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Activities of Daily Living Ontology for Ubiquitous Systems: Development and Evaluation

机译:普适系统的日常本体活动:发展与评估

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摘要

Ubiquitous eHealth systems based on sensor technologies are seen as key enablers in the effort to reduce the financial impact of an ageing society. At the heart of such systems sit activity recognition algorithms, which need sensor data to reason over, and a ground truth of adequate quality used for training and validation purposes. The large set up costs of such research projects and their complexity limit rapid developments in this area. Therefore, information sharing and reuse, especially in the context of collected datasets, is key in overcoming these barriers. One approach which facilitates this process by reducing ambiguity is the use of ontologies. This article presents a hierarchical ontology for activities of daily living (ADL), together with two use cases of ground truth acquisition in which this ontology has been successfully utilised. Requirements placed on the ontology by ongoing work are discussed.
机译:基于传感器技术的无处不在的eHealth系统被视为降低老龄化社会财务影响的主要推动力。这种系统的核心是活动识别算法,该算法需要传感器数据进行推理,并具有用于训练和验证目的的足够质量的基本事实。这样的研究项目的大量建立费用及其复杂性限制了该领域的快速发展。因此,尤其是在收集的数据集的情况下,信息共享和重用是克服这些障碍的关键。通过减少歧义来促进此过程的一种方法是使用本体。本文介绍了用于日常生活活动(ADL)的分层本体,以及两个已经成功利用了该本体的地面真理获取用例。讨论了正在进行的工作对本体的要求。

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