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Analyzing project data in BIM with descriptive analytics to improve project performance

机译:使用描述性分析来分析BIM中的项目数据以提高项目绩效

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Purpose - The purpose of this paper is to expand the benefits of building information modeling (BIM) to include data analytics to analyze construction project performance. BIM is a great tool which improves communication and information flow between construction project parties. This research aims to integrate different types of data within the BIM environment, then, to perform descriptive data analytics. Data analytics helps in identifying hidden patterns and detecting relationships between different attributes in the database. Design/methodology/approach - This research is considered to be an inductive research that starts with an observation of integrating BIM and descriptive data analytics. Thus, the project's correspondence, daily progress reports and inspection requests are integrated within the project 5D BIM model. Subsequently, data mining comprising association analysis, clustering and trend analysis is performed. The research hypothesis is that descriptive data analytics and BIM have a great leverage to analyze construction project performance. Finally, a case study for a construction project is carried out to test the research hypothesis. Findings - The research finds that integrating BIM and descriptive data analytics helps in improving project communication performance, in terms of integrating project data in a structured format, efficiently retrieving useful information from project raw data and visualizing analytics results within the BIM environment. Originality/value - The research develops a dynamic model that helps in detecting hidden patterns and different progress attributes from construction project raw data.
机译:目的-本文的目的是扩展建筑信息模型(BIM)的好处,以包括分析建筑项目绩效的数据分析。 BIM是一个很好的工具,可以改善建设项目各方之间的沟通和信息流。这项研究旨在在BIM环境中集成不同类型的数据,然后执行描述性数据分析。数据分析有助于识别隐藏模式并检测数据库中不同属性之间的关系。设计/方法/方法-这项研究被认为是归纳研究,始于对BIM和描述性数据分析进行集成的观察。因此,项目的对应关系,日常进度报告和检查请求都集成在项目5D BIM模型中。随后,执行包括关联分析,聚类和趋势分析的数据挖掘。研究假设是描述性数据分析和BIM具有很大的杠杆作用来分析建设项目的绩效。最后,针对建设项目进行了案例研究,以检验研究假设。调查结果-研究发现,将BIM与描述性数据分析相集成有助于以结构化格式集成项目数据,有效地从项目原始数据中检索有用信息并在BIM环境中可视化分析结果,从而改善项目通信性能。原创性/价值-研究开发了一个动态模型,该模型有助于从建筑项目原始数据中检测隐藏模式和不同进度属性。

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