About: Synthesis of a Neural Network via Analytic Programming Methodology

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	This paper introduces innovative method of an artificial neural network (ANN) optimization (synthesis) by means of Analytic Programming (AP). The method proves itself to be especially effective when formally identified non-neural parts of the heating plant model need to be made more accurate. Asynchronous distribu-tion plays the key role here as the heating plant behavior data has to be acquired from a very large database and therefore learning of ANN may require a lot of computation time. The method was successfully tested on the real life problems as well as on widely recognized benchmark functions with respect to the function approximation, prediction and problems. The ANN synthesis software was de-signed based on .NET Framework technology. The resulting software is capable of automatic synthesis and optimizing the ANN based on the user-given data within a reasonable time. The ANN synthesis proves to be a useful and efficient tool for nonlinear modeling in comparison with competing methods. This paper introduces innovative method of an artificial neural network (ANN) optimization (synthesis) by means of Analytic Programming (AP). The method proves itself to be especially effective when formally identified non-neural parts of the heating plant model need to be made more accurate. Asynchronous distribu-tion plays the key role here as the heating plant behavior data has to be acquired from a very large database and therefore learning of ANN may require a lot of computation time. The method was successfully tested on the real life problems as well as on widely recognized benchmark functions with respect to the function approximation, prediction and problems. The ANN synthesis software was de-signed based on .NET Framework technology. The resulting software is capable of automatic synthesis and optimizing the ANN based on the user-given data within a reasonable time. The ANN synthesis proves to be a useful and efficient tool for nonlinear modeling in comparison with competing methods. (en)
Title	Synthesis of a Neural Network via Analytic Programming Methodology Synthesis of a Neural Network via Analytic Programming Methodology (en)
skos:prefLabel	Synthesis of a Neural Network via Analytic Programming Methodology Synthesis of a Neural Network via Analytic Programming Methodology (en)
skos:notation	RIV/70883521:28140/13:43869450!RIV14-MSM-28140___
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(ED2.1.00/03.0089)
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Vařacha, Pavel
http://linked.open.../riv/druhVysledku	D - Článek ve sborníku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Univerzita Tomáše Bati ve Zlíně / Fakulta aplikované informatiky
http://linked.open...dnocenehoVysledku	109518
http://linked.open...ai/riv/idVysledku	RIV/70883521:28140/13:43869450
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	Programming; Analytic; Network; Neural; Synthesis (en)
http://linked.open.../riv/klicoveSlovo	Neural Synthesis Network Analytic Programming
http://linked.open...ontrolniKodProRIV	[F3F28A862B14]
http://linked.open...v/mistoKonaniAkce	Ostrava
http://linked.open...i/riv/mistoVydani	Heidelberg
http://linked.open...i/riv/nazevZdroje	Nostradamus: Modern Methods of Prediction, Modeling and Analysis of Nonlinear Systems
http://linked.open...in/vavai/riv/obor	JC
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...vavai/riv/projekt	The Centre of Security, Information and Advanced Technologies (CEBIA-Tech)
http://linked.open...UplatneniVysledku	2013
http://linked.open...iv/tvurceVysledku	Vařacha, Pavel
http://linked.open...vavai/riv/typAkce	WRD - Světová
http://linked.open.../riv/zahajeniAkce	2012-09-05 (xsd:date)
issn	2194-5357
number of pages	16 (xsd:int)
http://purl.org/ne...btex#hasPublisher	Springer-Verlag. Berlin
https://schema.org/isbn	978-3-642-33226-5
http://localhost/t...ganizacniJednotka	28140

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