TY -的A2 alkhayyat ahmed AU -萨利姆,Khizra盟——Bajwa伊姆兰萨瓦尔AU -萨瓦尔纳迪姆AU -瓦尔,Waheed AU -阿什拉夫,Amna PY - 2020 DA - 2020/10/24 TI -物联网医疗:智能设计和具有成本效益的睡眠质量监测系统SP - 8882378六世- 2020 AB -睡眠质量是很重要的对于每一个人获得更好的身体健康。不规则的睡眠模式可能表明疾病导致慢性抑郁,使评估的睡眠周期强制性健康的身心。在全球化的舞台上,连同增加的设施,其他各种挑战探测提供了高质量的卫生保健设施使用经济的工具和技术。物联网的发展(物联网)技术声称前言来构建一个一致的和具有成本效益的系统来监测患者的睡眠质量。其他几个系统可用于这一目的;然而,这样的系统是非常昂贵和难以实现。为了克服这个问题,本研究表明创新系统使用环境参数监测和分析睡眠模式。该系统是足够有效,它可以熟练使用商业从架子上监控病人的睡眠(COS)使用智能传感器以及预测结果随机森林模型的能力。病人的生物状态包括物理身体的运动,心跳,动脉血氧饱和度水平(血液中的氧饱和度身体的正常运行),和打鼾模式可以通过这个系统,测量记录的数据传送到计算机系统在实时环境中。这个系统由两部分组成。 One part consists of analyzing the behavior of data using the intelligent technique of the random forest model and decision rules in a real-time environment. This real-time analysis notifies the caretaker about the situation of the patient. In the second part, batch data processing is performed which allows the detailed analysis of data using statistical methods to produce the overall condition of the patient in a specified interval of time. Through the proposed system, we can easily measure the sleep patterns of patients and provide them with better treatment by using this simple and cost-effective system. The result of the conducted research shows that the proposed technique provides 95% accuracy. The patient’s sleep data is used to test this method through the validation of manual results, which provides the minimum error rate. This study highlights the implementation of an intelligent and smart sleep quality monitoring system using IoT on a variant number of people with minimum expense rate. SN - 1687-725X UR - https://doi.org/10.1155/2020/8882378 DO - 10.1155/2020/8882378 JF - Journal of Sensors PB - Hindawi KW - ER -