Integrated human decision making model under belief-desire-intention framework for crowd simulation

Seungho Lee, Young Jun Son

Research output: Chapter in Book/Report/Conference proceedingConference contribution

26 Scopus citations

Abstract

An integrated Belief-Desire-Intention (BDI) modeling framework is proposed for human decision making and planning, whose sub-modules are based on Bayesian belief network (BBN), Decision-Field-Theory (DFT), and probabilistic depth first search (PDFS) technique. To mimic realistic human behaviors, attributes of the BDI framework are reverse-engineered from the human-in-the-loop experiments conducted in the Cave Automatic Virtual Environment (CAVE). The proposed modeling framework is demonstrated for human's evacuation behaviors under a terrorist bomb attack situation. The simulated environment and agents (human model) conforming to the proposed BDI framework are implemented in AnyLogic® agentbased simulation software, where each agent calls external Netica BBN software to perform its perceptual processing function and Soar software to perform its real-time planning and decision-execution functions. The constructed simulation has been used to test impact of several factors (e.g. demographics of people, number of policemen) on evacuation performance (e.g. average evacuation time, percentage of casualties).

Original languageEnglish (US)
Title of host publicationProceedings of the 2008 Winter Simulation Conference, WSC 2008
Pages886-894
Number of pages9
DOIs
StatePublished - Dec 1 2008
Event2008 Winter Simulation Conference, WSC 2008 - Miami, FL, United States
Duration: Dec 7 2008Dec 10 2008

Publication series

NameProceedings - Winter Simulation Conference
ISSN (Print)0891-7736

Other

Other2008 Winter Simulation Conference, WSC 2008
CountryUnited States
CityMiami, FL
Period12/7/0812/10/08

ASJC Scopus subject areas

  • Software
  • Modeling and Simulation
  • Computer Science Applications

Fingerprint Dive into the research topics of 'Integrated human decision making model under belief-desire-intention framework for crowd simulation'. Together they form a unique fingerprint.

  • Cite this

    Lee, S., & Son, Y. J. (2008). Integrated human decision making model under belief-desire-intention framework for crowd simulation. In Proceedings of the 2008 Winter Simulation Conference, WSC 2008 (pp. 886-894). [4736153] (Proceedings - Winter Simulation Conference). https://doi.org/10.1109/WSC.2008.4736153