Models and P4R asset description for digital twin-based advanced planning and scheduling using cyber-physical integration for resilient production operation

IF 12.2 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL
Kyu-Tae Park , Ju-Yong Lee , Moon-Won Park , Yang Ho Park , Joung-Yun Lee , Yun-Hyok Choi
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Abstract

Advanced planning and scheduling (APS) addresses the complex and uncertain nature of production control. A digital twin (DT), which incorporates simulations through cyber-physical integration, provides an advanced functionality for APS. To facilitate efficient design and implementation, a DT-based APS must satisfy three requirements: technical functionalities for resilience, robust models for diverse operational constraints, and efficient interoperability through cyber-physical integration. Although several studies have proposed the use of DT as a primary technology for APS, proposals that address the process, functionality, integration, and information models are lacking. Additionally, the existing asset descriptions cannot adequately capture the sophisticated characteristics of DT and necessary informational elements for APS. Thus, this study designed a process model, functionalities, and integration models for the DT-based APS and asset descriptions for snapshot synchronization. Crucial service-compositions and functionalities were defined using work-center-level lifecycles. Consequently, a process model was developed, which focused on core activities for resilience. Moreover, horizontal integration between DT and control functionalities and vertical integration between DT and standards, were proposed to enhance the DT-based APS. The proposed method effectively managed the product, process, plan, plant, and resource classes by ensuring adherence to asset administration shell principles. To validate the effectiveness of the proposed methods, two work centers with distinctly different characteristics were employed and demonstrated dominant preventive measures compared to static functionality-based methods. The primary contributions encompass the facilitation of integration and interoperability within a DT-based APS. The proposed methods support the advanced characteristics of DT, ensuring robustness and neutrality across heterogeneous operational contexts.

基于数字孪生的先进规划和调度模型及 P4R 资产描述,利用网络-物理集成实现弹性生产运营
高级计划和调度(APS)可解决生产控制的复杂性和不确定性。数字孪生(DT)通过网络-物理集成将模拟融入其中,为 APS 提供了先进的功能。为促进高效设计和实施,基于数字孪生的 APS 必须满足三个要求:具有弹性的技术功能、针对不同操作限制的稳健模型,以及通过网络物理集成实现的高效互操作性。虽然已有多项研究提出将 DT 作为 APS 的主要技术,但缺乏针对流程、功能、集成和信息模型的建议。此外,现有的资产描述无法充分反映 DT 的复杂特性和 APS 所需的信息要素。因此,本研究为基于 DT 的 APS 设计了流程模型、功能和集成模型,并为快照同步设计了资产描述。利用工作中心级别的生命周期定义了关键的服务组合和功能。因此,开发了一个流程模型,其重点是复原力的核心活动。此外,还提出了 DT 与控制功能之间的横向整合以及 DT 与标准之间的纵向整合,以增强基于 DT 的 APS。建议的方法通过确保遵守资产管理外壳原则,有效地管理了产品、流程、计划、工厂和资源类别。为了验证所提方法的有效性,我们采用了两个具有明显不同特征的工作中心,与基于静态功能的方法相比,这两个工作中心的预防措施具有优势。主要贡献包括促进基于 DT 的 APS 内部的集成和互操作性。所提出的方法支持 DT 的高级特性,确保了在不同操作环境下的稳健性和中立性。
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来源期刊
Journal of Manufacturing Systems
Journal of Manufacturing Systems 工程技术-工程:工业
CiteScore
23.30
自引率
13.20%
发文量
216
审稿时长
25 days
期刊介绍: The Journal of Manufacturing Systems is dedicated to showcasing cutting-edge fundamental and applied research in manufacturing at the systems level. Encompassing products, equipment, people, information, control, and support functions, manufacturing systems play a pivotal role in the economical and competitive development, production, delivery, and total lifecycle of products, meeting market and societal needs. With a commitment to publishing archival scholarly literature, the journal strives to advance the state of the art in manufacturing systems and foster innovation in crafting efficient, robust, and sustainable manufacturing systems. The focus extends from equipment-level considerations to the broader scope of the extended enterprise. The Journal welcomes research addressing challenges across various scales, including nano, micro, and macro-scale manufacturing, and spanning diverse sectors such as aerospace, automotive, energy, and medical device manufacturing.
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