School of Computer Science University of Petroleum and Energy Studies, Bidholi, Dehradun, India.
Faculty of Computer Science, Ho Chi Minh City Open University, Address: 97 Vo Van Tan Ward Vo Thi Sau District 3, Ho Chi Minh City, Vietnam Code Postal: 70000.
Contrast Media Mol Imaging. 2022 Apr 12;2022:3080437. doi: 10.1155/2022/3080437. eCollection 2022.
Neurological imbalance sometimes resulted in stress, which is experienced by the number of people at some moment in their life. A considerable measurement scheme can quantify the stress level in an individual, in which music has always been considered as the best therapy for stress relief in healthy human being as well in severe medical conditions. In this work, the impact of four types of music interventions with the lyrics of Hindi music and varying spectral centroid has been studied for an analysis of stress relief in males and females. The self-reported data for stress using state-trait anxiety (STA) and electroencephalography (EEG) signals for 14 channels in response to music interventions have been considered. Features such as Hjorth (activity, mobility, and complexity), variance, standard deviation, skew, kurtosis, and mean have been extracted from five bands (delta, theta, alpha, beta, and gamma) of each channel of the recorded EEG signals from 9 males and 9 females of the age category between 18 and 25 years. The support vector machine classifier has been used to classify three subsets: (i) male and female, (ii) baseline and female, and (iii) baseline and male. The noteworthy accuracy of 100% was found at the delta band for the first subset, beta and gamma bands for the second subset, and beta, gamma, and delta bands for the third subset. STA score has shown more deviation in the male category than in female, which gives a clear insight into the impact of music intervention with varying spectral centroid that has a higher impact to relieve stress in the male category than the female category.
神经失衡有时会导致压力,这种压力在人们生活中的某个时刻都会经历到。大量的测量方案可以量化个体的压力水平,其中音乐一直被认为是缓解健康人和严重医疗条件下压力的最佳疗法。在这项工作中,研究了四种类型的音乐干预措施,这些干预措施的歌词是印地语音乐,并且具有不同的频谱质心,以分析男性和女性的压力缓解情况。使用状态-特质焦虑量表(STAI)和脑电图(EEG)信号对 14 个通道的自我报告数据进行了考虑,这些数据是对音乐干预的应激反应。从记录的 EEG 信号的五个波段(delta、theta、alpha、beta 和 gamma)中提取了 Hjorth(活动、移动性和复杂性)、方差、标准差、偏度、峰度和均值等特征,记录了 9 名年龄在 18 岁至 25 岁之间的男性和 9 名女性的每个通道的 EEG 信号。使用支持向量机分类器对三个子集进行分类:(i)男性和女性,(ii)基线和女性,以及(iii)基线和男性。在第一个子集的 delta 波段、第二个子集的 beta 和 gamma 波段以及第三个子集的 beta、gamma 和 delta 波段都发现了值得注意的 100%准确率。STAI 评分显示男性组的偏差大于女性组,这清楚地表明,具有不同频谱质心的音乐干预对男性组的压力缓解影响大于女性组。