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Pregled bibliografske jedinice broj: 527581

Using Temporal Neural Networks to Forecasting of Broadband network faults

Deljac, Željko; Kunštić, Marijan; Spahija, Boris
Using Temporal Neural Networks to Forecasting of Broadband network faults // Proceedings of the 19th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2011)
Hvar, Hrvatska, 2011. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Using Temporal Neural Networks to Forecasting of Broadband network faults

Autori
Deljac, Željko ; Kunštić, Marijan ; Spahija, Boris

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 19th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2011) / - , 2011

ISBN
978-953-290-027-9

Skup
SoftCOM 2011

Mjesto i datum
Hvar, Hrvatska, 15.09.2011. - 17.09.2011

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Using Temporal Neural Networks to Forecasting of Broadband network faults

Sažetak
The goal of this study is to research a possibility of short- and long-term forecasting of the expected number of faults in broadband telecommunications networks using various prediction models. The experiment is conducted on actual live data collected from a telecommunications network in the period between 2009 and 2011 and the number of faults included in the analysis exceeds 1.5 million. Research focus has been placed on dynamic neural networks specialized for prediction in nonlinear systems, with autoregressive integrated moving average method included for comparison, since it previously demonstrated satisfactory results in fault prediction in broadband networks. To achieve the highest accuracy for each specific test case, variable parameters have been adjusted for every method.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika



POVEZANOST RADA

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Marijan Kunštić (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada

Citiraj ovu publikaciju:

Deljac, Željko; Kunštić, Marijan; Spahija, Boris
Using Temporal Neural Networks to Forecasting of Broadband network faults // Proceedings of the 19th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2011)
Hvar, Hrvatska, 2011. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Deljac, Ž., Kunštić, M. & Spahija, B. (2011) Using Temporal Neural Networks to Forecasting of Broadband network faults. U: Proceedings of the 19th International Conference on Software, Telecommunications and Computer Networks (SoftCOM 2011).
@article{article, author = {Deljac, \v{Z}eljko and Kun\v{s}ti\'{c}, Marijan and Spahija, Boris}, year = {2011}, keywords = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, isbn = {978-953-290-027-9}, title = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, keyword = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, publisherplace = {Hvar, Hrvatska} }
@article{article, author = {Deljac, \v{Z}eljko and Kun\v{s}ti\'{c}, Marijan and Spahija, Boris}, year = {2011}, keywords = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, isbn = {978-953-290-027-9}, title = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, keyword = {Using Temporal Neural Networks to Forecasting of Broadband network faults}, publisherplace = {Hvar, Hrvatska} }

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