Prediction of Vibration Characteristics of a Composite Rotor Blade via Deep Neural Networks
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Yoo, Seungho
(Department of Aerospace Engineering, Jeonbuk National University)
Jeong, Inho (Department of Aerospace Engineering, Jeonbuk National University) Kim, Hyejin (Department of Aerospace Engineering, Jeonbuk National University) Cho, Haeseong (Future Air Mobility Research Center, Jeonbuk National University) Kim, Taejoo (Korea Aerospace Research Institute) Kee, Youngjung (Korea Aerospace Research Institute) |
1 | Clevert, D. A., Unterthiner, T. and Hochreiter, S., "Fast and accurate deep network learning by exponential linear units (elus)," arXiv preprint arXiv: 1511.07289, 2016. |
2 | Felippa, C. A. and Haugen, B., "A unified formulation of small-strain corotational finite elements: I. Theory," Computer Methods in Applied Mechanics and Engineering, Vol. 194, No. 21-24, 2005, pp. 2285~2335. DOI |
3 | Hodges, D. H., "A review of composite rotor blade modeling," 29th Structures, Structural Dynamics and Materials Conference, April 1988, pp. 355~312 |
4 | Chellil, A., Settet, A. T. and Lecheb, S., "Aeroelastic stability analysis of composite rotor blade," 2013 5th International Conference on Modeling, Simulation and Applied Optimization (ICMSAO), 2013, pp. 1~4. |
5 | Datta, A., "X3D - A 3D Solid Finite Element Multibody Dynamic Analysis for Rotorcraft," American Helicopter Society Technical Meeting on Aeromechanics Design for Vertical Lift, 2016, pp. 20~22. |
6 | Yu, Y., Hur, T., Jung, J. and Jang, I. G., "Deep learning for determining ad near-optimal topological design without any iteration," Structural and Multidisciplinary Optimization, Vol. 59, 2019, pp. 787~799. DOI |
7 | Cho, H., Lee, N., Shin, S. J. and Lee, S., "Computational Study of Fluid-Structure Interaction on Flapping Wing under Passive Pitching Motion," Journal of Aerospace Engineering, Vol. 32, No. 4, 2019, pp. 04019023. DOI |
8 | Kollmann, H. T., Abueidda, D. W., Koric, S., Guleryuz, E. and Sobh, N. A., "Deep learning for topology optimization of 2D metamaterials," Materials & Design, Vol. 196, 2020, pp. 109098. DOI |
9 | Chun, T. Y., Ryu, H. Y., Cho, H., Shin, S. J., Kee, Y. J. and Kim, D. K., "Structural Analysis of a Bearingless Rotor using an Improved Flexible Multi-body Model," Journal of Aircraft, Vol. 50, No. 2, 2013, pp. 539~550. DOI |
10 | Liao, C. C., Zhao, X. L. and, Xu, J. Z., "Blade layers optimization of wind turbines using FAST and improved PSO Algorithm," Renewable Energy, Vol. 42, 2012, pp. 227~233. DOI |
11 | Cho, H., Gong, D. H., Lee, N., Shin, S. J. and Lee, S., "Combined co-rotational beam/shell elements for fluid-structure interaction of insect-like flapping wing," Nonlinear Dynamics, Vol. 97, No. 1, 2019, pp. 203~224. DOI |
12 | Khosravi, P., Ganesa, R. and Sedaghati, R., "Corotational non-linear analysis of thin plate and shell using a new shell element," International Journal for Numerical Methods in Engineering, Vol. 69, No. 4, 2007, pp. 859~885. DOI |
13 | Kim, H., Kim, S., Hong, J. and Cho, H., "Nonlinear Shell Finite Element and Parallel Computing Algorithm for Aircraft Wing-box Structural Analysis," Journal of the Korean Society for Aeronautical and Space Sciences, Vol. 48, No. 8, 2020, pp. 565~571. DOI |
14 | Owen, A. B., "Controlling Correlations in Latin Hypercube Samples," Journal of the American Statistical Association, Vol. 89, No. 428, 1994, pp. 1517~1522. DOI |
15 | Schubel, P. J. and Crossley, R. J., "Wind Turbine Blade Design," Energies, Vol. 5, No. 9, 2012, pp. 3425~3449. DOI |
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