RT info:eu-repo/semantics/article
T1 A novel smart belt for anxiety detection, classification, and reduction using IIoMT on students’ cardiac signal and MSY
A1 Pal, Rishi
A1 Adhikari, Deepak
A1 Heyat, Md Belal Bin
A1 Guragai, Bishal
A1 Lipari, Vivian
A1 Brito Ballester, Julien
A1 Torre Díez, Isabel de la
A1 Abbas, Zia
A1 Lai, Dakun
K1 Yoga
K1 Anxiety
K1 Ansiedad
K1 Machine learning
K1 Aprendizaje automático
K1 Internet of things
K1 Artificial intelligence - Medical applications
K1 Inteligencia artificial - Aplicaciones médicas
K1 Artificial intelligence
K1 Students
K1 Estudiantes
K1 Anxiety - Treatment
K1 Ansiedad - Tratamiento
K1 Integrative medicine
K1 Exercise
K1 Ejercicio
K1 Health
K1 Salud
K1 Brain
K1 Cerebro
K1 Mental health
K1 Salud mental
K1 1203.04 Inteligencia Artificial
K1 3212 Salud Publica
AB The prevalence of anxiety among university students is increasing, resulting in the negative impact on their academic and social (behavioral and emotional) development. In order for students to have competitive academic performance, the cognitive function should be strengthened by detecting and handling anxiety. Over a period of 6 weeks, this study examined how to detect anxiety and how Mano Shakti Yoga (MSY) helps reduce anxiety. Relying on cardiac signals, this study follows an integrated detection-estimation-reduction framework for anxiety using the Intelligent Internet of Medical Things (IIoMT) and MSY. IIoMT is the integration of Internet of Medical Things (wearable smart belt) and machine learning algorithms (Decision Tree (DT), Random Forest (RF), and AdaBoost (AB)). Sixty-six eligible students were selected as experiencing anxiety detected based on the results of self-rating anxiety scale (SAS) questionnaire and a smart belt. Then, the students were divided randomly into two groups: experimental and control. The experimental group followed an MSY intervention for one hour twice a week, while the control group followed their own daily routine. Machine learning algorithms are used to analyze the data obtained from the smart belt. MSY is an alternative improvement for the immune system that helps reduce anxiety. All the results illustrate that the experimental group reduced anxiety with a significant (p < 0.05) difference in group × time interaction compared to the control group. The intelligent techniques achieved maximum accuracy of 80% on using RF algorithm. Thus, students can practice MSY and concentrate on their objectives by improving their intelligence, attention, and memory.
PB MDPI
SN 2306-5354
YR 2022
FD 2022
LK https://uvadoc.uva.es/handle/10324/60500
UL https://uvadoc.uva.es/handle/10324/60500
LA eng
NO Bioengineering, 2022, Vol. 9, Nº. 12, 793
NO Producción Científica
DS UVaDOC
RD 11-jul-2024