Systematic analysis of micro dynamics in agent based simulation

Systematic analysis of micro dynamics in agent based simulation
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基于代理的仿真中微观动力学的系统分析

DOI:
10.5555/3320516.3321081
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发表时间:
2018
期刊:
Online World Conference on Soft Computing in Industrial Applications
影响因子:
--
通讯作者:
Shingo Takahashi
Shingo Takahashi
中科院分区:
--
文献类型:
--
作者:
S. Yamane;Hiroaki Yamada;Kotaro Ohori;H. Anai;Shuntaro Sakai;Kugo Takahashi;Jumpei Ouchi;Shingo Takahashi

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基于Agent的仿真中的微观动力学分析在仿真用于社会系统的决策时起着重要的作用。由于分析是通过分析师的试错进行的,因此其质量在很大程度上取决于他们的技能,不可能找出宏观现象与主体行为之间的所有重要关系。本文提出了一种新的分析方法,不依赖于个人的技能,以系统地调查代理人的行为。通过该方法,分析者可以根据主体行为产生有意义的假设来解释目标宏观现象。我们验证了我们所提出的方法的有效性与模拟的结帐区在超市,并表明该方法可以生成的假设,包括由专家在基于代理的模拟所获得的调查结果。
Micro dynamics analysis in agent-based simulation plays an important role when the simulation is used for decision making in social systems. Since the analysis has been carried out through trial and error of analysts, its quality highly depends their skills and it is impossible to find out all significant relationships between macro phenomena and agent behavior. This paper proposes a novel analysis methodology not dependent on individual skills in order to investigate agent behavior systematically. By the methodology, analysts can generate meaningful hypotheses to explain a target macro phenomenon based on the agent behavior. We verified the effectiveness of our proposed methodology with the simulation of checkout area in a supermarket and showed that the method can generate hypotheses including the findings that were obtained by a specialist in agent-based simulation.
基于代理的社会模拟标准化问题的市场设计
DOI: --
发表时间: 2010
影响因子: 1.8
作者:
K.Ohori;S.Takahashi
通讯作者: S.Takahashi