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Creating fuzzy models from limited data
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Blažič, Sašo
(
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)
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MD5: 197313EE0F15373EF0CA2283E3B7309C
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https://wseas.com/journals/articles.php?id=9442
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Abstract
The design of experiments is a methodological approach in which measurement experiments are carefully planned to obtain highly informative data. This paper addresses the challenge of constructing mathematical models for complex nonlinear processes when the available measurement data have low information content. This problem often arises when data are collected without the guidance of an experimental modeling expert. We examine two practical examples to illustrate this issue: a textile wastewater decolorization process and atmospheric corrosion of structural metal materials. In both cases, the measured data were insufficient to construct highly accurate models. It is, therefore, necessary to make a trade-off between model complexity and accuracy by adapting modeling techniques to work effectively with the limited data available. The main aim of the paper is, therefore, to focus on simple but effective techniques that allow as much information as possible to be extracted from low-quality measurements and to maximize the usefulness of the model for its intended purpose.
Language:
English
Keywords:
design of experiments
,
low information content
,
decolorization process
,
atmospheric corrosion
,
fuzzy model
,
radial basis network
Work type:
Article
Typology:
1.01 - Original Scientific Article
Organization:
FE - Faculty of Electrical Engineering
Publication status:
Published
Publication version:
Version of Record
Year:
2024
Number of pages:
Str. 209-216
Numbering:
Vol. 19
PID:
20.500.12556/RUL-160040
UDC:
681.5
ISSN on article:
1991-8763
DOI:
10.37394/23203.2024.19.22
COBISS.SI-ID:
204075523
Publication date in RUL:
09.08.2024
Views:
109
Downloads:
25
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Record is a part of a journal
Title:
WSEAS transactions on systems and control
Publisher:
WSEAS Press
ISSN:
1991-8763
COBISS.SI-ID:
595195
Licences
License:
CC BY 4.0, Creative Commons Attribution 4.0 International
Link:
http://creativecommons.org/licenses/by/4.0/
Description:
This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.
Secondary language
Language:
Slovenian
Keywords:
načrtovanje poskusov
,
nizko-informativna vsebina
,
postopek razbarvanja
,
atmosferska korozija
,
mehki model
,
radialno-bazna mreža
Projects
Funder:
ARIS - Slovenian Research and Innovation Agency
Project number:
P2-0219
Name:
Modeliranje, simulacija in vodenje procesov
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