者的特征,表明说话者中毒。分析了来自德国酒精语言语料库的数据,其中包括162个性别和不同年龄组的清醒和陶醉状态下的朗读,自发性和命令控制性语音。直接比较能量轮廓(均方根误差,统计相关性或轮廓光谱空间中的欧几里得距离),并使用离散余弦变换(DCT)以及较低DCT的第一和第二矩对轮廓进行参数化光谱。轮廓线还通过主成分分析进行了分析,目的是针对可能编码中毒的基本“本征轮廓”变化。能量等高线与醉酒在距离测量,第二和第四DCT系数以及较低DCT频谱的第一和第二矩方面有很大不同。主成分分析没有产生可解释的“本征轮廓”,可用于区分醉人轮廓和清醒轮廓。

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