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
来源
INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS (ICNAAM-2018) | 2019年 / 2116卷
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
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