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The Patterns of Life Human Mobility Simulation

  • Hossein Amiri
  • , Will Kohn
  • , Shiyang Ruan
  • , Joon Seok Kim
  • , Hamdi Kavak
  • , Andrew Crooks
  • , Dieter Pfoser
  • , Carola Wenk
  • , Andreas Züfle

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

6 Scopus citations

Abstract

We demonstrate the Patterns of Life Simulation to create realistic simulations of human mobility in a city. This simulation has recently been used to generate massive amounts of trajectory and check-in data. Our demonstration focuses on using the simulation twofold: (1) using the graphical user interface (GUI), and (2) running the simulation headless by disabling the GUI for faster data generation. We further demonstrate how the Patterns of Life simulation can be used to simulate any region on Earth by using publicly available data from OpenStreetMap. Finally, we also demonstrate recent improvements to the scalability of the simulation allows simulating up to 100,000 individual agents for years of simulation time. During our demonstration, as well as offline using our guides on GitHub, participants will learn: (1) The theories of human behavior driving the Patters of Life simulation, (2) how to simulate to generate massive amounts of synthetic yet realistic trajectory data, (3) running the simulation for a region of interest chosen by participants using OSM data, (4) learn the scalability of the simulation and understand the properties of generated data, and (5) manage thousands of parallel simulation instances running concurrently.

Original languageEnglish
Title of host publication32nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL 2024
EditorsMario A. Nascimento, Li Xiong, Andreas Zufle, Yao-Yi Chiang, Ahmed Eldawy, Peer Kroger
PublisherAssociation for Computing Machinery, Inc
Pages653-656
Number of pages4
ISBN (Electronic)9798400711077
DOIs
StatePublished - Nov 22 2024
Event32nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL 2024 - Atlanta, United States
Duration: Oct 29 2024Nov 1 2024

Publication series

Name32nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL 2024

Conference

Conference32nd ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ACM SIGSPATIAL 2024
Country/TerritoryUnited States
CityAtlanta
Period10/29/2411/1/24

Keywords

  • Customization
  • Dataset
  • Patterns of Life
  • Simulation
  • Trajectory

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