Control Law and Pseudo Neural Networks Synthesized by Evolutionary Symbolic Regression Technique
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F16%3A43875601" target="_blank" >RIV/70883521:28140/16:43875601 - isvavai.cz</a>
Result on the web
<a href="http://link.springer.com/chapter/10.1007/978-3-319-33786-9_9" target="_blank" >http://link.springer.com/chapter/10.1007/978-3-319-33786-9_9</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-319-33786-9_9" target="_blank" >10.1007/978-3-319-33786-9_9</a>
Alternative languages
Result language
angličtina
Original language name
Control Law and Pseudo Neural Networks Synthesized by Evolutionary Symbolic Regression Technique
Original language description
This research deals with synthesis of final complex expressions by means of an evolutionary symbolic regression technique-analytic programming (AP)-for novel approach to classification and system control. In the first case, classification technique-pseudo neural network is synthesized, i.e. relation between inputs and outputs created. The inspiration came from classical artificial neural networks where such a relation between inputs and outputs is based on the mathematical transfer functions and optimized numerical weights. AP will synthesize a whole expression at once. The latter case, the AP will create chaotic controller that secures the stabilization of stable state and high periodic orbit-oscillations between several values of discrete chaotic system. Both cases will produce a mathematical relation with several inputs, the latter case uses several historical values from the time series. For experimentation, Differential Evolution (DE) for the main procedure and also for meta-evolution version of analytic programming (AP) was used.
Czech name
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Czech description
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Classification
Type
C - Chapter in a specialist book
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Book/collection name
Seminal Contributions to Modelling and Simulation: 30 Years of the European Council of Modelling and Simulation
ISBN
978-3-319-33785-2
Number of pages of the result
23
Pages from-to
91-113
Number of pages of the book
292
Publisher name
Springer International Publishing AG
Place of publication
Basel
UT code for WoS chapter
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