Publication detail

Analysis of the use of behavioral data from virtual reality for calibration of agent-based evacuation models

JUŘÍK, V. UHLÍK, O. SNOPKOVÁ, D. KVARDA, O. APELTAUER, T. APELTAUER, J.

Original Title

Analysis of the use of behavioral data from virtual reality for calibration of agent-based evacuation models

Type

journal article in Web of Science

Language

English

Original Abstract

Agent-based evacuation modeling represents an effective tool for making predictions about evacuation aspects of buildings such as evacuation times, congestions, and maximum safe building capacity. Collection of real behavioral data for calibrating agent-based evacuation models is time-consuming, costly, and completely impossible in the case of buildings in the design phase, where predictions about evacuation behavior are especially needed. In recent years evacuation experiments conducted in virtual reality (VR) have been frequently proposed in the literature as an effective tool for collecting data about human behavior. However, empirical studies which would assess validity of VR-based data for such purposes are still rare and considerably lacking in the agent-based evacuation modeling domain. This study explores opportunities that the VR behavioral data may bring for refining outputs of agent evacuation models. To this end, this study employed multiple input settings of agent-based evacuation models (ABEMs), including those based on the data gathered from the VR evacuation experiment that mapped out evacuation behaviors of individuals within the building. Calibration and evaluation of models was based on empirical data gathered from an original evacuation exercise conducted in a real building (N = 35) and its virtual twin (N = 38). This study found that the resulting predictions of single agent models using data collected in the VR environment after proposed corrections have the potential to better predict real-world evacuation behavior while offering desirable variance in the data outputs necessary for practical applications.

Keywords

pathfinder; virtual reality; evacuation behavior; agent modeling; indoor navigation; evacuation time

Authors

JUŘÍK, V.; UHLÍK, O.; SNOPKOVÁ, D.; KVARDA, O.; APELTAUER, T.; APELTAUER, J.

Released

3. 3. 2023

Publisher

Elsevier

Location

Netherlands

ISBN

2405-8440

Periodical

Heliyon

Year of study

9

Number

3

State

United States of America

Pages from

1

Pages to

14

Pages count

14

URL

https://www.sciencedirect.com/science/article/pii/S2405844023014822

Full text in the Digital Library

http://hdl.handle.net/11012/213651

BibTex

@article{BUT183025,
  author="Vojtěch {Juřík} and Ondřej {Uhlík} and Dajana {Snopková} and Ondřej {Kvarda} and Tomáš {Apeltauer} and Jiří {Apeltauer}",
  title="Analysis of the use of behavioral data from virtual reality for calibration of agent-based evacuation models",
  journal="Heliyon",
  year="2023",
  volume="9",
  number="3",
  pages="14",
  doi="10.1016/j.heliyon.2023.e14275",
  issn="2405-8440",
  url="https://www.sciencedirect.com/science/article/pii/S2405844023014822"
}