Design of Experiments as a Prerequisite for Development of Fuzzy Models?

被引:0
|
作者
Blazic, Saso [1 ]
Skrjanc, Igor [1 ]
机构
[1] Univ Ljubljana, Fac Elect Engn, Ljubljana, Slovenia
来源
IFAC PAPERSONLINE | 2019年 / 52卷 / 11期
关键词
design of experiments; fuzzy model; radial basis network; decolourisation process; atmospheric corrosion;
D O I
10.1016/j.ifacol.2019.09.131
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Design of experiments is an approach where the experiments for measurement acquisition should be planned very carefully in order to obtain high-informative data. This paper tackles a problem of constructing mathematical models of complex nonlinear problems based on measurement data of poor information content. Two practical examples are dealt with. The first one is a textile wastewater decolourisation process, and the second one an atmospheric corrosion of structural metal materials. In both cases the measurement data were not adequate for constructing a very accurate model. In such cases it is necessary to make a trade-off between model complexity and model accuracy. (C) 2019, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:140 / 145
页数:6
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