基于声音情感识别的声音情感表现对救灾人员心理状态的评价

Disaster and military medicine Pub Date : 2017-04-08 eCollection Date: 2017-01-01 DOI:10.1186/s40696-017-0032-0
Shunji Mitsuyoshi, Mitsuteru Nakamura, Yasuhiro Omiya, Shuji Shinohara, Naoki Hagiwara, Shinichi Tokuno
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引用次数: 9

摘要

背景:救灾人员往往面临过度的压力,这可能是精神障碍的一个原因。为了预防精神障碍,经常评估精神状态是很重要的。本试点研究旨在探讨在救灾行动中不同停留时间的比较情况下,利用我们提出的算法计算的声音影响显示(VAD)指数进行压力评估的可行性,这是一个极有可能诱发压力的环境。方法:我们使用Sensibility Technology (ST)软件对长时间或短时间暴露于极端压力下的参与者的声音进行VAD分析,并提出了低VAD (VAD- l)、高VAD (VAD- h)和VAD比率(VAD- r)指标的算法,这些指标是通过语音情绪分析测量的情绪强度来计算的。作为初步验证,研究人员要求12名长期(3个月以上)和短期(1周左右)派遣海外的日本自卫队成员在派遣期间的6天内重复说出11个短语。结果:在验证中,两组的VAD-L和VAD-H呈反比关系,在灾区停留时间越长,VAD-L和VAD-R值越高,VAD-H值越低。有趣的是,短语在组差异和VAD指数方面产生了不同的结果,证明了st的敏感性。结论:对不同组的受试者获得的值进行比较,澄清了在每组参与者中观察到的VAD- l, VAD- h和VAD- r指数的趋势。研究结果表明,在声音行为中使用ST软件测量与心理健康相关的情感方面是可能的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Mental status assessment of disaster relief personnel by vocal affect display based on voice emotion recognition.

Mental status assessment of disaster relief personnel by vocal affect display based on voice emotion recognition.

Mental status assessment of disaster relief personnel by vocal affect display based on voice emotion recognition.

Mental status assessment of disaster relief personnel by vocal affect display based on voice emotion recognition.

Background: Disaster relief personnel tend to be exposed to excessive stress, which can be a cause of mental disorders. To prevent from mental disorders, frequent assessment of mental status is important. This pilot study aimed to examine feasibility of stress assessment using vocal affect display (VAD) indices as calculated by our proposed algorithms in a situation of comparison between different durations of stay in stricken area as disaster relief operation, which is an environment highly likely to induce stress.

Methods: We used Sensibility Technology (ST) software to analyze VAD from voices of participants exposed to extreme stress for either long or short durations, and we proposed algorithms for indices of low VAD (VAD-L), high VAD (VAD-H), and VAD ratio (VAD-R), calculated from the intensity of emotions as measured by voice emotion analysis. As a preliminary validation, 12 members of Japan Self-Defense Forces dispatched overseas for long (3 months or more) or short (about a week) durations were asked to record their voices saying 11 phrases repeatedly across 6 days during their dispatch.

Results: In the validation, the two groups showed an inverse relationship in VAD-L and VAD-H, in that long durations in disaster zones resulted in higher values of both VAD-L and VAD-R, and lower values of VAD-H, compared with short durations. Interestingly, phrases produced varied results in terms of group differences and VAD indices, demonstrating the sensitivity of the ST.

Conclusions: A comparison of the values obtained for the different groups of subjects clarified that there were tendencies of the VAD-L, VAD-H, and VAD-R indices observed for each group of participants. The results suggest the possibility of using ST software in the measurement of affective aspects related to mental health from vocal behavior.

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