评估预制建筑供应链中的数字化转型准备:多层次模型和公平意识优化方法

IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Zhen-Song Chen , Kou-Dan Chen , Kannan Govindan , Maxwell Fordjour Antwi-Afari
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引用次数: 0

摘要

预制建筑通过非现场制造和现场组装来提高效率和可持续性,从而彻底改变了行业。尽管具有潜力,但装配式建筑供应链(PCSCs)的数字化转型并没有跟上工业4.0的步伐,导致信息碎片化和运营效率低下。更重要的是,为PCSC数字化转型建立结构良好的准备模型和可操作的评估框架的关注有限。本研究通过开发一个专门为pcsc量身定制的全面、多层次的准备模型来解决这一差距,该模型涵盖了技术、战略、伙伴关系和人员等方面。为了准确评估数字化转型的准备程度,我们提出了一个公平感知的双目标优化模型,该模型在考虑与公平问题相关的个人行为因素的同时,聚合了概率专家意见。将该模型应用于某PCSC项目,验证了该模型的可行性和有效性。结果验证了模型提供健壮的准备评估的能力,确定了需要改进的关键领域,并为涉众提供了可操作的见解。本研究通过为pcsc开始数字化转型之旅提供实践指导,填补了文献中的一个关键空白。提出的框架通过解决数字化转型的技术和管理方面的问题,为寻求向数字化供应链过渡的组织提供了一个有价值的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluating digital transformation readiness in prefabricated construction supply chains: A multi-level model and fairness-aware optimization approach
Prefabricated construction is revolutionizing the industry by promoting efficiency and sustainability through off-site manufacturing and on-site assembly. Despite its potential, the digital transformation of prefabricated construction supply chains (PCSCs) has not kept pace with Industry 4.0 advancements, resulting in fragmented information and operational inefficiencies. Even more, limited attention has been paid to establishing both a well-structured readiness model for PCSC digital transformation and an actionable assessment framework. This study addresses this gap by developing a comprehensive, multi-level readiness model tailored specifically for PCSCs, encompassing dimensions of technology, strategy, partnership, and personnel. To accurately evaluate digital transformation readiness, we propose a fairness-aware bi-objective optimization model that aggregates probabilistic expert opinions while considering individual behavioral factors related to fairness concerns. The model was applied in a case study of a PCSC project, demonstrating its feasibility and effectiveness. Results validated the model’s capability to provide a robust readiness assessment, identifying critical areas for improvement and offering actionable insights for stakeholders. This research fills a critical gap in the literature by providing practical guidance for PCSCs embarking on their digital transformation journey. The proposed framework serves as a valuable tool for organizations seeking to transition to digital supply chains by addressing both technical and managerial aspects of digital transformation.
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来源期刊
Journal of Industrial Information Integration
Journal of Industrial Information Integration Decision Sciences-Information Systems and Management
CiteScore
22.30
自引率
13.40%
发文量
100
期刊介绍: The Journal of Industrial Information Integration focuses on the industry's transition towards industrial integration and informatization, covering not only hardware and software but also information integration. It serves as a platform for promoting advances in industrial information integration, addressing challenges, issues, and solutions in an interdisciplinary forum for researchers, practitioners, and policy makers. The Journal of Industrial Information Integration welcomes papers on foundational, technical, and practical aspects of industrial information integration, emphasizing the complex and cross-disciplinary topics that arise in industrial integration. Techniques from mathematical science, computer science, computer engineering, electrical and electronic engineering, manufacturing engineering, and engineering management are crucial in this context.
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