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

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

Research output: Contribution to journalArticlepeer-review

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 sub-fields. In this article, we explore the basis and interdependencies evident in current research and practice and delineate future research directions based on these considerations.

Original languageEnglish (US)
JournalACM Transactions on Modeling and Computer Simulation
Volume34
Issue number4
Early online dateAug 13 2024
DOIs
StatePublished - Aug 13 2024

Keywords

  • automation
  • communication
  • composition
  • intelligent modeling
  • Modeling
  • open challenges
  • reproducibility
  • reuse
  • simulation
  • simulation lifecycle
  • state of the art

ASJC Scopus subject areas

  • Modeling and Simulation
  • Computer Science Applications

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