Design Patterns for Multilevel Modeling and Simulation Article Swipe
Luca Serena
,
Moreno Marzolla
,
Gabriele D’Angelo
,
Stefano Ferretti
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1109/ds-rt58998.2023.00015
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.1109/ds-rt58998.2023.00015
Multilevel modeling and simulation (M&S) is becoming increasingly relevant\ndue to the benefits that this methodology offers. Multilevel models allow users\nto describe a system at multiple levels of detail. From one side, this can make\nbetter use of computational resources, since the more detailed and\ntime-consuming models can be executed only when/where required. From the other\nside, multilevel models can be assembled from existing components, cutting down\ndevelopment and verification/validation time. A downside of multilevel M&S is\nthat the development process becomes more complex due to some recurrent issues\ncaused by the very nature of multilevel models: how to make sub-models\ninteroperate, how to orchestrate execution, how state variables are to be\nupdated when changing scale, and so on. In this paper, we address some of these\nissues by presenting a set of design patterns that provide a systematic\napproach for designing and implementing multilevel models. The proposed design\npatterns cover multiple aspects, including how to represent different levels of\ndetail, how to combine incompatible models, how to exchange data across models,\nand so on. Some of the patterns are derived from the general software\nengineering literature, while others are specific to the multilevel M&S\napplication area.\n
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Metadata
- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.1109/ds-rt58998.2023.00015
- OA Status
- green
- Cited By
- 2
- References
- 26
- Related Works
- 10
- OpenAlex ID
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All OpenAlex metadata
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- OpenAlex ID
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https://openalex.org/W4388483097Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1109/ds-rt58998.2023.00015Digital Object Identifier
- Title
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Design Patterns for Multilevel Modeling and SimulationWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
- Publication year
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2023Year of publication
- Publication date
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2023-10-04Full publication date if available
- Authors
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Luca Serena, Moreno Marzolla, Gabriele D’Angelo, Stefano FerrettiList of authors in order
- Landing page
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https://doi.org/10.1109/ds-rt58998.2023.00015Publisher landing page
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YesWhether a free full text is available
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greenOpen access status per OpenAlex
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https://arxiv.org/pdf/2403.16713Direct OA link when available
- Concepts
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Computer science, Multilevel model, Interoperability, Set (abstract data type), Data modeling, Process (computing), Hierarchical database model, Software engineering, Data science, Data mining, Machine learning, Programming language, Operating systemTop concepts (fields/topics) attached by OpenAlex
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2Total citation count in OpenAlex
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2025: 1, 2024: 1Per-year citation counts (last 5 years)
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26Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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| referenced_works | https://openalex.org/W4233650939, https://openalex.org/W2952273980, https://openalex.org/W2783589141, https://openalex.org/W2156293023, https://openalex.org/W2150154539, https://openalex.org/W2102832719, https://openalex.org/W2021838450, https://openalex.org/W312808038, https://openalex.org/W2627010926, https://openalex.org/W4378188536, https://openalex.org/W2762940325, https://openalex.org/W2052437826, https://openalex.org/W2624418358, https://openalex.org/W2296636214, https://openalex.org/W2070546168, https://openalex.org/W2202710059, https://openalex.org/W3212683316, https://openalex.org/W2140090747, https://openalex.org/W2140533119, https://openalex.org/W4308087410, https://openalex.org/W6668733286, https://openalex.org/W2123483967, https://openalex.org/W1649645444, https://openalex.org/W2074476026, https://openalex.org/W2557449628, https://openalex.org/W3124471085 |
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