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undergraduate thesis
Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži
Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. urn:nbn:hr:235:191629
Ćavar, Luka
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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Ćavar, L. (2024). Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:235:191629

Ćavar, Luka. "Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. https://urn.nsk.hr/urn:nbn:hr:235:191629

Ćavar, Luka. "Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži." Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, 2024. https://urn.nsk.hr/urn:nbn:hr:235:191629

Ćavar, L. (2024). 'Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži', Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, accessed 16 February 2025, https://urn.nsk.hr/urn:nbn:hr:235:191629

Ćavar L. Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture; 2024 [cited 2025 February 16] Available at: https://urn.nsk.hr/urn:nbn:hr:235:191629

L. Ćavar, "Skalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži", Undergraduate thesis, University of Zagreb, Faculty of Mechanical Engineering and Naval Architecture, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:235:191629

Metadata
TitleSkalabilni model hidrauličke pumpe temeljen na umjetnoj neuronskoj mreži
Title (english)Scalable hydraulic pump model based on artificial neural network
AuthorLuka Ćavar
MentorMihael Cipek (mentor)
GranterUniversity of Zagreb
Faculty of Mechanical Engineering and Naval Architecture
Zagreb
Defense date and country2024-09-26, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Mechanical Engineering
Abstract
Ovaj rad bavi se razvojem skalabilnog modela neuronske mreže za predviđanje efikasnosti hidrauličke pumpe. Korištenjem MATLAB okruženja, cilj je bio kreirati model koji može efikasno obrađivati različite veličine i složenosti podataka bez gubitka performansi. Kroz analizu različitih arhitektura mreža, testirani su modeli na više skupova podataka kako bi se procijenila njihova sposobnost prilagođavanja. Četiri modela neuronske mreže su stvorena s obzirom na specifičnosti podataka i način pristupa s obzirom da su modeli trenirani na različitim dimenzijama pumpa kako bi se usporedila efikasnost i skalabilnost svakog modela, pri čemu je također dan uvid koliko je model neuronske mreže adekvatan za rješavanje problema predviđanja efikasnosti hidrauličke pumpe.
Abstract (english)
This study deals with the development of a scalable neural network model for predicting the efficiency of a hydraulic pump. Using the MATLAB environment, the aim was to create a model capable of efficiently processing different sizes and complexities of data without loss of performance. Through the analysis of various network architectures, the models were tested on multiple datasets to assess their adaptability. Four neural network models were created based on the specific data characteristics and approach, considering that the models were trained on different pump dimensions to compare the efficiency and scalability of each model. Additionally, insight was provided into how well the neural network model is suited for solving the problem of predicting hydraulic pump efficiency.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:235:191629
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
Terms of useLicence Attribution 4.0 International (CC BY 4.0) icon
Created on2024-09-19 18:28:42