A multivariate rank sum test for network simulation validation

A. Brodeen, M. S. Taylor
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引用次数: 7

Abstract

A primary goal of any verification and validation process should be to enhance both the correctness of a simulation and the confidence placed in its results. One challenge is to develop a process that is at the same time feasible and compatible with an organization's needs, and can be applied to both existing simulations as well as new ones. Multivariate methods can be used to test the hypothesis of agreement between simulated predictions and empirical observations. This paper describes a statistical test useful for the validation of simulations of battlefield communications networks. The method employs a multivariate nonparametric rank sum test with the aid of a computer-intensive randomization procedure to assess the significance of the defined test statistic. For illustrative purposes, the validation procedure is applied to a simulation that was developed to duplicate a configuration tested, in which "messages" were passed over a communications network using the combination of the Tactical Fire Direction System (TACFIRE) protocol and Single-Channel Ground and Airborne Radio System (SINCGARS) Combat Net Radios (CNR). The purpose of this research is to strengthen the link between experimentation and simulation, both of which should be utilized in evaluating communications systems' measures of performance (MOP).<>
网络仿真验证的多变量秩和检验
任何验证和确认过程的主要目标都应该是提高模拟的正确性和对其结果的信心。一个挑战是开发一个过程,该过程既可行又与组织的需求兼容,并且可以应用于现有的模拟和新的模拟。多元方法可以用来检验模拟预测和经验观察之间的一致性假设。本文描述了一个用于战场通信网络仿真验证的统计检验。该方法采用多变量非参数秩和检验,借助于计算机密集的随机化程序来评估所定义检验统计量的显著性。为了说明目的,验证程序应用于模拟,该模拟是为了复制测试的配置而开发的,其中“消息”通过使用战术火力方向系统(TACFIRE)协议和单通道地面和机载无线电系统(SINCGARS)战斗网络无线电(CNR)组合的通信网络传递。本研究的目的是加强实验和仿真之间的联系,这两者都应用于评估通信系统的性能指标(MOP)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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