Evaluation of Different Features for Matching Point Clouds to Building Information Models

点云 建筑信息建模 匹配(统计) 过程(计算) 计算机科学 激光扫描 特征(语言学) 点(几何) 云计算 数据挖掘 点集注册 工程类 人工智能 激光器 相容性(地球化学) 几何学 哲学 物理 光学 操作系统 统计 化学工程 语言学 数学
作者
Tianyi Gao,Semiha Ergan,Burcu Akinci,James H. Garrett
出处
期刊:Journal of Computing in Civil Engineering [American Society of Civil Engineers]
卷期号:30 (1) 被引量:15
标识
DOI:10.1061/(asce)cp.1943-5487.0000425
摘要

With the increased usage of building information models (BIMs) during construction, has BIM become a medium for delivering as-built building information. It is important to maintain accurate and up-to-date information stored in a BIM so that it can become a reliable data source throughout the service life of a facility. Laser scanning technology is able to capture accurate geometric data in the form of a point cloud and to depict the existing condition of a building. Hence, point cloud data captured by laser scans can be used as references to update a given BIM. An important step during the update process is to match segments of elements captured by a point cloud to building components modeled in a BIM, so that the discrepancies between the two data sets can be identified. Typically, features depicted within point cloud segments and BIM components are used in the matching process. However, understanding is limited regarding which features enable the matching process and how these features perform. This paper describes six feature-based matching approaches that match segments of a point cloud to components modeled in a BIM. Next, it discusses the results of an experimental analysis conducted to evaluate the performance of different features used to match mechanical equipment and ductwork captured by point clouds to the corresponding objects modeled in an as-designed BIM.
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