Abstract
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 24th Nordic Seminar on Computational Mechanics |
| Publication date | 2011 |
| Publication status | Published - 2011 |
| Event | NSCM-24 - Helsinki, Finland Duration: 1 Jan 2011 → … |
Conference
| Conference | NSCM-24 |
|---|---|
| City | Helsinki, Finland |
| Period | 01/01/2011 → … |
Keywords
- Nonlinear structural dynamics
- Artificial neural networks
Cite this
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Artificial Neural Networks for Nonlinear Dynamic Response Simulation in Mechanical Systems. / Christiansen, Niels Hørbye; Høgsberg, Jan Becker; Winther, Ole.
Proceedings of the 24th Nordic Seminar on Computational Mechanics. 2011.Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
TY - GEN
T1 - Artificial Neural Networks for Nonlinear Dynamic Response Simulation in Mechanical Systems
AU - Christiansen, Niels Hørbye
AU - Høgsberg, Jan Becker
AU - Winther, Ole
PY - 2011
Y1 - 2011
N2 - It is shown how artificial neural networks can be trained to predict dynamic response of a simple nonlinear structure. Data generated using a nonlinear finite element model of a simplified wind turbine is used to train a one layer artificial neural network. When trained properly the network is able to perform accurate response prediction much faster than the corresponding finite element model. Initial result indicate a reduction in cpu time by two orders of magnitude.
AB - It is shown how artificial neural networks can be trained to predict dynamic response of a simple nonlinear structure. Data generated using a nonlinear finite element model of a simplified wind turbine is used to train a one layer artificial neural network. When trained properly the network is able to perform accurate response prediction much faster than the corresponding finite element model. Initial result indicate a reduction in cpu time by two orders of magnitude.
KW - Nonlinear structural dynamics
KW - Artificial neural networks
M3 - Article in proceedings
BT - Proceedings of the 24th Nordic Seminar on Computational Mechanics
ER -