A Framework of Real-time Wandering Management for Person with Dementia

Ashish Kumar, M. Ma, C. Lau, Syin Chan
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引用次数: 7

Abstract

Recently, several solutions have been designed to detect and identify the wandering patterns for Person with Dementia (PwD). Thus, many applications have been developed which collects Spatio-temporal and contextual information from the environment. These data have not been fully utilized to its potential. The data were mainly used for the simple pattern recognition. The long-time benefit which can arise by properly managing, storing and analyzing these data has not been realized. We propose a framework for wandering data management and analytics tool which can be beneficial to the patients, caregivers as well as researchers. In this paper, we first present a novel system architecture and then discuss its key components with the integration into the system. We use web API standard for the implementation of the services. Security also forms an integral part of our design in dealing with sensitive medical data. We also demonstrate the feasibility of the system with sample analytics such as "trend in the wandering pattern" which has been done on the real-world dataset. We have done the analysis on the daytime movement data of a patient residing in Assisted Living Facility (ALF).
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痴呆患者实时漫游管理框架
最近,已经设计了几种解决方案来检测和识别痴呆症患者(PwD)的徘徊模式。因此,已经开发了许多从环境中收集时空和上下文信息的应用程序。这些数据尚未充分发挥其潜力。数据主要用于简单的模式识别。妥善管理、存储和分析这些数据所能带来的长期效益尚未实现。我们提出了一个框架的流浪数据管理和分析工具,可以有利于患者,护理人员和研究人员。本文首先提出了一种新的系统架构,然后讨论了其关键组件与系统的集成。我们使用web API标准来实现服务。在处理敏感医疗数据时,安全性也是我们设计中不可或缺的一部分。我们还通过样本分析(例如在真实数据集上完成的“漫游模式趋势”)证明了该系统的可行性。我们对一位居住在辅助生活设施(ALF)的患者的日间活动数据进行了分析。
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