Smartsleepcare: An Assistive Web Application For Identifying Sleep Patterns In Achieving Healthy Lifestyle

Abstract

SmartSleepCare is a web application designed to identify sleep patterns and promote healthier lifestyles in response to rising sleep-related health issues. Developed in line with ISO 25010 standards, it excels in Functionality, Suitability, Usability, Maintainability, and Portability, with high user satisfaction scores of 4.75 and 4.47. Security, scoring 3.96, highlights a need for improved data protection. The app uses a Random Forest Classifier to analyze sleep data and predict health risks, specifically targeting students at Pamantasan ng Lungsod ng Maynila, many of whom face sleep problems like insomnia and fatigue. It helps users track sleep habits, receive tailored recommendations, and address disruptive factors such as screen time and irregular schedules. Findings underscore the significant impact of poor sleep on productivity and health, making SmartSleepCare a valuable tool for enhancing sleep hygiene. Future updates will focus on bolstering security, expanding machine learning capabilities, and improving portability to better meet user needs.