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master's thesis
Prognoza vremenskih serija klimatskih elemenata i pokazatelja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:079992
Škrlec, Branimir
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Škrlec, B. (2019). Prognoza vremenskih serija klimatskih elemenata i pokazatelja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:079992

Škrlec, Branimir. "Prognoza vremenskih serija klimatskih elemenata i pokazatelja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:079992

Škrlec, Branimir. "Prognoza vremenskih serija klimatskih elemenata i pokazatelja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:079992

Škrlec, B. (2019). 'Prognoza vremenskih serija klimatskih elemenata i pokazatelja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 01 January 2025, https://urn.nsk.hr/urn:nbn:hr:168:079992

Škrlec B. Prognoza vremenskih serija klimatskih elemenata i pokazatelja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2025 January 01] Available at: https://urn.nsk.hr/urn:nbn:hr:168:079992

B. Škrlec, "Prognoza vremenskih serija klimatskih elemenata i pokazatelja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:079992

Metadata
TitlePrognoza vremenskih serija klimatskih elemenata i pokazatelja
Title (english)Time Series Forecasting of Climate Elements and Indicators
AuthorBranimir Škrlec
MentorKrešimir Pripužić (mentor)
Committee memberKrešimir Pripužić (predsjednik povjerenstva)
Committee memberJurica Babić (član povjerenstva)
Committee memberMarin Vuković (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-12, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Electrical Engineering
Abstract
U sklopu ovog rada ukratko je objašnjeno što je točno vremenska serija te što su neuronske mreže. Pokazano je kakav utjecaj ima sjeverno atlantska oscilacija na vrijeme u Republici Hrvatskoj, odnosno postoji li korelacija između NAO indeksa i vrijednosti temperature, tlaka i padalina. Kreiran je model za predviđanje sutrašnjih vrijednosti pomoću LSTM neuronske mreže za 4 mjerne postaje u Republici Hrvatskoj: Bjelovar, Ogulin, Varaždin i Zagreb Maksimir. Pokazano je da kreirani model ima dobre karakteristike kod predviđanja dnevnih vrijednosti temperature i tlaka, dok model koji predviđa dnevnu količinu padalina ne daje dobre rezultate, te je zbog toga kreiran model koji koristi prosječne mjesečne vrijednosti.
Abstract (english)
Within this paper, it is briefly explained what are time series and neural networks. The influence of North Atlantic Oscillation on weather in Republic of Croatia has been shown, ie whether there is a correlation between the NAO index and temperature, pressure and precipitation. A model for prediction of next day's values was created with LSTM neural network for 4 measuring stations in the Republic of Croatia: Bjelovar, Ogulin, Varaždin and Zagreb Maksimir. It has been shown that the model created has good characteristics when predicting daily values of temperature and pressure, while a model predicting daily precipitation amounts does not produce good results and therefore a model that uses average monthly values has been created.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:079992
Study programmeTitle: Information and Communication Technology
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka informacijske i komunikacijske tehnologije (magistar/magistra inženjer/inženjerka informacijske i komunikacijske tehnologije)
Type of resourceText
File originBorn digital
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Created on2020-01-07 22:26:16