A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market

A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market

The paper contains selected results of research related to the nature and the implementation of the neural model supported by the evolutionary algorithm inspired by quantum calculations for determination of prices at the Polish Power Exchange. Numeric data quoted at the Day Ahead Market in the perio...

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Main Authors: Tchórzewski Jerzy, Ruciński Dariusz
Format: Article
Language:English
Published: EDP Sciences 2019-01-01
Series:ITM Web of Conferences
Online Access:https://www.itm-conferences.org/articles/itmconf/pdf/2019/05/itmconf_zkwe2019_01006.pdf
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spelling doaj-9bc43dd761c449b1b5e4bfcd2e8c8f882021-02-02T08:15:42ZengEDP SciencesITM Web of Conferences2271-20972019-01-01280100610.1051/itmconf/20192801006itmconf_zkwe2019_01006A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead MarketTchórzewski JerzyRuciński DariuszThe paper contains selected results of research related to the nature and the implementation of the neural model supported by the evolutionary algorithm inspired by quantum calculations for determination of prices at the Polish Power Exchange. Numeric data quoted at the Day Ahead Market in the period of 1st January 2015 to 30th June 2015 were used to train the artificial neural network in the model of the system. Attention was paid to quantization method, dequantization method and the method of quantum calculations. Significant improvement of the neural model supported by the quantum-inspired evolutionary algorithm was obtained compared with the model without quantum inspiration.https://www.itm-conferences.org/articles/itmconf/pdf/2019/05/itmconf_zkwe2019_01006.pdf
collection DOAJ
language English
format Article
sources DOAJ
author Tchórzewski Jerzy
Ruciński Dariusz
spellingShingle Tchórzewski Jerzy
Ruciński Dariusz
A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
ITM Web of Conferences
author_facet Tchórzewski Jerzy
Ruciński Dariusz
author_sort Tchórzewski Jerzy
title A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
title_short A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
title_full A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
title_fullStr A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
title_full_unstemmed A neural model supported by the Evolutionary Algorithm inspired by quantum calculations to determine prices at the Polish Power Exchange Day Ahead Market
title_sort neural model supported by the evolutionary algorithm inspired by quantum calculations to determine prices at the polish power exchange day ahead market
publisher EDP Sciences
series ITM Web of Conferences
issn 2271-2097
publishDate 2019-01-01
description The paper contains selected results of research related to the nature and the implementation of the neural model supported by the evolutionary algorithm inspired by quantum calculations for determination of prices at the Polish Power Exchange. Numeric data quoted at the Day Ahead Market in the period of 1st January 2015 to 30th June 2015 were used to train the artificial neural network in the model of the system. Attention was paid to quantization method, dequantization method and the method of quantum calculations. Significant improvement of the neural model supported by the quantum-inspired evolutionary algorithm was obtained compared with the model without quantum inspiration.
url https://www.itm-conferences.org/articles/itmconf/pdf/2019/05/itmconf_zkwe2019_01006.pdf
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AT rucinskidariusz aneuralmodelsupportedbytheevolutionaryalgorithminspiredbyquantumcalculationstodeterminepricesatthepolishpowerexchangedayaheadmarket
AT tchorzewskijerzy neuralmodelsupportedbytheevolutionaryalgorithminspiredbyquantumcalculationstodeterminepricesatthepolishpowerexchangedayaheadmarket
AT rucinskidariusz neuralmodelsupportedbytheevolutionaryalgorithminspiredbyquantumcalculationstodeterminepricesatthepolishpowerexchangedayaheadmarket
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