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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
Publisher: Khyber Medical College, Peshawar
Country: Pakistan
Year: 2019
Volume: 14
Issue: 15
Language: English
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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