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Computational modeling of human and social behaviors for emergency egress analysis.

机译:用于紧急出口分析的人类和社会行为的计算模型。

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摘要

This dissertation addresses the problem of bringing the perspectives of psychology and sociology about human behavior in emergencies into computational models for egress analysis. Efficacious analysis of emergency egress is facilitated by incorporation of diverse human behavior into a Multi-Agent Simulation System for Egress analysis (MASSEgress). MASSEgress adopts a multi-agent based simulation paradigm to model evacuees as individual agents equipped with sensors, brains and actuators. Individual behavior is simulated through modeling of sensing, decision-making, behavior selection and motor control. Social behavior is simulated through modeling of individual behavior and interactions among individuals. Competitive, queuing, herding, and leader-following behaviors are modeled. MASSEgress is a computational framework; its modular design allows easy extensions to include additional behavior types.; A set of computational methods including point-test and ray-tracing algorithms, and decision-trees are incorporated into MASSEgress to simulate the sensing, decision-making, behavior selection, and motor control of evacuees. A Grid Method is utilized to perform collision detection among large number of agents with an O(N) time complexity, and K-Means clustering algorithm is utilized to develop statistical procedures for drawing evacuation patterns from multiple simulations.; Comparisons of MASSEgress with other evacuation models have been performed to demonstrate its capabilities as well as to validate the computational framework with prior results. Simulation to replicate a historical event---evacuation at a Rhode Island nightclub has also been carried out. Finally, an application of MASSEgress to simulate emergency evacuation of a multi-story university building is performed to illustrate the potential utilization of the simulation system for egress design analysis.
机译:本文致力于解决将紧急事件中人类行为的心理学和社会学观点纳入到用于出口分析的计算模型中的问题。通过将多种人类行为纳入到用于出口分析的多智能体仿真系统(MASSEgress)中,可以对紧急出口进行有效的分析。 MASSEgress采用基于多主体的模拟范例,将撤离人员建模为配备有传感器,大脑和执行器的单个主体。通过感测,决策,行为选择和电机控制的建模来模拟个体行为。社会行为是通过对个体行为和个体之间相互作用进行建模来模拟的。对竞争,排队,成群和领导跟随行为进行建模。 MASSEgress是一个计算框架;它的模块化设计允许轻松扩展以包括其他行为类型。包括点测试和射线跟踪算法以及决策树在内的一组计算方法被合并到MASSEgress中,以模拟撤离人员的感测,决策,行为选择和运动控制。网格方法用于以O(N)时间复杂度在大量代理之间执行冲突检测,而K-Means聚类算法则用于开发统计程序以从多个模拟中绘制疏散模式。已对MASSEgress与其他疏散模型进行了比较,以证明其功能以及用先前的结果验证计算框架。复制历史事件的模拟-在罗德岛的一家夜总会也已撤离。最后,进行了MASSEgress在多层大学建筑紧急疏散模拟中的应用,以说明该模拟系统在出口设计分析中的潜在利用。

著录项

  • 作者

    Pan, Xiaoshan.;

  • 作者单位

    Stanford University.;

  • 授予单位 Stanford University.;
  • 学科 Engineering Civil.
  • 学位 Ph.D.
  • 年度 2006
  • 页码 127 p.
  • 总页数 127
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 建筑科学;
  • 关键词

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