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Accelerometer-based fall-portent detection algorithm for construction tiling operation

delete2017-12-01
delete46
PRE
AI
Y
Yi-Cho Fang
R
Ren‐Jye Dzeng *
DOI:10.1016/j.autcon.2017.09.015delete
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摘要

摘要

En 中文
Fall accidents are a major safety issue and a perennial problem in the construction industry. However, few studies have focused on detecting fall portents, identification of which may prevent falls from occurring. This study developed an accelerometer-based fall portent detection system that employed a hierarchical threshold based algorithm. We designed tiling experiments to evaluate the performance of the proposed system. The participants performed the tasks under normal, inebriation, and sleepiness conditions on a scaffold while four accelerometers were attached to their chest, waist, arm, and hand. The results revealed that the traditional threshold-based algorithms had unacceptable accuracies of less than 30.66%. Most false warnings could be attributed to misidentifications of work-related motions. However, the work-related motions had a limited effect on the hierarchical threshold-based algorithm, which exhibited a satisfactory detection rate and accuracy of 76.86% and 79.13%, respectively.
Keyword:
Construction safety
Fall accident, fall portent
Accelerometer
Hierarchical threshold-based algorithm
Tiling experiments
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期刊

Automation in Construction 封面图
Automation in Construction
IF:
11.5
论文数:
6.2K
被引数:
4.2W

机构

N
National Yang Ming Chiao Tung University
学者数:
2.5W
论文数: 2.3W
被引数: 2.2W
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