Quantitative validation techniques a database. (I). Simple examples

被引:8
作者
White, AS [1 ]
Sinclair, R [1 ]
机构
[1] Middlesex Univ, Sch Comp Sci, London N14 4YZ, England
关键词
model validation; systems; Labview; correlation coefficient; parameter variation; ACSL; integral squared error; Theil coefficient;
D O I
10.1016/j.simpat.2004.06.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 [计算机应用技术]; 0835 [软件工程];
摘要
This paper proposes the formulation of a database of validation examples. This initial contribution describes the problem of validation of the simulation of two real systems. These include a mechanical network and a thermal system with a transport delay. Data of the component values and measurements are reported here. The data from testing these systems will be made available at a later stage to enable other workers to compare other validation techniques with those presented here. The responses of a mechanical and a thermal system were measured with a laptop PC and Labview via a DAQCard(TM)-700 data acquisition card. Simulations were made with ACSL and ACSL Math. The validation procedures implemented included a parameter variation with integral quadratic weighting and ITAE weighting together with a statistical matching technique using a correlation coefficient. These techniques illustrate the problem of achieving "good" validation to within a few percentage points. Correlation coefficients of over 98% were obtained for the fitting of linear models, with Theil indices of less than 0.075. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:451 / 473
页数:23
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