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Generation of Reusable Synthetic Population and Social Networks for Agent-Based Modeling

  • George Mason University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

7 Scopus citations

Abstract

Within agent-based models, agents interact with each other (e.g., social networks) and their environment, and it is through such interactions more aggregate patterns emerge (e.g., disease outbreaks, traffic jams). While the popularity of agent-based modeling has grown, one challenge remains, that of creating and sharing realistic synthetic populations which incorporate social networks. To overcome this challenge, this paper introduces a new approach that creates a reusable synthetic population using the New York Metro Area as a study area. Our method directly incorporates social networks (i.e., connections within a family or workplace) when creating a synthetic population. To demonstrate the utility and reusability of the synthetic population and to highlight the role of social networks, we show two example applications: traffic dynamics and the spread of a disease. These applications demonstrate how our synthetic population method can be easily utilized for different modeling problems.

Original languageEnglish
Title of host publicationProceedings of the 2021 Annual Modeling and Simulation Conference, ANNSIM 2021
EditorsCristina Ruiz Martin, Maria Julia Blas, Alonso Inostrosa Psijas
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781565553750
DOIs
StatePublished - Jul 19 2021
Event2021 Annual Modeling and Simulation Conference, ANNSIM 2021 - Virtual, Fairfax, United States
Duration: Jul 19 2021Jul 22 2021

Publication series

NameProceedings of the 2021 Annual Modeling and Simulation Conference, ANNSIM 2021

Conference

Conference2021 Annual Modeling and Simulation Conference, ANNSIM 2021
Country/TerritoryUnited States
CityVirtual, Fairfax
Period07/19/2107/22/21

Keywords

  • Agent-Based Modeling
  • Disease Models
  • New York
  • Synthetic Population
  • Traffic Dynamics

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