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Flat and Level Analysis Tool (FLAT) for real-time automated segmentation and analysis of concrete slab point clouds

by Nolan W Hayes, Bryan P Maldonado Puente, Mengjia Tang, Diana E Hun
Publication Type
Conference Paper
Book Title
2024 Proceedings of the 41st ISARC, Lille, France
Publication Date
Page Numbers
838 to 846
Publisher Location
United Kingdom
Conference Name
ISARC 2023: 41st International Symposium on Automation and Robotics in Construction
Conference Location
Lille, France
Conference Sponsor
The International Association for Automation and Robotics in Construction
Conference Date
-

In the United States, the flatness and levelness of concrete floors during construction is traditionally specified by a maximum allowable gap under a 3 meter straightedge. However, the straightedge method is inexact and rarely representative of the entire floor since the technician is free to choose any location on the floor to perform the measurement. In cases requiring a higher degree of precision and repeatability, concrete floor flatness and levelness can be measured using the standard test method ASTM E1155. With the recent introduction of advanced surveying instruments such as robotic theodolites and terrestrial laser scanners (TLS), the means now exist to modernize and expedite the measurement of floor flatness and levelness. This paper details the development and demonstration of a digital tool, named the Flat and Level Analysis Tool (FLAT), to automate and expedite the segmentation and analysis of flatness and levelness from dense point cloud data of concrete floor slabs. Segmentation algorithms were developed using unsupervised machine learning to extract the set of points belonging to the concrete floor slab from a full 360 scan of a construction site. After segmentation, automated analysis algorithms report the results according to the standard method. The developed algorithms were demonstrated on a dense point cloud captured from a concrete slab-on-grade at a construction site. Results show that the digital tool can quickly provide estimates for floor flatness and levelness with minimal human involvement with comparable accuracy to manual methods.