Modelling Environments in ABMS: A System Dynamics Approach

被引:2
|
作者
Hesan, Reza [1 ]
Ghorbani, Amineh [1 ]
Dignum, Virginia [1 ]
机构
[1] Delft Univ Technol, Fac Technol Policy & Management, Delft, Netherlands
来源
关键词
Agent-based modeling; System dynamics; Environment; FRAMEWORK;
D O I
10.1007/978-3-319-14627-0_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Environment is a basic concept of agent-based modeling and simulation (ABMS), in which agents exist and interact, can perceive and act. Common approaches to model environment in ABMS consider environment as a physical space (typically a 2D grid) or as a virtual space that supports agent to agent interaction. In this paper, we introduce a method for modeling the environment in agent-based simulations that integrates both its physical and social aspects. Borrowing from System Dynamics, we specify environment as a set of stocks and flows. Stocks represent physical resources, spatial locations and social structures in a uniform way. Stocks can be perceived and modified by agents through flows. Our method considers and describes the environment as a combination of spatial space (or network), physical structure, and social structure, which makes the inter-relation between the global state environment variables and the behavior of the agents explicit. We illustrate the use of the method through its application to a case study in consumer lighting.
引用
收藏
页码:41 / 52
页数:12
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