Data-driven simulation for general-purpose multibody dynamics using Deep Neural Networks-Reference-Cited by-同舟云学术

Data-driven simulation for general-purpose multibody dynamics using Deep Neural Networks

Published:2020-12-14 Issue:4 Volume:51 Page:419-454
ISSN:1384-5640
Container-title:Multibody System Dynamics
language:en
Short-container-title:Multibody Syst Dyn

Author:

Choi Hee-Sun,An Junmo,Han Seongji,Kim Jin-Gyun,Jung Jae-Yoon,Choi Juhwan,Orzechowski Grzegorz,Mikkola Aki,Choi Jin Hwan

Funder

Kyung Hee University

Publisher

Springer Science and Business Media LLC

Subject

Control and Optimization,Computer Science Applications,Mechanical Engineering,Aerospace Engineering,Modeling and Simulation

Link

http://link.springer.com/content/pdf/10.1007/s11044-020-09772-8.pdf

Reference27 articles.

1. Agrawal, O.P., Shabana, A.A.: Dynamic analysis of multibody systems using component modes. Comput. Struct. 21(6), 1303–1312 (1985)

2. Angeli, A., Naets, F., Desmet, W.: Data-driven model order reduction for real-time multibody simulations. In: The 5th Joint International Conference on Multibody System Dynamics, IMSD (2018)

3. Ansari, H., Tupy, M., Datar, M., Negrut, D.: Construction and Use of Surrogate Models for the Dynamic Analysis of Multibody Systems. SAE International by Columbia Univ. (2018)

4. Bergstra, J., Bengio, Y.: Random search for hyper-parameter optimization. J. Mach. Learn. Res. 13, 281–305 (2012)

5. Besselink, B., Tabak, U., Lutowska, A., van de Wouw, N., Nijmeijer, H., Rixen, D.J., Hochstenbach, M.E., Schilders, W.H.A.: A comparison of model reduction techniques from structural dynamics, numerical mathematics and systems and control. J. Sound Vib. 332, 4403–4422 (2013)

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