Recursive neural network as a high-speed plate collision emulator
Čelâbinskij fiziko-matematičeskij žurnal, Tome 9 (2024) no. 1, pp. 134-143
Voir la notice de l'article provenant de la source Math-Net.Ru
Based on a database obtained using a high-speed plate impact model that relates impact parameters and material model parameters to the free surface velocity profile, the study compares the learning process and accuracy of a feedforward artificial neural network and a recursive neural network. A recursive neural network provides a significantly greater accuracy and requires less training time. Using a recursive neural network as a fast model emulator and Bayesian calibration can make it possible to solve the inverse problem of determining the substance model parameters from the free surface velocity profile with a greater accuracy.
Keywords:
recursive neural network, artificial neural network, artificial neural network training, high-speed plate collision.
@article{CHFMJ_2024_9_1_a10,
author = {V. V. Pogorelko and A. E. Mayer and E. V. Fedorov},
title = {Recursive neural network as a high-speed plate collision emulator},
journal = {\v{C}el\^abinskij fiziko-matemati\v{c}eskij \v{z}urnal},
pages = {134--143},
publisher = {mathdoc},
volume = {9},
number = {1},
year = {2024},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/CHFMJ_2024_9_1_a10/}
}
TY - JOUR AU - V. V. Pogorelko AU - A. E. Mayer AU - E. V. Fedorov TI - Recursive neural network as a high-speed plate collision emulator JO - Čelâbinskij fiziko-matematičeskij žurnal PY - 2024 SP - 134 EP - 143 VL - 9 IS - 1 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/CHFMJ_2024_9_1_a10/ LA - ru ID - CHFMJ_2024_9_1_a10 ER -
%0 Journal Article %A V. V. Pogorelko %A A. E. Mayer %A E. V. Fedorov %T Recursive neural network as a high-speed plate collision emulator %J Čelâbinskij fiziko-matematičeskij žurnal %D 2024 %P 134-143 %V 9 %N 1 %I mathdoc %U http://geodesic.mathdoc.fr/item/CHFMJ_2024_9_1_a10/ %G ru %F CHFMJ_2024_9_1_a10
V. V. Pogorelko; A. E. Mayer; E. V. Fedorov. Recursive neural network as a high-speed plate collision emulator. Čelâbinskij fiziko-matematičeskij žurnal, Tome 9 (2024) no. 1, pp. 134-143. http://geodesic.mathdoc.fr/item/CHFMJ_2024_9_1_a10/