Components relationship analysis in distributed remote laboratory apparatus with data clustering

Ananda Maiti, A. Kist, Andrew D. Maxwell
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引用次数: 5

Abstract

Remote Laboratories are network controlled systems operated by human users through the internet for educational purposes. A distributed version of the remote laboratory requires the experimental rigs to be designed by individuals thus making it difficult to obtain formal models of the experimental rigs. A rig consists of a micro-controller unit with multiple ports to connect sensors and actuators. This paper proposes a timed automaton based model of experimental rigs that can be common to all sites. Further, the relationship of components of a rig is analyzed based upon this automaton. The components can be grouped into multiple sets where each set has two properties - the bond between each component in the rig and how frequently they are accessed. A method to obtain the component sets and to determine these two characteristics using data clustering is described.
基于数据聚类的分布式远程实验室设备组件关系分析
远程实验室是由人类用户通过互联网操作的网络控制系统,用于教育目的。远程实验室的分布式版本要求实验平台由个人设计,因此很难获得实验平台的正式模型。钻机由一个带有多个端口的微控制器单元组成,用于连接传感器和执行器。本文提出了一种基于时间自动机的试验台模型,该模型可以通用于所有站点。在此基础上,分析了钻机各部件之间的关系。组件可以分成多个集合,其中每个集合有两个属性——钻机中每个组件之间的绑定以及它们被访问的频率。本文描述了一种利用数据聚类来获取成分集和确定这两个特征的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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