The Choice of Actor Variables in Agent-Based Cellular Automata Modelling Using Survey Data

Q3 Social Sciences Human Geographies Pub Date : 2022-03-19 DOI:10.3390/geographies2010010
G. Searle, Siqin Wang, M. Batty, Yan Liu
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引用次数: 1

Abstract

This paper considers whether existing approaches for quantifying variables in cellular automata (CA) modelling adequately incorporate all the relevant factors in typical actor decisions underpinning urban development. A survey of developers and planners is used to identify factors they incorporate to allow for or proceed with development, using South East Queensland as a reference region. Three types of decision factors are identified and ranked in order of importance: those that are already modelled in CA applications; those that are not modelled but are quantifiable; and those that are not (easily) quantifiable because they are subjective in nature. Factors identified in the second category include development height/scale, open space supply, and existing infrastructure capacity. Factors identified in the third category include political intent, community opposition, and lifestyle quality. Drawing on our analysis of these factors we suggest how and to what extent survey data might be used to address the challenges of incorporating actor variables into the CA modelling of urban change. The paper represents the first attempt to review what decision factors should be included in CA modelling, and how this might be enabled.
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基于调查数据的基于agent的元胞自动机建模中行动者变量的选择
本文考虑了元胞自动机(CA)建模中量化变量的现有方法是否充分纳入了支撑城市发展的典型行动者决策中的所有相关因素。一项对开发商和规划者的调查被用来确定他们考虑或继续开发的因素,使用昆士兰东南部作为参考区域。确定了三种类型的决策因素并按重要性排序:那些已经在CA应用程序中建模的;那些不能建模但可以量化的;以及那些不容易量化的,因为它们本质上是主观的。在第二类中确定的因素包括发展高度/规模、开放空间供应和现有基础设施容量。第三类确定的因素包括政治意图、社区反对和生活方式质量。根据我们对这些因素的分析,我们建议如何以及在多大程度上使用调查数据来解决将行动者变量纳入城市变化CA模型的挑战。本文首次尝试回顾哪些决策因素应该包含在CA建模中,以及如何实现这一点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Human Geographies
Human Geographies Social Sciences-Geography, Planning and Development
CiteScore
1.10
自引率
0.00%
发文量
7
审稿时长
8 weeks
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