港珠澳大桥建设动态供应链能力分析:主题建模方法

E. Ekanayake, G. Shen, M. Kumaraswamy, Jin Xue
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引用次数: 2

摘要

装配式建筑作为一种首选的建筑方式,推动了香港建筑供应链的重大技术进步。港珠澳大桥(HZMB)是一个里程碑式的预制建筑项目,成功地利用了这些工业进步。然而,该项目本身是一个巨大的挑战,因为由于复杂的供应链流程,它极易受到中断的影响。在这方面,增加弹性可能是通过增强供应链能力(SCC)来提高项目绩效的关键,其中识别SCC动态变得至关重要。因此,本研究采用主题随时间建模方法,利用2003年至2018年期间港珠澳大桥从项目设计到移交的1,748份非结构化官方文件,检测关键SCCs。通过对文本的流行趋势分析,可以确定与规划、施工和移交的每个施工阶段相关的六种最关键的能力。在此基础上,根据能力的流行趋势及其与不同项目阶段的相关性,绘制了一个事后能力评价图。行业从业者将受益于scc的先验知识及其对每个项目阶段的动态影响,以便在未来预制基础设施开发项目的事前决策中优先考虑充分和适当地启动scc,以价值增强弹性供应链为目标。此外,文本挖掘研究方法为学术界在建筑SCC分析研究中从大量非结构化文档中提取动态经验线索提供了一种有效的新机制。
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DYNAMIC SUPPLY CHAIN CAPABILITY ANALYSIS OF HONG KONG-ZHUHAI-MACAO BRIDGE CONSTRUCTION: A TOPIC MODELING APPROACH
Prefabricated construction as a preferred construction approach instigated significant technological advancements in construction supply chains in Hong Kong (HK). The Hong Kong-Zhuhai-Macao Bridge (HZMB) was a milestone prefabricated construction project which was successfully constructed using these industrial advancements. However, the project itself was a great challenge as it was highly vulnerable to disruptions due to complex supply chain processes. In this regard, increased resilience could be the key to boosting project performance through enhanced Supply Chain Capabilities (SCCs), where identifying SCC dynamics becomes essential. Therefore, this study employed the Topic Over Time Modeling approach to detect critical SCCs using 1,748 unstructured official documents on the HZMB from 2003 to 2018, which spans the period from project design to handover. The popularity trend analysis of texts enabled identifying the six most critical capabilities associated with each construction phase of planning, construction and handover. Thereafter, an ex-post capability evaluation map was developed by considering the popularity trend of capabilities and their relevance to different project phases. Industry practitioners would benefit from prior knowledge of SCCs and their dynamic impact on each project phase to prioritize initiating them adequately and appropriately, targeting value-enhanced-resilient supply chains in ex-ante decision-making of future prefabricated infrastructure development projects. Further, the text-mining research approach unveils to academia, an effective and novel mechanism to extract dynamic empirical clues from a large unstructured set of documents in construction SCC analysis research.
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