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Agent-based simulations for advanced supply chain planning and scheduling: The FAMASS methodological framework for requirements analysis

机译:用于高级供应链计划和调度的基于代理的模拟:需求分析的FAMASS方法论框架

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摘要

Agent-based systems have been employed in the Supply Chain Management field since the 1990s. In spite of its appealing and extensive use in both research and practice, the agent technology and its integration with advanced supply chain planning and scheduling tools still represent an emergent field with many open research questions. Particularly, the literature fails to provide an integrated framework to identify, model and conduct simulation experiments covering the whole simulation cycle. Indeed, the initial modelling effort performed at the analysis phase is especially neglected by the literature concerned. This early phase is critical because it considerably influences the whole development process as well as the resulting simulation experiments. Thus, this article presents a novel methodological framework called FAMASS (FORAC Architecture for Modelling Agent-based Simulation for Supply chain planning), which provides: (i) a uniform representation of distributed advanced supply chain planning and scheduling systems using agent technology; and (ii) a methodological approach supporting analysts in defining functional requirements of possible simulation experiments. The proposed methodological framework was tested through a real-scale proof-of-concept case employing data from two industrial partners.
机译:自1990年代以来,基于代理的系统已用于供应链管理领域。尽管代理技术及其在研究和实践中的吸引力和广泛使用,但其与先进的供应链计划和调度工具的集成仍然代表着一个新兴领域,存在许多开放性研究问题。特别是,文献没有提供识别,建模和进行涵盖整个模拟周期的模拟实验的集成框架。确实,有关文献尤其忽略了在分析阶段进行的初始建模工作。早期阶段至关重要,因为它会极大地影响整个开发过程以及由此产生的仿真实验。因此,本文提出了一种新颖的方法框架,称为FAMASS(用于基于Agent的供应链计划仿真建模的FORAC体系结构),该框架提供:(i)使用代理技术的分布式高级供应链计划和调度系统的统一表示; (ii)支持分析人员定义可能的模拟实验的功能要求的方法论方法。通过使用来自两个行业合作伙伴的数据的真实概念验证案例对所提出的方法框架进行了测试。

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