Using agent-based simulation of human behavior to reduce evacuation time

Arief Rahman*, Ahmad Kamil Mahmood, Etienne Schneider

*Corresponding author for this work

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

8 Citations (Scopus)

Abstract

Human factors play a significant part in the time taken to evacuate due to an emergency. An agent-based simulation, using the Prometheus methodology (SEEP 1.5), has been developed to study the complex behavior of human (the 'agents') in high-rise building evacuations. In the case of hostel evacuations, simulation results show that pre-evacuation phase takes 60.4% of Total Evacuation Time (TET). The movement phase (including queuing time) only takes 39.6% of TET. From sensitivity analysis, it can be shown that a reduction in TET by 41.2% can be achieved by improving the recognition phase. Emergency exit signs have been used as smart agents. Modified Ant Colony Optimization (ACO) was used to determine the feasibility of the evacuation routes. Both wayfinding methods, the 'familiarity of environment', which is the most natural method, and the ACO method have been simulated and comparisons were made. In scenario 1, where there were no obstacles, both methods achieved the same TET. However, in scenario 2, where an obstacle was present, the TET for the ACO wayfinding method was 21.6% shorter than the one for the 'familiarity' wayfinding method.

Original languageEnglish
Title of host publicationIntelligent Agents and Multi-Agent Systems - 11th Pacific Rim International Conference on Multi-Agents, PRIMA 2008, Proceedings
Pages357-369
Number of pages13
DOIs
Publication statusPublished - 2008
Externally publishedYes
Event11th Pacific Rim International Conference on Multi-Agents, PRIMA 2008 - Hanoi, Viet Nam
Duration: 15 Dec 200816 Dec 2008

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume5357 LNAI
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference11th Pacific Rim International Conference on Multi-Agents, PRIMA 2008
Country/TerritoryViet Nam
CityHanoi
Period15/12/0816/12/08

Keywords

  • Ant colony optimization
  • Cognitive behavior
  • Evacuation planning
  • Multi-agent simulation
  • Prometheus methodology

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