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Naji, M. |
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Motta, Antonella |
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Aletan, Dirar |
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Mohamed, Tarek |
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Ertürk, Emre |
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Taccardi, Nicola |
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Kononenko, Denys |
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Petrov, R. H. | Madrid |
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Alshaaer, Mazen | Brussels |
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Bih, L. |
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Casati, R. |
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Muller, Hermance |
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Kočí, Jan | Prague |
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Šuljagić, Marija |
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Kalteremidou, Kalliopi-Artemi | Brussels |
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Azam, Siraj |
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Ospanova, Alyiya |
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Blanpain, Bart |
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Ali, M. A. |
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Popa, V. |
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Rančić, M. |
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Ollier, Nadège |
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Azevedo, Nuno Monteiro |
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Landes, Michael |
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Rignanese, Gian-Marco |
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Krushynska, Anastasiia O.
University of Groningen
in Cooperation with on an Cooperation-Score of 37%
Topics
Publications (11/11 displayed)
- 2024Characterizing Dissipative Elastic Metamaterials Produced by Additive Manufacturingcitations
- 2023Analytical characterization of the dynamic response of viscoelastic metamaterialscitations
- 2022Hybrid machine-learning and finite-element design for flexible metamaterial wingscitations
- 2018Design and Fabrication of Bioinspired Hierarchical Dissipative Elastic Metamaterialscitations
- 2017Dissipative elastic metamaterials
- 2017Hierarchical bio-inspired dissipative metamaterials for low frequency attenuationcitations
- 2017The attenuation performance of locally resonant acoustic metamaterials based on generalised viscoelastic modellingcitations
- 2017Coupling local resonance with Bragg band gaps in single-phase mechanical metamaterialscitations
- 2016Multiscale mechanics of dynamical metamaterials
- 2016Visco-elastic effects on wave dispersion in three-phase acoustic metamaterialscitations
- 2014Towards optimal design of locally resonant acoustic metamaterialscitations
Places of action
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article
Hybrid machine-learning and finite-element design for flexible metamaterial wings
Abstract
Insect wings are formed by intricate combinations of flexible membranes and rigid veins; such a structure enables excellent flight performance, adaptability to aerodynamic forces, and biological functions. Comprehensive understanding of the interplay between wing patterning and flight dynamics has however not been achieved yet due to enormous variability of natural patterns and the extreme complexity of the modeling wing-air interactions. Therefore, the design of a pattern for artificial flexible wings is challenging. In contrast to other studies mimicking biological patterns of insect wings, we propose usage of metamaterials principles to enable controllable dynamics, and machine-learning techniques to solve a related multi-parameter design optimization problem. We demonstrate the advantages of this hybrid approach by finding practical patterns with improved target property – enhanced lift. The obtained designs were manufactured by means of a low-cost fused deposition modeling (FDM) 3D-printer from a single commercially available thermoplastic polyurethane (TPU) and revealed the required balance between the rigidity of metamaterial “veins” and the flexibility of the wing base. Extensions of our approach to other designs or analyses of other moving structures offer straightforward benefits in tackling a wide range of computationally complex aerodynamic and vibroacoustic problems.