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Dependency Structure Matrix and Hierarchical Clustering based algorithm for optimum module identification in MEP systems

机译:依赖结构矩阵和基于层次聚类的MEP系统最优模块识别算法

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摘要

Modular prefabrication of mechanical, electrical and plumbing (MEP) systems has become more prevalent during the last decade with the growth of the prefabricated construction industry. However, it is currently accomplished only for smaller systems where integrated packaged units are applied in heating, ventilation and air conditioning (HVAC) and other building services installations. The term 'optimum modularity' is rarely accurately used in the industry due to lack of an efficient modularisation method. In this investigation, an automated efficient modularisation algorithm has been developed using an approach which combines fuzzy logic, Dependency Structure Matrix (DSM) and Hierarchical Clustering (HC) methods. The developed algorithm achieves minimum total installation cost by identifying the optimum number modules and module division points based on assembly cost and the handling cost of each module. It is shown that the optimum modularity for a system is highly dependent on the module dimensions and the module division point.
机译:在过去的十年中,随着预制建筑行业的发展,机械,电气和管道(MEP)系统的模块化预制已经变得越来越普遍。但是,当前仅在较小的系统中实现此目的,在该系统中,集成包装单元应用于采暖,通风和空调(HVAC)以及其他建筑服务安装中。由于缺乏有效的模块化方法,术语“最佳模块化”在行业中很少准确使用。在这项研究中,使用结合了模糊逻辑,依赖结构矩阵(DSM)和层次聚类(HC)方法的方法,开发了一种自动有效的模块化算法。通过根据组装成本和每个模块的处理成本确定最佳数量的模块和模块划分点,开发出的算法可将总安装成本降至最低。结果表明,系统的最佳模块化高度依赖于模块尺寸和模块分割点。

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  • 来源
    《Automation in construction》 |2019年第8期|153-178|共26页
  • 作者单位

    Univ Melbourne, Melbourne Sch Engn, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia;

    Univ Melbourne, Melbourne Sch Engn, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia|Univ Melbourne, Arc Training Ctr Adv Mfg Prefabricated Housing, Melbourne, Vic 3010, Australia;

    Univ Melbourne, Melbourne Sch Engn, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia|Univ Melbourne, Arc Training Ctr Adv Mfg Prefabricated Housing, Melbourne, Vic 3010, Australia;

    Univ Melbourne, Melbourne Sch Engn, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia;

    Univ Melbourne, Melbourne Sch Engn, Dept Infrastruct Engn, Melbourne, Vic 3010, Australia|Univ Melbourne, Arc Training Ctr Adv Mfg Prefabricated Housing, Melbourne, Vic 3010, Australia;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Building information modelling; Modular prefabrication; MEP plantrooms; Hierarchical Clustering; Optimum modularity;

    机译:建筑信息模型;模块化预制;MEP厂房;分层聚类;最佳模块化;

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