A hybrid hierarchical agent-based simulation approach for buildings indoor layout evaluation based on the post-earthquake evacuation

被引:10
|
作者
Hassanpour, Sajjad [1 ]
Gonzalez, Vicente [1 ]
Liu, Jiamou [2 ]
Zou, Yang [1 ]
Cabrera-Guerrero, Guillermo [3 ]
机构
[1] Univ Auckland, Dept Civil & Environm Engn, Auckland, New Zealand
[2] Univ Auckland, Dept Comp Sci, Auckland, New Zealand
[3] Pontificia Univ Catolica Valparaiso, Escuela Ingn Informat, Valparaiso, Chile
关键词
Evacuation simulation; Indoor layout design evaluation; Agent-based models; Reinforcement learning; EARTHQUAKE PEDESTRIANS EVACUATION; SOCIAL FORCE MODEL; HUMAN-BEHAVIOR; STRATEGIES;
D O I
10.1016/j.aei.2022.101531
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the aftermath of severe earthquakes, building occupants evacuation behaviour is a vital indicator of the performance of an indoor building design. However, earthquake evacuation has been systematically neglected in the current building design practice. Arguably, one of the primary reasons for this is that post-earthquake evacuation behaviour is complex and distinct from all other types of evacuation behaviours such as fire. Thus, a comprehensive approach to considering the integration of human evacuation behaviour and a building's indoor layout design, mainly focused on non-structural damage, has been consistently neglected in the literature. In this paper, a hierarchical hybrid Agent-Based Model (ABM) framework integrated with a Cellular Automata (CA) and a 2D Building Information Model (BIM) damage visualisation to consider an approximation of non-structural damage has been developed. The proposed ABM incorporates learning mechanisms and human psychological aspects influencing evacuees' utility during the navigation process. The proposed approach was verified by comparing the results to previous real-life post-earthquake evacuation data and a "model to model" comparison of results from the existing relevant studies. The model prototype was successfully tested to simulate the pedestrian evacuation process from one floor of the new engineering building at The University of Auckland, New Zealand. The proposed simulation approach has been carried out for two different internal layout design alternatives where five population sizes are evacuated through different scenarios. The outputs from this study can be used to improve the design's compatibility of the building's indoor layout with the occupants' post earthquake evacuation behaviour.
引用
收藏
页数:16
相关论文
共 50 条
  • [31] Agent-based Simulation for IoT Facilitated Building Evacuation
    Dugdale, Julie
    Moghaddam, Mahyar T.
    Muccini, Henry
    2019 INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES FOR DISASTER MANAGEMENT (ICT-DM 2019), 2019,
  • [32] Agent-based simulation of alternative classroom evacuation scenarios
    Runjiao Liu
    Difei Jiang
    Lei Shi
    Frontiers of Architectural Research, 2016, 5 (01) : 111 - 125
  • [33] Agent-based simulation of alternative classroom evacuation scenarios
    Liu, Runjiao
    Jiang, Difei
    Shi, Lei
    FRONTIERS OF ARCHITECTURAL RESEARCH, 2016, 5 (01) : 111 - 125
  • [35] A Hybrid Approach to Population Construction For Agricultural Agent-Based Simulation
    Chen, Peng
    Evans, Tom
    Frisby, Michael
    Izquierdo, Eduardo
    Plale, Beth
    PROCEEDINGS OF THE 2016 IEEE 12TH INTERNATIONAL CONFERENCE ON E-SCIENCE (E-SCIENCE), 2016, : 313 - 322
  • [36] Agent-Based Simulation of Building Evacuation after an Earthquake: Coupling Human Behavior with Structural Response
    Liu, Z.
    Jacques, C. C.
    Szyniszewski, S.
    Guest, J. K.
    Schafer, B. W.
    Igusa, T.
    Mitrani-Reiser, J.
    NATURAL HAZARDS REVIEW, 2016, 17 (01)
  • [37] Multi-Criteria Ranking Tool for Evaluating Buildings Evacuation Using Agent-Based Simulation
    Marzouk, Mohamed
    Mohamed, Basma
    CONSTRUCTION RESEARCH CONGRESS 2018: SAFETY AND DISASTER MANAGEMENT, 2018, : 472 - 481
  • [38] Designing market stall layout by agent-based simulation
    Trakulpipat, Chayanit
    Sinthupinyo, Sukree
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 35 - 39
  • [39] A 5D simulation method on post-earthquake repair process of buildings based on BIM
    Xu Zhen
    Zhang Furong
    Jin Wei
    Wu Yingying
    Qi Mingzhu
    Yang Yajun
    EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION, 2020, 19 (03) : 541 - 560
  • [40] A 5D simulation method on post-earthquake repair process of buildings based on BIM
    Xu Zhen
    Zhang Furong
    Jin Wei
    Wu Yingying
    Qi Mingzhu
    Yang Yajun
    Earthquake Engineering and Engineering Vibration, 2020, 19 (03) : 541 - 560