
Results in Engineering, Journal Year: 2024, Volume and Issue: 25, P. 103695 - 103695
Published: Dec. 10, 2024
Language: Английский
Results in Engineering, Journal Year: 2024, Volume and Issue: 25, P. 103695 - 103695
Published: Dec. 10, 2024
Language: Английский
Results in Engineering, Journal Year: 2024, Volume and Issue: 24, P. 103101 - 103101
Published: Oct. 10, 2024
Language: Английский
Citations
9Results in Engineering, Journal Year: 2024, Volume and Issue: 23, P. 102547 - 102547
Published: July 11, 2024
In recent years, lattice structures have gained extensive attention due to their unique properties and great potential in various fields. Their effective material can be obtained by several means, e.g., numerical homogenization methods, finite element (FE) simulations, experiments. Numerical methods involve certain assumptions, thus, applications are limited those satisfying all assumptions. On the contrary, although FE simulations experiments performed for structures, they more time-consuming tedious than especially with complex geometry. this study, a surrogate model is presented address drawbacks mentioned above. More precisely, elastic modulus of two-dimensional triangular unit cells predicted trained random forest algorithm. The dataset generated from simulations. Several geometric details along parent selected as input features. These features varied cover wide range encountered engineering applications. correlation between investigated test independence. Furthermore, contribution each feature prediction models also thoroughly examined. accuracy proposed evaluated through comparisons untrained datasets.
Language: Английский
Citations
5Results in Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 104117 - 104117
Published: Jan. 1, 2025
Language: Английский
Citations
0International Journal of Mechanical Sciences, Journal Year: 2025, Volume and Issue: unknown, P. 110189 - 110189
Published: March 1, 2025
Language: Английский
Citations
0Composites Part C Open Access, Journal Year: 2024, Volume and Issue: unknown, P. 100546 - 100546
Published: Nov. 1, 2024
Language: Английский
Citations
2Results in Engineering, Journal Year: 2024, Volume and Issue: 24, P. 103296 - 103296
Published: Nov. 7, 2024
Language: Английский
Citations
1Acta Mechanica, Journal Year: 2024, Volume and Issue: unknown
Published: Nov. 2, 2024
Language: Английский
Citations
0Results in Engineering, Journal Year: 2024, Volume and Issue: 25, P. 103695 - 103695
Published: Dec. 10, 2024
Language: Английский
Citations
0