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Pregled bibliografske jedinice broj: 473944

Self-Organizing Polynomial Networks for Time-Constrained Applications

Marić, Ivan; Ivek, Ivan
Self-Organizing Polynomial Networks for Time-Constrained Applications // IEEE transactions on industrial electronics, 58 (2011), 5; 2019-2029 doi:10.1109/TIE.2010.2051934 (međunarodna recenzija, članak, znanstveni)

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Naslov
Self-Organizing Polynomial Networks for Time-Constrained Applications

Autori
Marić, Ivan ; Ivek, Ivan

Izvornik
IEEE transactions on industrial electronics (0278-0046) 58 (2011), 5; 2019-2029

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
GMDH ; approximation methods ; computational intelligence ; measurement uncertainty ; natural gas ; polynomials ; training ; approximation methods ; embedded systems ; modeling ; real-time systems

Sažetak
A meta-modeling of complex calculation procedures (static systems) is investigated with the aim to create the low complexity surrogate models applicable in low computing power real-time measurement systems. Unlike the single parameter error criteria and MDL measure, the proposed compound squared relative error measure forces the GMDH algorithm to prefer the models having the smallest compound deviation of the accuracy and the execution time from the given thresholds and thus generally leads to more favorable models with respect to both conditions. The approximation errors, the execution speed and the applicability of derived GMDH models in real-time flowrate measurements of natural gas are discussed and compared with the corresponding models derived by ANN and SVR.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Računarstvo, Strojarstvo



POVEZANOST RADA

Projekti:
098-0982560-2565 - Postupci računalne inteligencije u mjernim sustavima (Marić, Ivan, MZOS ) ( CroRIS)
098-0982560-2566 - Mjerenje i karakterizacija podataka iz stvarnog svijeta (Medved-Rogina, Branka, MZOS ) ( CroRIS)

Ustanove:
Institut "Ruđer Bošković", Zagreb

Profili:

Avatar Url Ivan Marić (autor)

Avatar Url Ivan Ivek (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada doi isano.irb.hr ieeexplore.ieee.org

Citiraj ovu publikaciju:

Marić, Ivan; Ivek, Ivan
Self-Organizing Polynomial Networks for Time-Constrained Applications // IEEE transactions on industrial electronics, 58 (2011), 5; 2019-2029 doi:10.1109/TIE.2010.2051934 (međunarodna recenzija, članak, znanstveni)
Marić, I. & Ivek, I. (2011) Self-Organizing Polynomial Networks for Time-Constrained Applications. IEEE transactions on industrial electronics, 58 (5), 2019-2029 doi:10.1109/TIE.2010.2051934.
@article{article, author = {Mari\'{c}, Ivan and Ivek, Ivan}, year = {2011}, pages = {2019-2029}, DOI = {10.1109/TIE.2010.2051934}, keywords = {GMDH, approximation methods, computational intelligence, measurement uncertainty, natural gas, polynomials, training, approximation methods, embedded systems, modeling, real-time systems}, journal = {IEEE transactions on industrial electronics}, doi = {10.1109/TIE.2010.2051934}, volume = {58}, number = {5}, issn = {0278-0046}, title = {Self-Organizing Polynomial Networks for Time-Constrained Applications}, keyword = {GMDH, approximation methods, computational intelligence, measurement uncertainty, natural gas, polynomials, training, approximation methods, embedded systems, modeling, real-time systems} }
@article{article, author = {Mari\'{c}, Ivan and Ivek, Ivan}, year = {2011}, pages = {2019-2029}, DOI = {10.1109/TIE.2010.2051934}, keywords = {GMDH, approximation methods, computational intelligence, measurement uncertainty, natural gas, polynomials, training, approximation methods, embedded systems, modeling, real-time systems}, journal = {IEEE transactions on industrial electronics}, doi = {10.1109/TIE.2010.2051934}, volume = {58}, number = {5}, issn = {0278-0046}, title = {Self-Organizing Polynomial Networks for Time-Constrained Applications}, keyword = {GMDH, approximation methods, computational intelligence, measurement uncertainty, natural gas, polynomials, training, approximation methods, embedded systems, modeling, real-time systems} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus

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