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Assessment of Construction Workers' Labor Intensity Based on Wearable Smartphone System

机译:基于可穿戴智能手机系统的建筑工人劳动力的评估

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摘要

Construction jobs are more labor intensive than other industrial jobs. Safety problems caused by overworked bodies are common, and the supervision of construction workers is always flawed. In China, piecework has long been the common way to evaluate workers' workloads, because it is always inconvenient to obtain direct indicators. To improve this situation, this paper proposes a method based on smartphone sensor acquisition and the concept of labor intensity to evaluate construction workers' workloads. A sensor application based on the smartphone platform was created to effectively measure labor intensity so that the application could track construction workers' movement data in an unobtrusive way. Moreover, preprocessing and a machine learning algorithm were used to classify 25 groups of experimental data. Then, the accuracy of the method was tested. It was shown that not only did the application meet the portability requirement, but its output also satisfied the accuracy requirement for supervising construction workers' activity. The research presented in this paper can help construction organizations promote the intelligent management level of monitoring workers' activity in real time and evaluating the workers' whole-day workload.
机译:建设工作更加劳动,而不是其他工业工作。过度劳累的身体引起的安全问题是常见的,建筑工人的监督总是有缺陷的。在中国,DictionWork长期以来一直是评估工人工作负载的常见方式,因为获得直接指标总是不方便。为了改善这种情况,本文提出了一种基于智能手机传感器采集的方法和劳动强度概念来评估建筑工程工作负载。创建了一种基于智能手机平台的传感器应用,以有效地测量劳动力强度,以便应用程序可以以不引人注目的方式跟踪建筑工人的运动数据。此外,预处理和机器学习算法用于分类25组实验数据。然后,测试该方法的准确性。据表明,该申请不仅符合可移植性要求,而且其产出还满足了监督建设工人活动的准确性要求。本文提出的研究可以帮助建设组织在实时促进监测工人活动的智能管理水平,并评估工人的整天工作量。

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