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首页> 外文期刊>Journal of ambient intelligence and humanized computing >Fall detection monitoring systems: a comprehensive review
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Fall detection monitoring systems: a comprehensive review

机译:跌倒检测监控系统:全面审查

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摘要

The increase in elderly population especially in the developed countries and the number of elderly people living alone can result in increased healthcare costs which can cause a huge burden on the society. With fall being one of the biggest risk among the elderly population resulting in serious injuries, if not treated quickly. The advancements in technology, over the years, resulted in an increase in the research of different fall detection systems. Fall detection systems can be grouped into the following categories: camera-based, ambient sensors, and wearable sensors. The detection algorithm and the sensors used can affect the accuracy of the system. The detection algorithm used can either be a decision tree or machine learning algorithms. In this paper, we study the different fall detection systems and the problems associated with these systems. The fall detection model which most recent studies implements will be analysed. From the study, it is found that personalized models are the key, for creating an accurate model and not limiting users to specific activities to perform.
机译:特别是在发达国家,老年人口的增加以及独居老人的数量会导致医疗费用的增加,给社会造成沉重的负担。跌落是老年人口中最大的风险之一,如果不及时治疗,会导致严重伤害。多年来,技术的进步导致对不同跌倒检测系统的研究有所增加。跌倒检测系统可以分为以下几类:基于摄像头的环境传感器和可穿戴传感器。检测算法和使用的传感器会影响系统的准确性。所使用的检测算法可以是决策树或机器学习算法。在本文中,我们研究了不同的跌倒检测系统以及与这些系统相关的问题。将分析最新研究实现的跌倒检测模型。从研究中发现,个性化模型是创建准确模型并且不将用户限制于要执行的特定活动的关键。

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