20.500.12556/RUL-181332 Numerical simulation data underlying the scientific paper Surrogate model for FEA analysis and damage calculation used for exhaust system validation Podatki numeričnih simulacij, obravnavani v članku Surrogate model for FEA analysis and damage calculation used for exhaust system validation The research data consist of the training and validation datasets and the source code used for building the surrogate model. They include both input and output data as well as surrogate model parameters. The data were generated for the purpose of training and validating a surrogate model (neural network) for predicting the fatigue life of an exhaust system. The goal of the methodology using a surrogate model is to replace time consuming finite element modeling and fatigue life calculations with a computationally simpler approach for determining the location and magnitude of the maximum damage. Raziskovalni podatki so zbirka učnih in validacijskih baz podatkov ter programske kode, uporabljenih pri grajenju nadomestnega (angl. surrogate) modela. Zajemajo tako vhodne kot izhodne podatke in parametre. Podatki so bili generirani z namenom učenja in validiranja nadomestnega modela (nevronska mreža) za napoved dobe trajanja izpušnega sistema. Cilj metodologije z uporabo nadomestnega modela je zamenjati časovno potratno modeliranje s končnimi elementi in dolgotrajen izračun dobe trajanja z računsko enostavnejšim pristopom za določitev lokacije in velikosti največje poškodbe. material fatigue damage surrogate model computational modeling neural network design optimization utrujanje materiala poškodba nadomestni model računalniško modeliranje nevronska mreža konstruiranje optimizacija true false false Angleški jezik Slovenski jezik Slovenija Od/From 2025-12-15 do/till 2025-03-26 Neznano 2026-04-01 15:28:24 2026-04-01 21:10:12 2026-04-10 04:38:51 0000-00-00 00:00:00 2026 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 README.txt README.txt README 1 72589865BD663E53C64C55C2D8C1D3AC a85cdb4cbdd179114d69f02396605d6b25bfb5d2670ddf247ec6835f8bfa15b0 83eb0c98-3457-11f1-b0ab-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=232049 PREBERI_ME.txt PREBERI_ME.txt PREBERI ME 1 ED466CBC63BBD12AA86556B268998DFC b1874e23ff9037cef50225d5c73cd0dffd022e38820136f8fd5b889cad797936 e6df5517-3457-11f1-b0ab-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=232050 data.zip data.zip Data 1 6CECC41D7B0782EF0825CDA45A2E2C2A acc78ae4bde4c449af3fc9820af36bc10cac2b8b54ed651b2a9cf9312ae183e9 fac82dbd-2dce-11f1-b0ab-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=231705 Fakulteta za strojništvo Sinteza Simulacija 0 0 0