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undergraduate thesis
Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže
Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. urn:nbn:hr:235:218105
Miković, Matija
University of Zagreb
Faculty of Mechanical Engineering and Naval Architecture

Institutional repository: Repository of Faculty of Mechanical Engineering and Naval Architecture University of Zagreb

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Miković, M. (2021). Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:235:218105

Miković, Matija. "Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:235:218105

Miković, Matija. "Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:235:218105

Miković, M. (2021). 'Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže', Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, accessed 27 December 2024, https://urn.nsk.hr/urn:nbn:hr:235:218105

Miković M. Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture; 2021 [cited 2024 December 27] Available at: https://urn.nsk.hr/urn:nbn:hr:235:218105

M. Miković, "Procjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže", Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:235:218105

Metadata
TitleProcjena vremenski promjenjive mase gradskog autobusa korištenjem neuronske mreže
Title (english)Neural network-based estimation of time-varying city bus mass
AuthorMatija Miković
MentorJoško Deur (mentor)
GranterUniversity of Zagreb
Faculty of Mechanical Engineering and Naval Architecture
Zagreb
Defense date and country2021-02-25, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mechanical Engineering
Abstract
U ovom radu predstavljena je neuronska mreža kao moguća metoda procjene mase vozila. Objašnjeni su osnovni pojmovi neuronskih mreža. Opisan je postupak prikupljanja i obrade velike količine podataka potrebnih za neuronske mreže. Proučena je već postojeća metoda procjene mase korištenjem fizikalnog modela uzdužne dinamike vozila. Provedeno je učenje neuronskih mreža uz prethodno odabranu strukturu i definirane parametre učenja. Predložene su četiri metode procjene mase korištenjem neuronskih mreža. Analizom rezultata usporedile su se različite neuronske mreže i predložene metode procjene mase. Također su se za usporedbu prikazali i rezultati fizikalnog modela. Naposljetku su dane smjernice za moguća poboljšanja.
Abstract (english)
In this thesis, the neural network is presented as a possible method of vehicle mass estimation. Basic concepts of neural networks are explained. The process of collecting and processing a large amount of data required for neural networks is described. The already existing method of mass estimation using a longitudinal vehicle dynamics model was studied. Neural network was trained with a previously selected structure and defined training parameters. Four methods of neural network-based estimation of mass have been proposed. Different neural networks and proposed mass estimation methods were analysed and compared. The results of vehicle dynamics models were also presented for comparison. Finally, guidelines for potentional improvements are given.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:235:218105
Study programmeTitle: Mechanical Engineering
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka strojarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
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Created on2021-02-19 16:46:29