Using Agent-Based Simulation of Human Behavior to Reduce Evacuation Time

被引:0
|
作者
Rahman, Arief [1 ]
Mahmood, Ahmad Kamil [1 ]
Schneider, Etienne [1 ]
机构
[1] Univ Teknol PETRONAS, Dept Comp & Informat Sci, Tronoh 13750, Perak, Malaysia
关键词
Evacuation planning; Prometheus methodology; multi-agent simulation; Ant Colony Optimization; cognitive behavior;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 JET). 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 I, 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.
引用
收藏
页码:357 / 369
页数:13
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