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Exploring the association rules of work activities for producing precast components

机译:探索生产预制零件的工作活动的关联规则

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Precast concrete components production in the construction industry is a highly labor-intensive and experience-oriented process. This research aims to explore the association rules of precast production procedures in order to optimize production efficiency and costs. Precast concrete production data from 2008 to 2017 in Taiwan were collected and a database on three major construction components, namely columns, girders, and beams, was established. A total of 18,854 columns, 19,558 beams, and 16,731 girders were found, and each component contains a 14-step production procedure. The Pearson correlation analysis was carried out to determine the relationship between the production procedures, and the Apriori algorithm was adopted with the confidence level and support value of the parameters set at 90% and 14%, respectively. The results revealed that the lofting process significantly influences other procedures for girder production, while for beam and column productions, item pre-installation significantly influences other procedures.
机译:建筑行业中预制混凝土构件的生产是一项劳动密集型和以经验为导向的过程。本研究旨在探索预制生产程序的关联规则,以优化生产效率和成本。收集了台湾从2008年至2017年的预制混凝土生产数据,并建立了有关三个主要建筑组成部分(即柱,大梁和大梁)的数据库。共发现18,854根柱子,19,558根横梁和16,731个大梁,每个组件包含14个步骤的生产过程。进行了Pearson相关分析以确定生产程序之间的关系,并采用Apriori算法,将参数的置信度和支持值分别设置为90%和14%。结果表明,放样过程会显着影响大梁生产的其他过程,而对于梁和柱生产,物品预安装会显着影响其他过程。

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