Context, Composition, Automation, and Communication - The C2AC Roadmap for Modeling and Simulation

IF 0.7 4区 计算机科学 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS ACM Transactions on Modeling and Computer Simulation Pub Date : 2024-06-19 DOI:10.1145/3673226
Adelinde M Uhrmacher, Peter Frazier, Reiner Hähnle, Franziska Klügl, Fabian Lorig, Bertram Ludäscher, Laura Nenzi, Cristina Ruiz-Martin, Bernhard Rumpe, Claudia Szabo, Gabriel Wainer, Pia Wilsdorf
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Abstract

Simulation has become, in many application areas, a sine-qua-non. Most recently, COVID-19 has underlined the importance of simulation studies and limitations in current practices and methods. We identify four goals of methodological work for addressing these limitations. The first is to provide better support for capturing, representing, and evaluating the context of simulation studies, including research questions, assumptions, requirements, and activities contributing to a simulation study. In addition, the composition of simulation models and other simulation studies’ products must be supported beyond syntactical coherence, including aspects of semantics and purpose, enabling their effective reuse. A higher degree of automating simulation studies will contribute to more systematic, standardized simulation studies and their efficiency. Finally, it is essential to invest increased effort into effectively communicating results and the processes involved in simulation studies to enable their use in research and decision-making. These goals are not pursued independently of each other, but they will benefit from and sometimes even rely on advances in other subfields. In the present paper, we explore the basis and interdependencies evident in current research and practice and delineate future research directions based on these considerations.

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情境、组合、自动化和通信--建模与仿真的 C2AC 路线图
在许多应用领域,模拟已成为一项必要条件。最近,COVID-19 强调了模拟研究的重要性以及当前实践和方法的局限性。为解决这些局限性,我们确定了方法论工作的四个目标。首先是提供更好的支持,以捕捉、表示和评估模拟研究的背景,包括研究问题、假设、要求和有助于模拟研究的活动。此外,还必须支持仿真模型和其他仿真研究产品的组合,而不仅仅是语法上的一致性,包括语义和目的等方面,从而实现有效的重复使用。提高仿真研究的自动化程度将有助于提高仿真研究的系统化、标准化和效率。最后,必须加大力度,有效宣传模拟研究的结果和过程,以便在研究和决策中加以利用。这些目标并不是独立追求的,但它们将受益于、有时甚至依赖于其他子领域的进步。在本文中,我们将探讨当前研究与实践中明显存在的基础和相互依存关系,并基于这些考虑因素勾勒出未来的研究方向。
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来源期刊
ACM Transactions on Modeling and Computer Simulation
ACM Transactions on Modeling and Computer Simulation 工程技术-计算机:跨学科应用
CiteScore
2.50
自引率
22.20%
发文量
29
审稿时长
>12 weeks
期刊介绍: The ACM Transactions on Modeling and Computer Simulation (TOMACS) provides a single archival source for the publication of high-quality research and developmental results referring to all phases of the modeling and simulation life cycle. The subjects of emphasis are discrete event simulation, combined discrete and continuous simulation, as well as Monte Carlo methods. The use of simulation techniques is pervasive, extending to virtually all the sciences. TOMACS serves to enhance the understanding, improve the practice, and increase the utilization of computer simulation. Submissions should contribute to the realization of these objectives, and papers treating applications should stress their contributions vis-á-vis these objectives.
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