Incorporation of BIM-based probabilistic non-structural damage assessment into agent-based post-earthquake evacuation simulation

被引:5
|
作者
Hassanpour, Sajjad [1 ]
Gonzalez, Vicente A. [2 ]
Zou, Yang [1 ]
Liu, Jiamou [3 ]
Wang, Feng [1 ]
Castillo, Enrique del Rey [1 ]
Cabrera-Guerrero, Guillermo [4 ]
机构
[1] Univ Auckland, Dept Civil & Environm Engn, Auckland, New Zealand
[2] Univ Alberta, Dept Civil & Environm Engn, Edmonton, AB, Canada
[3] Univ Auckland, Dept Comp Sci, Auckland, New Zealand
[4] Pontificia Univ Catolica Valparaiso, Escuela Ingn Informat, Valparaiso, Chile
关键词
Earthquake; Non-structural damage; Building information modelling (BIM); Evacuation simulation; Agent -based models; REALITY SERIOUS GAMES; HUMAN-BEHAVIOR; OCCUPANT EVACUATION; SEISMIC FRAGILITY; EARTHQUAKE; MODEL;
D O I
10.1016/j.aei.2023.101958
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Earthquakes can cause severe damage to structural and non-structural elements of buildings; consequently, they pose high risks to human lives. To mitigate such risks, attention has been paid to enhancing the indoor envi-ronment for increased building safety. Yet little effort has been made to assess a building occupants' evacuation behaviors in response to damage to the indoor environment. This paper addresses this issue with a novel simulation framework that couples human behaviors with changes to the indoor building environment during post-earthquake evacuation. In particular, we present a building information modelling (BIM)-based prototype that simulates seismic damage to the non-structural indoor elements and visualizes its impacts on evacuation using a color-coded heat map. The simulated damage is then used as input to an agent-based model for post -earthquake evacuation. Using a probabilistic method to assess the non-structural elements' damage states, we are able to evaluate the impact of indoor damage on the evacuation process. We performed a trial of our pro-totype for a hypothetical earthquake in an educational building. The results revealed how the average evacuation time would increase as the earthquake intensity increases (from 38.6 s for the no-damage scenario to 122.9 for the highest-damage scenario). The proposed prototype has the potential to be joined with other tools, such as finite-element-based simulation, to incorporate structural analysis as well. Planners and designers can explicitly use our model's output to analyze the post-earthquake evacuation with the indoor non-structural damage to assess different building design geometries that increase the chances of a suitable evacuation process.
引用
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页数:14
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