Action Recognition Using a Wristband-Type Activity Tracker: Case Study of Masonry Work

Juhyeong Ryu, Joonoh Seo, Meiyin Liu, Sanghyun Lee, Carl T. Haas

Research output: Chapter in book / Conference proceedingConference article published in proceeding or bookAcademic researchpeer-review

17 Citations (Scopus)

Abstract

Given that labor is one of the most important resources in a construction project, collecting field data on workers' activities (i.e., work sampling) is critical to understanding and managing workers' performance for a productivity analysis. Unlike manual observation used for work sampling, automated action recognition and analysis using sensors, such as motion and image sensors, enable continuous worker monitoring and corresponding task assessment. Among diverse sensors, an accelerometer has great potential for automated action recognition due to its data richness and mobility. In this paper, we propose wrist-worn accelerometer-based action recognition with selected features and classifiers and apply it to masonry work to demonstrate its feasibility. The novelty of this approach is the use of a single affordable wrist-worn sensor, which would not interfere with workers' ongoing work. The result shows that Multilayer Perceptron classifier can achieve about 97% of accuracy in posture classification in masonry work. The proposed approach has an immense potential to be used for non-intrusive action recognition for construction workers, which can open a door for diverse productivity analyses.
Original languageEnglish
Title of host publicationConstruction Research Congress 2016
Subtitle of host publicationOld and New Construction Technologies Converge in Historic San Juan - Proceedings of the 2016 Construction Research Congress, CRC 2016
PublisherAmerican Society of Civil Engineers (ASCE)
Pages790-799
Number of pages10
ISBN (Electronic)9780784479827
DOIs
Publication statusPublished - 1 Jan 2016
Externally publishedYes
EventConstruction Research Congress 2016: Old and New Construction Technologies Converge in Historic San Juan, CRC 2016 - San Juan, Puerto Rico
Duration: 31 May 20162 Jun 2016

Conference

ConferenceConstruction Research Congress 2016: Old and New Construction Technologies Converge in Historic San Juan, CRC 2016
CountryPuerto Rico
CitySan Juan
Period31/05/162/06/16

ASJC Scopus subject areas

  • Civil and Structural Engineering
  • Building and Construction

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