用于仿真元建模的高斯径向基函数

Miyoung Shin, Robert G. Sargent, A. Goel
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引用次数: 23

摘要

本文提出了一种利用高斯径向基函数建立仿真元模型的新方法。这种方法是基于一些最近发展的径向基函数的数学结果。它是系统化的,明确地控制了欠拟合和过拟合的权衡,并使用了一种快速的计算算法,需要最少的人工参与。通过为M/M/1排队系统开发元模型来说明这种方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Gaussian radial basis functions for simulation metamodeling
The paper presents a novel approach for developing simulation metamodels using Gaussian radial basis functions. This approach is based on some recently developed mathematical results for radial basis functions. It is systematic, explicitly controls the underfitting and overfitting tradeoff, and uses a fast computational algorithm that requires minimal human involvement. This approach is illustrated by developing metamodels for the M/M/1 queueing system.
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CiteScore
1.30
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0.00%
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