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Solar irradiance estimation using the Echo State Network and the Flexible Neural Tree

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F14%3A86096561" target="_blank" >RIV/61989100:27240/14:86096561 - isvavai.cz</a>

  • Alternative codes found

    RIV/61989100:27740/14:86096561

  • Result on the web

    <a href="http://dx.doi.org/10.1007/978-3-319-07776-5_49" target="_blank" >http://dx.doi.org/10.1007/978-3-319-07776-5_49</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-319-07776-5_49" target="_blank" >10.1007/978-3-319-07776-5_49</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Solar irradiance estimation using the Echo State Network and the Flexible Neural Tree

  • Original language description

    Two popular models for solving temporal learning problems are the Flexible Neural Tree (FNT) and the Echo State Network (ESN). Both models belong to the the Neural Network area. The ESN is based in the projection of a recurrent neural network to model the temporal dependencies of the data. The FNT uses heuristic techniques for finding a tree topology and its parameters. There are several examples in the Machine Learning literature that shown the success for solving learning tasks of both techniques. Inthis paper, we have studied the performance of these methods in a specific data set about renewable energy. (C) Springer International Publishing Switzerland 2014.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/ED1.1.00%2F02.0070" target="_blank" >ED1.1.00/02.0070: IT4Innovations Centre of Excellence</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2014

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Advances in Intelligent Systems and Computing. Volume 297

  • ISBN

    978-3-319-07775-8

  • ISSN

    2194-5357

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    475-484

  • Publisher name

    Springer

  • Place of publication

    Basel

  • Event location

    Shenzhen

  • Event date

    Jun 13, 2014

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article