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Design of APAP device control for effective support of overlap syndrome by machine learning


Article Information

Title: Design of APAP device control for effective support of overlap syndrome by machine learning

Authors: Subramanya Aditya Upadhyayula, Deepa Madathil, Ayyappadas Mavila

Journal: ARPN Journal of Engineering and Applied Sciences

HEC Recognition History
Category From To
Y 2023-07-01 2024-09-30
Y 2022-07-01 2023-06-30
Y 2021-07-01 2022-06-30
X 2020-07-01 2021-06-30

Publisher: Khyber Medical College, Peshawar

Country: Pakistan

Year: 2019

Volume: 14

Issue: 15

Language: English

Categories

Abstract

The purpose of this control algorithm is to determine the Adaptability of controlling the pressure levels delivered to patient. By the help of Machine Learning Algorithm, the control is made easy and precise as it uses previous data and also from sensor feeds in order to set the levels. This algorithm mainly relates the supply and demand cycle by help of Decision Tree method which involves the control to determine the outcome purely based on logical analysis. Overlap Syndrome mainly characterized by repetitive episodes of Sleep Apnea and Chronic Pulmonary Obstructive Disorder in which airway passage is blocked along with inflammation of bronchi that leads to poor oxygen concentration along with hypercarbia, Generally BiPAP helps in providing relief for this cause, but it can’t be fully effective until the pressure levels are set based on patient’s real-time condition. This algorithm-based control procedure helps patient by giving desired flow of pressure by intelligent monitoring and analysis from the sensor feeds. The purpose of this control algorithm is to determine the Adaptability of controlling the pressure levels delivered to patient. By the help of Machine Learning Algorithm, the control is made easy and precise as it uses previous data and also from sensor feeds in order to set the levels. This algorithm mainly relates the supply and demand cycle by help of Decision Tree method which involves the control to determine the outcome purely based on logical analysis. Overlap Syndrome mainly characterized by repetitive episodes of Sleep Apnea and Chronic Pulmonary Obstructive Disorder in which airway passage is blocked along with inflammation of bronchi that leads to poor oxygen concentration along with hypercarbia, Generally BiPAP helps in providing relief for this cause, but it can’t be fully effective until the pressure levels are set based on patient’s real-time condition. This algorithm-based control procedure helps patient by giving desired flow of pressure by intelligent monitoring and analysis from the sensor feeds.


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