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Razvoj sistema za napovedovanje večdimenzionalnih časovnih vrst z nevronskimi mrežami : zaključna naloga Univerzitetnega študijskega programa I. stopnje Strojništvo - Razvojno raziskovalni programRupnik, Lenart, strojnikNapovedovanje časovnih vrst opisuje proces analize izbranih časovnih vrst in napovedovanje še neznanih vrednosti na osnovi preteklih podatkov. Pri tem se najpogosteje uporablja metode globokega ... učenja in s tem povezane nevronske mreže. Namen zaključnega dela je sestaviti enostavno nevronsko mrežo, ki lahko s pomočjo enega ali več vhodnih parametrov napoveduje en izhodni parameter. Za pomoč pri izdelavi in za namene testiranj uporabimo dva podatkovna niza. Prvi opisuje krožno pot avtonomnega robota v dvodimenzionalnem prostoru. S pomočjo tega niza izdelamo osnovno strukturo sistema za napovedovanje in opravimo analizo uporabljenih metod in parametrov. Drugi niz podatkov predstavlja časovni potek vremenskega stanja v okolici Ljubljane. Na podlagi tega niza želimo napovedati dnevni potek temperature. Ob napovedovanju iskanih vrednosti se izkaže, da je bil sistem uspešno izdelan.Type of material - undergraduate thesis ; adult, seriousPublication and manufacture - Ljubljana : [L. Rupnik], 2022Language - slovenianCOBISS.SI-ID - 115303427
Author
Rupnik, Lenart, strojnik
Other authors
Vrabič, Rok
Topics
diplomske naloge |
umetna inteligenca |
globoko učenje |
nevronske mreže |
povratne nevronske mreže |
napovedovanje časovnih vrst |
thesis |
artificial intelligence |
deep learning |
neural networks |
recurrent neural networks |
time series predictions
Library | Call number – location, accession no. ... | Copy status |
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Faculty of Mechanical Engineering, Lj. | UN 1623 IN: 80001623 |
available - reading room |
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Database name | Field | Year |
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Links to authors' personal bibliographies | Links to information on researchers in the SICRIS system |
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Rupnik, Lenart, strojnik | |
Vrabič, Rok | 30914 |
Source: Personal bibliographies
and: SICRIS
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