Advanced Analysis of Alpha EEG Patterns for Identifying Meditative States in Alpha Power Activation Yoga (APAY) DOI Open Access
K. Ravikumar,

Pravin R. Kshirsagar,

R Thiagarajan

и другие.

International Research Journal of Multidisciplinary Technovation, Год журнала: 2025, Номер unknown, С. 148 - 164

Опубликована: Март 30, 2025

Meditation, especially Alpha-Power Activation Yoga (APAY), is popular today for well-being. Apay promotes relaxation and focuses using yoga attention. However, the inspiring settings app effectiveness evaluation made challenging. EEG can measure attentive brain activity. This work improves Alfa pattern analysis discovery of EFEM. functions are classified through moral machine learning time. approach reflects neurological attention process. Preliminary research found that alpha-EEG patterns change with training stages such as concentration, absorption relaxation. Deep concentration reduces hiking increases frontal lateral regions. Constant front behind alpha, suggests treatment sensory awareness. shows app-inspired requires more study to understand neurophysiology. Strong biomarker will track skill changes its mental health benefits. Kaggle Alpha Wave Dataset detects meditation (closes eyes) non-meditation (opening when relaxing subject. In this dataset, decisions identify accurately trees in decision, innocent bays random forest phenomena. These findings be repeated a large population investigated see how monkey practice affects psychological processes over Researchers brainwave emotional welfare connections explain these results. It inspire new -based treatments. Doctors provide better care by adding techniques parting treatment. A full disposition goal improve awareness body. show diet exercise affect health.

Язык: Английский

Advanced Analysis of Alpha EEG Patterns for Identifying Meditative States in Alpha Power Activation Yoga (APAY) DOI Open Access
K. Ravikumar,

Pravin R. Kshirsagar,

R Thiagarajan

и другие.

International Research Journal of Multidisciplinary Technovation, Год журнала: 2025, Номер unknown, С. 148 - 164

Опубликована: Март 30, 2025

Meditation, especially Alpha-Power Activation Yoga (APAY), is popular today for well-being. Apay promotes relaxation and focuses using yoga attention. However, the inspiring settings app effectiveness evaluation made challenging. EEG can measure attentive brain activity. This work improves Alfa pattern analysis discovery of EFEM. functions are classified through moral machine learning time. approach reflects neurological attention process. Preliminary research found that alpha-EEG patterns change with training stages such as concentration, absorption relaxation. Deep concentration reduces hiking increases frontal lateral regions. Constant front behind alpha, suggests treatment sensory awareness. shows app-inspired requires more study to understand neurophysiology. Strong biomarker will track skill changes its mental health benefits. Kaggle Alpha Wave Dataset detects meditation (closes eyes) non-meditation (opening when relaxing subject. In this dataset, decisions identify accurately trees in decision, innocent bays random forest phenomena. These findings be repeated a large population investigated see how monkey practice affects psychological processes over Researchers brainwave emotional welfare connections explain these results. It inspire new -based treatments. Doctors provide better care by adding techniques parting treatment. A full disposition goal improve awareness body. show diet exercise affect health.

Язык: Английский

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