A Preliminary Investigation on Frequency Dependant Cues for Human Emotions

IF 1.3 Q3 ACOUSTICS Acoustics (Basel, Switzerland) Pub Date : 2022-05-22 DOI:10.3390/acoustics4020028
Manish Kumar, T. Abhayapala, P. Samarasinghe
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Abstract

The recent advances in Human-Computer Interaction and Artificial Intelligence have significantly increased the importance of identifying human emotions from different sensory cues. Hence, understanding the underlying relationships between emotions and sensory cues have become a subject of study in many fields including Acoustics, Psychology, Psychiatry, Neuroscience and Biochemistry. This work is a preliminary step towards investigating cues for human emotion on a fundamental level by aiming to establish relationships between tonal frequencies of sound and emotions. For that, an online perception test is conducted, in which participants are asked to rate the perceived emotions corresponding to each tone. The results show that a crossover point for four primary emotions lies in the frequency range of 417–440 Hz, thus consolidating the hypothesis that the frequency range of 432–440 Hz is neutral from human emotion perspective. It is also observed that the frequency dependant relationships between emotion pairs Happy—Sad, and Anger—Calm are approximately mirrored symmetric in nature.
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人类情绪的频率相关线索初探
人机交互和人工智能的最新进展显著提高了从不同感官线索识别人类情绪的重要性。因此,理解情绪和感觉线索之间的潜在关系已经成为声学、心理学、精神病学、神经科学和生物化学等许多领域的研究课题。这项工作是通过建立声音和情绪的音调频率之间的关系,从根本上研究人类情绪线索的初步步骤。为此,进行了一项在线感知测试,要求参与者对每个音调对应的感知情绪进行评分。结果表明,四种主要情绪的交叉点位于417–440 Hz的频率范围内,从而巩固了432–440 Hz频率范围从人类情绪角度来看是中性的假设。还观察到,情绪对快乐-悲伤和愤怒-平静之间的频率依赖关系在本质上近似镜像对称。
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来源期刊
CiteScore
3.70
自引率
0.00%
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0
审稿时长
11 weeks
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