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

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publicationProceedings of the 41st International Symposium on Automation and Robotics in Construction, ISARC 2024
PublisherInternational Association for Automation and Robotics in Construction (IAARC)
Pages838-846
Number of pages9
ISBN (Electronic)9780645832211
DOIs
StatePublished - 2024
Event41st International Symposium on Automation and Robotics in Construction, ISARC 2024 - Lille, France
Duration: Jun 3 2024Jun 5 2024

Publication series

NameProceedings of the International Symposium on Automation and Robotics in Construction
ISSN (Electronic)2413-5844

Conference

Conference41st International Symposium on Automation and Robotics in Construction, ISARC 2024
Country/TerritoryFrance
CityLille
Period06/3/2406/5/24

Keywords

  • automation
  • concrete floor
  • flatness
  • levelness
  • real-time

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