A Cognitive Model for Routing in Agent-Based Modelling

被引:6
|
作者
Gruebel, Jascha [1 ]
Wise, Sarah [2 ]
Thrash, Tyler [1 ,3 ,4 ]
Hoelscher, Christoph [1 ]
机构
[1] Swiss Fed Inst Technol, Chair Cognit Sci, Zurich, Switzerland
[2] UCL, Ctr Adv Spatial Anal, London, England
[3] Univ Zurich, Geog Informat Visualizat & Anal, Zurich, Switzerland
[4] Univ Zurich, Digital Soc Initiat, Zurich, Switzerland
关键词
DISTANCE; SIZE;
D O I
10.1063/1.5114245
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Agent-based modelling (ABM) can be used as a computational tool to model human routing behaviour, and offers particular promise when combined with insights from cognitive science. In this paper, we introduce typical errors into the encoding of the agents mental representation of the environment. This method deviates from the classical computer science paradigm of optimality to capture human behaviour more accurately. By incorporating common distance and direction estimation errors, our model produces routes with fewer computational artefacts such as zigzagging (i.e., turning more often than the typical human) and bottlenecks (i.e., routing through one particular node that maximises efficiency). We demonstrate our results in regular and irregular environments and validate our model using a set of real-world footfall data from Westminster, London.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Split agent-based routing in interconnected networks
    Mavromoustakis, CX
    Karatza, HD
    INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS, 2004, 17 (04) : 303 - 320
  • [32] Is agent-based modelling the future of prediction?
    Chattoe-Brown, Edmund
    INTERNATIONAL JOURNAL OF SOCIAL RESEARCH METHODOLOGY, 2023, 26 (02) : 143 - 155
  • [33] Tutorial on agent-based modelling and simulation
    Macal, C. M.
    North, M. J.
    JOURNAL OF SIMULATION, 2010, 4 (03) : 151 - 162
  • [34] Methodological Investigations in Agent-Based Modelling
    Giardini, Francesca
    JASSS-THE JOURNAL OF ARTIFICIAL SOCIETIES AND SOCIAL SIMULATION, 2019, 22 (01):
  • [35] Agent-based modelling of product invention
    Brabazon, Anthony
    Silva, Arlindo
    de Sousa, Tiago Ferra
    O'Neill, Michael
    Matthews, Robin
    Costa, Ernesto
    GECCO 2005: Genetic and Evolutionary Computation Conference, Vols 1 and 2, 2005, : 129 - 136
  • [36] Agent-based modelling in synthetic biology
    Gorochowski, Thomas E.
    SYNTHETIC BIOLOGY-BOOK, 2016, 60 (04): : 325 - 336
  • [37] Agent-based modelling of cholera diffusion
    Ellen-Wien Augustijn
    Tom Doldersum
    Juliana Useya
    Denie Augustijn
    Stochastic Environmental Research and Risk Assessment, 2016, 30 : 2079 - 2095
  • [38] Dynamic agent population in agent-based distance vector routing
    Amin, KA
    Mikler, AR
    COMPUTATIONAL INTELLIGENCE AND APPLICATIONS, 2002, : 195 - 200
  • [39] Agent-based modelling for tourism research
    Baktash, Aarash
    Huang, Arthur
    Velasco, Efren de la Mora
    Jahromi, Melissa Farboudi
    Bahja, Frida
    CURRENT ISSUES IN TOURISM, 2023, 26 (13) : 2097 - 2109
  • [40] Agent-Based Modelling for Understanding Sustainability
    Pedell, Sonja
    Sterling, Leon
    AGENTS IN PRINCIPLE, AGENTS IN PRACTICE, 2011, 7047 : 398 - 409