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arXiv 2603.07906cs.SE
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IOTEL: 一个用于生成物联网增强型对象中心事件日志的工具

IOTEL: A Tool for Generating IoT-enriched Object-Centric Event Logs

Queensland University of Technology(昆士兰科技大学)

Jia Wei, Xin Su, Chun Ouyang

AI总结:

IOTEL是一个用于生成物联网增强型对象中心事件日志的工具,通过结构化整合IoT数据,支持流程挖掘分析。

摘要:

将物联网(IoT)数据与业务流程事件日志整合对于分析增强型物联网流程至关重要,但因抽象层次的差异和数据源的分离而充满挑战。简单地将原始IoT数据整合到结果日志中会增加日志的大小和复杂性,通常需要在过程分析之前进行额外处理。尽管存在生成IoT增强型事件日志的工具,但它们要么依赖于专门的模式,要么专注于从传感器数据中提取事件日志,对将与流程相关的IoT数据整合到现有事件日志中的支持有限。为了解决这一差距,我们提出了IOTEL,一个系统生成IoT增强型对象中心事件日志(OCEL)的工具。基于OCEL模式,IOTEL使IoT数据的结构化整合成为可能,与现有流程挖掘工具兼容。它使从业者和研究人员能够分析增强型物联网业务流程,如在真实世界场景中所展示的。该工具的视频演示可在网络上获取。

英文摘要:

Integrating Internet of Things (IoT) data with business process event logs is crucial for analysing IoT-enhanced processes, yet remains challenging due to differences in abstraction levels and the separation of data sources. Simply incorporating raw IoT data increases the size and complexity of the resulting log, often requiring additional processing before process analysis can be performed. While tools for generating IoT-enriched event logs exist, they either rely on specialised schemas or focus on extracting event logs from sensor data, offering limited support for integrating process-relevant IoT data into existing event logs. To address this gap, we present IOTEL, a tool for systematically generating IoT-enriched object-centric event logs (OCEL). By building on the OCEL schema, IOTEL enables structured IoT data integration compatible with existing process mining tools. It support practitioners and researchers in analysing IoT-enhanced business processes, as demonstrated in a real-world scenario. A video demonstrating the tool is available online.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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