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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强度评估

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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:与其他工业工作相比,建筑工作的劳动强度更高。过度劳累的身体会导致安全问题,而建筑工人的监督总是有缺陷的。在中国,计件工作一直是评估工人工作量的常用方法,因为获取直接指标总是很不方便。为了改善这种情况,本文提出了一种基于智能手机传感器获取和劳动强度概念的方法来评估建筑工人的工作量。创建了一个基于智能手机平台的传感器应用程序,以有效地测量劳动强度,以便该应用程序能够以一种不引人注目的方式跟踪建筑工人的运动数据。此外,使用预处理和机器学习算法对25组实验数据进行分类。然后,测试了该方法的准确性。结果表明,该应用程序不仅满足便携性要求,而且其输出结果还满足监督建筑工人活动的准确性要求。本文的研究可以帮助建筑组织提高实时监控工人活动并评估工人全天工作量的智能管理水平。

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