Effect of low-intensity exercise therapy combined with health education on quality of life and blood pressure in hypertensive patients

Liu Qin and Md. Safwan Samsir (2024) Effect of low-intensity exercise therapy combined with health education on quality of life and blood pressure in hypertensive patients. Applied Mathematics and Nonlinear Sciences, 9. pp. 1-18. ISSN 2444-8656

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URL: https://sciendo.com/article/10.2478/amns.2023.2.00...

Abstract

In this paper, starting from exercise prescription and health promotion of hypertension, the hyperparameters of the XGBoost model are optimized using the Bayesian optimization algorithm, and then the BO-XGBoost blood pressure detection model is constructed. The model can estimate blood pressure from the ECG pulse wave signal of hypertensive patients and understand the patient’s blood pressure by PPG signal and ECG signal. For the effect of low-intensity exercise therapy combined with health education on the quality of life and blood pressure of hypertensive patients, experiments of the model and comparative test analysis of quality of life scores were conducted in this paper. From the model detection, the systolic and diastolic blood pressure detected by the BO-XGBoost blood pressure detection model was 118.6 mmHg and 65.2 mmHg, respectively, with an error of 3.03% and 3.83%, respectively, compared with the standard value of blood pressure. In terms of quality of life, the quality of life scores of the control and experimental groups improved by about 14% to 20% after the intervention compared with those before the intervention. This indicates that low-intensity exercise therapy combined with health education can help hypertensive patients improve their blood pressure control and quality of life.

Item Type:	Article
Keyword:	Bayesian optimization, BO-XGBoost model, Hypertensive patients, Electrocardiographic pulse wave, Low-intensity exercise therapy, Health education
Subjects:	L Education > LB Theory and practice of education > LB5-3640 Theory and practice of education > LB3401-3495 School hygiene. School health services R Medicine > RC Internal medicine > RC31-1245 Internal medicine > RC581-951 Specialties of internal medicine > RC666-701 Diseases of the circulatory (Cardiovascular) system
Department:	FACULTY > Faculty of Psychology and Education
Depositing User:	SITI AZIZAH BINTI IDRIS -
Date Deposited:	26 Jan 2024 15:15
Last Modified:	26 Jan 2024 15:15
URI:	https://eprints.ums.edu.my/id/eprint/38009

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