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Semi-automated generation of parametric BIM for steel structures based on terrestrial laser scanning data

机译:基于地面激光扫描数据的钢结构参数BIM半自动生成

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摘要

As-built building information models (BIMs) are increasingly needed for construction project handover and facility management. To create as-built BIMs, laser scanning technology has gained popularity in the recent decades due to its high measurement accuracy and high measurement speed. However, most existing methods for creating as-built BIMs from laser scanning data involve plenty of manual work, thus becoming labor intensive and time consuming. To address the problems, this study presents a semi-automated approach that can obtain required parameters to create as-built BIMs for steel structures with complex connections from terrestrial laser scanning data. An algorithm based on principal component analysis (PCA) and cross-section fitting techniques is developed to retrieve the position and direction of each circular structural component from scanning data. An image-assisted edge point extraction algorithm is developed to effectively extract the boundaries of planar structural components. Normal-based region growing algorithm and random sample consensus (RANSAC) algorithm are adopted to model the connections between structural components. The proposed approach was validated on a bridge-like steel structure with four different types of structural components. The extracted asbuilt geometry was compared with the as-designed geometry to validate the accuracy of the proposed approach. The results showed that the proposed approach could efficiently and accurately extract the geometry information and generate parametric BIMs of steel structures.
机译:建设项目移交和设施管理越来越需要竣工建筑信息模型(BIM)。为了创建内置的BIM,近几十年来,激光扫描技术因其高测量精度和高测量速度而广受欢迎。但是,用于从激光扫描数据创建竣工BIM的大多数现有方法涉及大量的人工工作,因此变得劳动密集且费时。为了解决这些问题,本研究提出了一种半自动方法,该方法可以获取所需参数,以根据地面激光扫描数据为具有复杂连接的钢结构创建竣工的BIM。开发了一种基于主成分分析(PCA)和截面拟合技术的算法,以从扫描数据中检索每个圆形结构部件的位置和方向。提出了一种图像辅助边缘点提取算法,以有效提取平面结构组件的边界。采用基于法线的区域增长算法和随机样本共识(RANSAC)算法对结构构件之间的连接进行建模。所提出的方法在具有四种不同类型结构部件的桥状钢结构上得到了验证。将提取的竣工几何形状与竣工几何形状进行比较,以验证所提出方法的准确性。结果表明,该方法可以有效,准确地提取几何信息,并生成钢结构的参数化BIM。

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