高铁建设项目复杂系统中界面管理风险的交互机制:基于关联规则挖掘的建模框架

IF 3.6 2区 工程技术 Q1 ENGINEERING, CIVIL
Yuanwen Han, Jiang Shen, Xuwei Zhu, Bang An, Xueying Bao
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引用次数: 0

摘要

设计/方法/途径 本文引入关联规则挖掘技术,改进了复杂网络建模方法。以中国为例,基于利益相关者视角,系统识别高铁建设项目界面管理风险因素和重大事故类型,并建立数据库。研究结果表明,该网络既是无标度网络,又是小世界网络,这意味着施工事故并非随机事件,而是众多界面管理风险之间强烈相互作用的结果。承包商、技术接口、机械设备和环境因素是事故的主要直接因果关系,而业主和设计者则是重要的间接因果关系。在考虑了各因素之间的间接相关性后,业主、设计人员和监理人员等利益相关者的全局重要性显著上升。原创性/价值界面管理风险之间的相互作用机制尚不明确,这是影响风险应对措施决策的重要因素。本研究提出了一种新的界面管理风险应对策略分析方法,该方法结合了定量分析方法,并考虑了界面管理风险之间的相互作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interaction mechanisms of interface management risks in complex systems of high-speed rail construction projects: an association rule mining-based modeling framework

Purpose

This study aims to develop an interface management risk interaction modeling and analysis methodology applicable to complex systems in high-speed rail construction projects, reveal the interaction mechanism of interface management risk and provide theoretical support for project managers to develop appropriate interface management risk response strategies.

Design/methodology/approach

This paper introduces the association rule mining technique to improve the complex network modeling method. Taking China as an example, based on the stakeholder perspective, the risk factors and significant accident types of interface management of high-speed rail construction projects are systematically identified, and a database is established. Then, the Apriori algorithm is used to mine and analyze the strong association rules among the factors in the database, construct the complex network, and analyze its topological characteristics to reveal the interaction mechanism of the interface management risk of high-speed rail construction projects.

Findings

The results show that the network is both scale-free and small-world, implying that construction accidents are not random events but rather the result of strong interactions between numerous interface management risks. Contractors, technical interfaces, mechanical equipment, and environmental factors are the primary direct causal factors of accidents, while owners and designers are essential indirect causal factors. The global importance of stakeholders such as owners, designers, and supervisors rises significantly after considering the indirect correlations between factors. This theoretically explains the need to consider the interactions between interface management risks.

Originality/value

The interaction mechanism between interface management risks is unclear, which is an essential factor influencing the decision of risk response measures. This study proposes a new methodology for analyzing interface management risk response strategies that incorporate quantitative analysis methods and considers the interaction of interface management risks.

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来源期刊
Engineering, Construction and Architectural Management
Engineering, Construction and Architectural Management Business, Management and Accounting-General Business,Management and Accounting
CiteScore
8.10
自引率
19.50%
发文量
226
期刊介绍: ECAM publishes original peer-reviewed research papers, case studies, technical notes, book reviews, features, discussions and other contemporary articles that advance research and practice in engineering, construction and architectural management. In particular, ECAM seeks to advance integrated design and construction practices, project lifecycle management, and sustainable construction. The journal’s scope covers all aspects of architectural design, design management, construction/project management, engineering management of major infrastructure projects, and the operation and management of constructed facilities. ECAM also addresses the technological, process, economic/business, environmental/sustainability, political, and social/human developments that influence the construction project delivery process. ECAM strives to establish strong theoretical and empirical debates in the above areas of engineering, architecture, and construction research. Papers should be heavily integrated with the existing and current body of knowledge within the field and develop explicit and novel contributions. Acknowledging the global character of the field, we welcome papers on regional studies but encourage authors to position the work within the broader international context by reviewing and comparing findings from their regional study with studies conducted in other regions or countries whenever possible.
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