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Agent-based modeling vs. equation-based modeling: a case study and users' guide

机译:基于主体的建模与基于方程式的建模:案例研究和用户指南

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摘要

In many domains, agent-based system modeling competes with equation-based approaches that identify system variables and evaluate or integrate sets of equations relating these variables. The distinction has been of great interest in a project that applies agent-based modeling to industrial supply networks, since virtually all computer-based modeling to industrial supply this point has used system dynamics, an approach based on ordinary differential equations (ODE's). This paper summarizes the domain of supply of supply networks and illustrates how they can be modeled both with agents and with equations. It summarizes the similarities and differences of these two classes of models, and develops criteria for selecting one or the other approach.
机译:在许多领域,基于代理的系统建模与基于方程的方法竞争,后者可识别系统变量并评估或整合与这些变量相关的方程组。在将基于代理的建模应用于工业供应网络的项目中,这种区别引起了极大的兴趣,因为实际上所有基于计算机的建模都用于工业供应,这一点已经使用了系统动力学,一种基于常微分方程(ODE)的方法。本文总结了供应网络的供应领域,并说明了如何使用代理和方程对它们进行建模。它总结了这两类模型的异同,并提出了选择一种或另一种方法的标准。

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