分而治之:基于代理的模型的四倍对接体验

S. N. Arifin, Gregory J. Davis, S. Kurtz, J. E. Gentile, Ying Zhou, G. Madey
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引用次数: 10

摘要

验证和确认(V&V)技术用于基于代理的建模(ABM)中,以确定模型是否准确地表示了真实系统。对接是V&V的一种形式,它试图对齐多个仿真模型。在之前的论文中,我们描述了模拟冈比亚按蚊生命周期的ABM的对接过程。结果表明,该方法对成蚊种群有效,对水生蚊种群无效。在本文中,遵循“分而治之”范式,我们划分了仿真世界,以禁止间隔之间的错误传播。我们使用来自同一核心模型的四个独立实现,描述了一系列对接实验,分析了结果,并展示了它们如何导致成功的对接。完整的四重对接包括四个实现之间的验证,以及针对这些实现的核心模型的验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Divide and conquer: A four-fold docking experience of agent-based models
Verification and validation (V&V) techniques are used in agent-based modeling (ABM) to determine whether the model is an accurate representation of the real system. Docking is a form of V&V that tries to align multiple simulation models. In a previous paper, we described the docking process of an ABM that simulates the life cycle of Anopheles gambiae. Results showed that the implementations were docked for adult but not for aquatic mosquito populations. In this paper, following the ‘Divide and Conquer’ paradigm, we compartmentalize the simulation world to prohibit the propagation of errors between compartments. Using four separate implementations that sprung from the same core model, we describe a series of docking experiments, analyze the results, and show how they lead to a successful dock. The complete four-fold docking encompasses verification between the four implementations, as well as validation against the core model with respect to these implementations.
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