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CONTROLLING SIMULATION EXPERIMENT DESIGN FOR AGENT-BASED MODELS USING TREE REPRESENTATION OF PARAMETER SPACE

机译:参数空间树表示的基于代理的模型控制仿真实验设计

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摘要

An important aspect of the simulation modelling process is sensitivity analysis. In this process, agent-based simulations often require analysis of structurally different parameter specifications - the parameters can be represented as objects and the object-oriented simulation configuration leads to nesting of simulation parameters. The nested parameters are naturally represented as a tree rather than a flat structure. The standard tools supporting multi-agent simulations only allow only the representation of the parameter space as a Cartesian product of possible parameter values. Consequently, their application for the required tree representation is limited. In this paper an approach to tree parameter space representation is introduced with an XML-based language. Furthermore, we propose a set of tools that allows one to manage parameterization of the simulation experiment independently of the simulation model.
机译:仿真建模过程的一个重要方面是灵敏度分析。在此过程中,基于代理的仿真通常需要分析结构上不同的参数规范-参数可以表示为对象,而面向对象的仿真配置会导致嵌套仿真参数。嵌套参数自然表示为树,而不是平面结构。支持多主体仿真的标准工具仅允许将参数空间表示为可能参数值的笛卡尔积。因此,它们对所需树表示的应用受到限制。在本文中,介绍了一种基于XML的树形参数空间表示方法。此外,我们提出了一套工具,使人们可以独立于仿真模型来管理仿真实验的参数化。

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