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Automatic spatio-temporal analysis of construction site equipment operations using GPS data

机译:使用GPS数据自动进行工地设备运行的时空分析

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摘要

A literature review revealed several major shortcomings in the analysis of construction equipment operations data, for example, the lack of using realistic or real-time positioning data that can feed into an equipment operations analysis or simulation model. This paper presents technology and algorithms that have the potential in aiding the automated assessment of construction site equipment operations. Utilizing commercially available low-cost global positioning system (GPS) devices enables the continuous data logging of equipment location in addition to simultaneously recording timestamps. However, before any such spatio-temporal equipment data can be reliably collected on construction sites, the error rate of the GPS devices had to be evaluated. Data analysis methods and rules for monitoring construction site equipment operations and activity were then defined. A detailed software interface was finally created that allows a user to set, analyze, and visualize several important equipment parameters towards achieving the goal of creating more realistic equipment operation analysis and potential for inclusion in simulation models. Results from field experiments show that the developed technology is able to identify and track equipment activity- and safety-related information automatically for job site performance and layout decision making, respectively. The presented work will aid construction project managers in making better decisions to plan, manage, and control equipment-related work tasks on construction sites.
机译:一篇文献综述揭示了建筑设备运行数据分析中的几个主要缺陷,例如,缺乏使用可用于设备运行分析或仿真模型的现实或实时定位数据。本文介绍了可能有助于辅助建筑工地设备运行的自动化评估的技术和算法。利用市售的低成本全球定位系统(GPS)设备,除了可以同时记录时间戳外,还可以连续记录设备位置。但是,在可以在建筑工地上可靠地收集任何此类时空设备数据之前,必须评估GPS设备的错误率。然后定义了用于监控施工现场设备运行和活动的数据分析方法和规则。最终创建了一个详细的软件界面,该界面允许用户设置,分析和可视化几个重要的设备参数,以实现创建更现实的设备操作分析和潜在地包含在仿真模型中的目标。现场实验的结果表明,开发的技术能够分别识别和跟踪与设备活动和安全相关的信息,以分别用于工作现场性能和布局决策。提出的工作将帮助建筑项目经理做出更好的决策,以计划,管理和控制建筑工地上与设备相关的工作任务。

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