A Matrix Translation Model for Evacuation Path Optimization

翻译(生物学) 路径(计算) 计算机科学 基质(化学分析) 数学优化 人工智能 数学 计算机网络 生物化学 基因 信使核糖核酸 复合材料 化学 材料科学
作者
Zhongyi Huang,Zhiming Fang,Rui Ye,Mohcine Chraibi
出处
期刊:IEEE Transactions on Intelligent Transportation Systems [Institute of Electrical and Electronics Engineers]
卷期号:25 (2): 1374-1383 被引量:6
标识
DOI:10.1109/tits.2023.3312519
摘要

In order to make the optimization of evacuation efficient enough for application, a Matrix Translation Model (MTM) has been developed. In MTM, a building is represented by using a network and the matrices attached to the network, and the crowd movement is simulated by translating matrices along the network. The performance of MTM was evaluated by comparison with a widely used commercial evacuation simulator, Pathfinder. The results showed that with accurate reproduction of the evacuation processes, MTM ran 10–15 times and 29–37 times faster than Pathfinder's flow-based (SFPE) and agent-based (Steering) modes, respectively. Furthermore, an evacuation path optimization method based on MTM is proposed by balancing the use of different exits. When run on a laptop, the path optimization of a building with 21 rooms and 944 occupants took less than 3 s. The optimized path was verified by Pathfinder, showing that approximately 50 s of the evacuation time was saved. MTM provides a new framework for evacuation simulation, i.e., the network defines the path connection, the matrix represents the spatial state, the macroscopic rules drive the matrix translation, and the microscopic rules limit the element transfer between the matrices. The path optimization algorithm developed based on the new framework offers new possibilities for real-time evacuation optimization of large buildings.
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