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Extraction of abstracted sensory data to reduce the execution time of context-aware services in wearable computing environments

机译:提取抽象的感官数据,以减少可穿戴计算环境中的上下文感知服务的执行时间

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摘要

Context awareness is a necessary technique for providing optimized services to users by recognizing their surrounding environment at a particular time. To provide context-aware services, a context-aware middleware is required to detect the changes surrounding the user as well as the processing procedure. However, when the context-aware middleware is applied to wearable computing, the processing time increases in proportion to the increase in the number of context information due to the lack of processing capacity from the terminal devices. To access the terminal devices, a specific context representation with Resource Description Framework-based triplet is used. Since the triplet consists of three keyword elements that refer to the status of a given situation around the user, retrieving these elements takes O(n(3)) time complexity with a linear search. To overcome this problem, a hash-based comparison method is suggested to minimize the response time. The suggested comparison method gives a better performance without searching every single keyword element among the triplet sets. In the experiment, we applied the suggested method to the context-aware workflow middleware and demonstrated that the proposed method improves the processing time by at least 30% compared with the linear search by enhancing the comparison module in the middleware.
机译:背景知识是通过在特定时间识别其周围环境来向用户提供优化服务的必要技术。为了提供上下文感知服务,需要一个上下文感知的中间件来检测用户周围的更改以及处理过程。然而,当上下文感知的中间件应用于可穿戴计算时,处理时间与由于终端设备缺乏处理容量而增加的上下文信息的数量的增加。要访问终端设备,使用具有资源描述基于框架的三联网的特定上下文表示。由于三联体由三个关键字元素组成,它引用了用户周围的给定情况的状态,从而检索这些元素以线性搜索需要O(n(3))时间复杂度。为了克服这个问题,建议基于哈希的比较方法来最小化响应时间。建议的比较方法提供了更好的性能,而无需在Triplet集之间搜索每个单个关键字元素。在实验中,我们将建议的方法应用于上下文的工作流中间件,并说明该方法通过通过增强中间件中的比较模块来提高处理时间至少30%。

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