调查正念呼吸冥想对脑电波的影响:对年轻人的研究

Pub Date : 2024-04-01 DOI:10.7358/neur-2024-035-cruz
Meenalosini Vimal Cruz, Suhaima Jamal, Camden Wahl, Sibi Chakkaravarthy Sethuraman
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引用次数: 0

摘要

大量证据表明,冥想对身心健康都有影响,冥想过程中阿尔法能量的增加也是不争的事实。这项研究利用 15 名参与者的脑电图数据,调查了正念呼吸冥想如何影响年轻人的脑电波。研究重点关注阿尔法波功率的提升,结果显示冥想后阿尔法波功率显著增加。研究使用有限脉冲滤波器、独立分量分析、短期傅里叶分析和功率谱密度分析对数据进行了处理。结果凸显了冥想前后α波的显著变化。此外,对数据进行预处理后,基于机器学习的分类器(支持向量机、逻辑回归、决策森林和奈夫贝叶斯)将脑电波分为德尔塔波、希塔波、低阿尔法波、高阿尔法波、低贝塔波和高贝塔波。对比分析表明,正念呼吸冥想和双耳节拍对脑电波模式有很大影响。这项研究加深了我们对冥想对大脑功能的生理影响的理解,强调了冥想在改善心理健康方面的潜力。
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Investigating the impact of mindful breathing meditation on brain waves: a study on young adults
Extensive evidence affirms meditation’s impact on both physical and mental well-being, consistently highlighting increased alpha power during meditation. This study investigates how mindful breathing meditation affects brain waves in young adults, using EEG data from 15 participants. Focusing on boosting alpha wave power, the study shows a significant postmeditation increase. Data was processed with Finite Impulse Filters, Independent Component Analysis, Short-term Fourier analysis, and power spectral density analysis. The results highlight substantial alpha wave changes pre- and post-meditation. Additionally, data was preprocessed for machine learning-based classifiers (Support Vector Machine, Logistic Regression, Decision Forest, and Naïve Bayes) to categorize brain waves into Delta, Theta, Low Alpha, High Alpha, Low Beta, and High Beta. Comparative analysis reveals the strong impact of mindful breathing meditation and binaural beats on brain wave patterns. This research enhances our understanding of meditation’s physiological effects on brain function, emphasizing its potential for improving mental well-being.
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