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From sketch BIM to design BIM: An element identification approach using Industry Foundation Classes and object recognition

机译:从素描BIM设计BIM:使用行业基础类和对象识别的元素识别方法

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摘要

Building Information Modelling (BIM) is a promising technology for building lifecycle management. Currently, BIM has been extensively used in both the sketch design (sketch) and detailed design (design) stages. Due to different purposes and different BIM tools, the reusability of sketch BIM models in the design stage is still challenging. To address this issue, this study proposes a building element identification scheme using a segmentation-aggregation strategy, termed EI-SA. Since Industry Foundation Classes (IFC) is the international standard of BIM, the EI-SA is built according to the IFC specification. Firstly, the element identification Problem is formally defined, followed by the overall framework of the EI-SA. Then, a presentation-level BIM segmentation algorithm is developed to divide a sketch BIM model into slices of geometric representations. Thirdly, a representation aggregation scheme is proposed to solve the element identification problem. The representation aggregation scheme employs a triangle-triangle intersection to detect the geometric connection and an object recognition algorithm to identify elements. Finally, experiments were conducted on several sketch BIM models. The experiment results showed that the EI-SA identified 82.22% elements on average, which verified the effectiveness of the EI-SA. To the best of our knowledge, this study is the first to solve the building element identification problem according to IFC. The proposed EI-SA will bridge the gap between sketch BIM models and design BIM models, smooth the reusability of data from the sketch stage to downstream stages, and improve the design efficiency by avoiding the re-designing of building elements.
机译:建筑信息建模(BIM)是建立生命周期管理的有希望的技术。目前,BIM已广泛用于草图设计(草图)和详细设计(设计)阶段。由于不同的目的和不同的BIM工具,设计阶段的草图BIM模型的可重用性仍然具有挑战性。为了解决这个问题,本研究提出了使用分割 - 聚合策略的建筑元素识别方案,称为EI-SA。由于工业基金会课程(IFC)是BIM的国际标准,EI-SA根据IFC规范构建。首先,正式定义元素识别问题,然后是EI-SA的整体框架。然后,开发了一种呈现级别BIM分段算法以将草图BIM模型划分为几何表示的切片。第三,提出了一种表示聚合方案来解决元素识别问题。表示聚合方案采用三角形三角形交叉来检测几何连接和对象识别算法来识别元素。最后,在几种草图BIM模型上进行了实验。实验结果表明,EI-SA平均确定了82.22%的元素,验证了EI-SA的有效性。据我们所知,这项研究是根据IFC解决建筑元素识别问题的研究。所提出的EI-SA将介绍绘制BIM模型与设计BIM模型之间的差距,使数据从草图阶段与下游阶段的可重用性平滑,并通过避免重新设计建筑元素来提高设计效率。

著录项

  • 来源
    《Building and Environment》 |2021年第1期|107423.1-107423.13|共13页
  • 作者单位

    Cent South Univ Sch Civil Engn Dept Engn Management Changsha 410075 Peoples R China;

    Beijing Univ Civil Engn & Architecture Beijing Key Lab Intelligent Proc Bldg Big Data Beijing 100044 Peoples R China;

    CNPC Managers Training Inst Beijing 100096 Peoples R China;

    Anhui Jianzhu Univ Sch Elect & Informat Engn Hefei 230601 Peoples R China;

    Beijing Univ Civil Engn & Architecture Beijing Key Lab Intelligent Proc Bldg Big Data Beijing 100044 Peoples R China;

    Beijing Univ Civil Engn & Architecture Beijing Key Lab Intelligent Proc Bldg Big Data Beijing 100044 Peoples R China;

    Ohio State Univ Columbus OH 43210 USA;

    Beijing Univ Civil Engn & Architecture Beijing Key Lab Intelligent Proc Bldg Big Data Beijing 100044 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Building information modelling (BIM); Element identification; Industry Foundation Classes (IFC); Sketch BIM; Design BIM; Object recognition;

    机译:建设信息建模(BIM);元素识别;工业基础课程(IFC);素描BIM;设计BIM;对象识别;

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