A Fuzzy Logic Inspired Cellular Automata Based Model for Simulating Crowd Evacuation Processes

被引:2
|
作者
Gavriilidis, Prodromos [1 ]
Gerakakis, Ioannis [1 ]
Georgoudas, Ioakeim G. [1 ]
Trunfio, Giuseppe A. [2 ]
Sirakoulis, Georgios Ch. [1 ]
机构
[1] Democritus Univ Thrace, Sch Engn, Dept Elect & Comp Engn, Univ Campus, GR-67100 Xanthi, Greece
[2] Univ Sassari, DADU, Piazza Duomo 6, I-07041 Alghero, SS, Italy
关键词
Crowd modelling; Cellular automata; Fuzzy logic; Evacuation; Flow-density diagram; Speed-density diagram; DESIGN; SAFETY;
D O I
10.1007/978-3-319-78054-2_41
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This work investigates the incorporation of fuzzy logic principles in a cellular automata (CA) based model that simulates crowd dynamics and crowd evacuation processes with the usage of a Mamdani type fuzzy inference system. Major attributes of the model that affect its response, such as orientation, have been deployed as linguistic variables whose values are words rather than numbers. Thus, a basic concept of fuzzy logic is realised. Moreover, fuzzy if-then rules constitute the mechanism that deals with fuzzy consequents and fuzzy antecedents. The proposed model also maintains its CA prominent features, thus exploiting parallel activation of transition rules for all cells and efficient use of computational resources. In case of evacuation, the selection of the appropriate path is primarily addressed using the criterion of distance. To further speed up the execution of the Fuzzy CA model the concept of the inherent parallelization was considered through the GPU programming principles. Finally, validation process of the proposed model incorporates comparison of the corresponding fundamental diagram with those from the literature for a building that has been selected for hosting the museum 'CONSTANTIN XENAKIS', in Serres, Greece.
引用
收藏
页码:436 / 445
页数:10
相关论文
共 50 条
  • [31] A Traffic Model Based on Fuzzy Cellular Automata
    Placzek, Bartlomiej
    [J]. JOURNAL OF CELLULAR AUTOMATA, 2013, 8 (3-4) : 261 - 282
  • [32] An advanced model of evacuation using cellular automata
    Yuan, W. F.
    Tan, K. H.
    [J]. INNOVATIONS IN STRUCTURAL ENGINEERING AND CONSTRUCTION, VOLS 1 AND 2, 2008, : 1253 - 1258
  • [33] A Cellular Automata Model to Verify Evacuation Plan
    Li Long
    Xie Rong
    [J]. MANAGEMENT IN COMPLEXITY SCIENCE PERSPECTIVE - THEORY, METHODOLOGY AND PRACTICE: PROCEEDINGS OF THE FIRST INTERNATIONAL CONFERENCE ON COMPLEXITY SCIENCE MANAGEMENT (ICCSM 2010), 2010, : 184 - 188
  • [34] Improvement of the model based on cellular automata for simulating the spread of fire
    Xie, Mengchun
    Kiritoshi, Takaki
    [J]. PROCEEDINGS OF THE SIXTH IASTED INTERNATIONAL CONFERENCE ON MODELLING, SIMULATION, AND OPTIMIZATION: SCIENCE AND TECHNOLOGY FOR DEVELOPMENT IN THE 21ST CENTURY, 2006, : 106 - +
  • [35] A cellular automaton crowd tracking system for modelling evacuation processes
    Georgoudas, Ioakeim G.
    Sirakoulis, Georgios Ch.
    Andreadis, Ioannis Th.
    [J]. CELLULAR AUTOMATA, PROCEEDINGS, 2006, 4173 : 699 - 702
  • [36] Crowd Evacuating Process Model with Cellular Automata Based on Safety Training
    Tang, Shi Xi
    Tang, Ke Ming
    [J]. ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, PT I, 2011, 152 : 436 - 441
  • [37] Emergency Evacuation Plan of the Louvre Based on Cellular Automata Superposition Model
    谢嘉泳
    李琪琪
    龙家立
    [J]. Journal of Donghua University(English Edition), 2020, 37 (04) : 340 - 348
  • [38] The cellular automata evacuation model based on Er/M/1 distribution
    Hu Jun
    Gao Xiaoling
    Wei Juan
    Guo Yangyong
    Li Mei
    Wang Jierui
    [J]. PHYSICA SCRIPTA, 2020, 95 (02)
  • [39] An Optimization Model for Evacuation Based on Cellular Automata and Ant Colony Algorithm
    Ye, Zhiwei
    Yin, Yujie
    Zong, Xinlu
    Wang, Mingwei
    [J]. 2014 SEVENTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2014), VOL 1, 2014, : 7 - 10
  • [40] A Fuzzy-Theory-Based Cellular Automata Model for Pedestrian Evacuation From a Multiple-Exit Room
    Liu, Tianyu
    Yang, Xiaoxia
    Wang, Qianling
    Zhou, Meiqi
    Xia, Shangzi
    [J]. IEEE ACCESS, 2020, 8 : 106334 - 106345