Pretražite po imenu i prezimenu autora, mentora, urednika, prevoditelja

Napredna pretraga

Pregled bibliografske jedinice broj: 1136824

Reducing computational time for FEM post- processing through the use of feedforward neural networks


Zlatić, Martin; Čanađija, Marko
Reducing computational time for FEM post- processing through the use of feedforward neural networks // Book of Extended Abstracts of the 6th ECCOMAS Young Investigators Conference
Valencia, Španjolska, 2022. str. 397-402 doi:10.4995/YIC2021.2021.12473 (predavanje, recenziran, cjeloviti rad (in extenso), znanstveni)


CROSBI ID: 1136824 Za ispravke kontaktirajte CROSBI podršku putem web obrasca

Naslov
Reducing computational time for FEM post- processing through the use of feedforward neural networks

Autori
Zlatić, Martin ; Čanađija, Marko

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

Izvornik
Book of Extended Abstracts of the 6th ECCOMAS Young Investigators Conference / - , 2022, 397-402

Skup
6th ECCOMAS Young Investigators Conference

Mjesto i datum
Valencia, Španjolska, 07.07.2021. - 09.07.2021

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Recenziran

Ključne riječi
Machine Learning, FEM, Postprocessing

Sažetak
With the recent surge in neural network usage, machine learning libraries have become more convenient to use and implement. In this paper the possibility of using neural networks in order to faster process displacements obtained from nite element calculation and replace existing post- processing procedures is investigated. The method is implemented on 2D membrane nite elements for their relative simplicity. A speed up is observed in comparison to traditional methods of post- processing. Possible further applications of this method are also presented in this paper.

Izvorni jezik
Engleski

Znanstvena područja
Temeljne tehničke znanosti



POVEZANOST RADA


Projekti:
HRZZ-IP-2019-04-4703 - Nelokalni mehanički modeli nanogreda (nonNano) (Čanađija, Marko, HRZZ - 2019-04) ( CroRIS)

Ustanove:
Tehnički fakultet, Rijeka

Profili:

Avatar Url Marko Čanađija (autor)

Avatar Url Martin Zlatić (autor)

Poveznice na cjeloviti tekst rada:

doi

Citiraj ovu publikaciju:

Zlatić, Martin; Čanađija, Marko
Reducing computational time for FEM post- processing through the use of feedforward neural networks // Book of Extended Abstracts of the 6th ECCOMAS Young Investigators Conference
Valencia, Španjolska, 2022. str. 397-402 doi:10.4995/YIC2021.2021.12473 (predavanje, recenziran, cjeloviti rad (in extenso), znanstveni)
Zlatić, M. & Čanađija, M. (2022) Reducing computational time for FEM post- processing through the use of feedforward neural networks. U: Book of Extended Abstracts of the 6th ECCOMAS Young Investigators Conference doi:10.4995/YIC2021.2021.12473.
@article{article, author = {Zlati\'{c}, Martin and \v{C}ana\djija, Marko}, year = {2022}, pages = {397-402}, DOI = {10.4995/YIC2021.2021.12473}, keywords = {Machine Learning, FEM, Postprocessing}, doi = {10.4995/YIC2021.2021.12473}, title = {Reducing computational time for FEM post- processing through the use of feedforward neural networks}, keyword = {Machine Learning, FEM, Postprocessing}, publisherplace = {Valencia, \v{S}panjolska} }
@article{article, author = {Zlati\'{c}, Martin and \v{C}ana\djija, Marko}, year = {2022}, pages = {397-402}, DOI = {10.4995/YIC2021.2021.12473}, keywords = {Machine Learning, FEM, Postprocessing}, doi = {10.4995/YIC2021.2021.12473}, title = {Reducing computational time for FEM post- processing through the use of feedforward neural networks}, keyword = {Machine Learning, FEM, Postprocessing}, publisherplace = {Valencia, \v{S}panjolska} }

Citati:





    Contrast
    Increase Font
    Decrease Font
    Dyslexic Font