Zobrazeno 1 - 10
of 16
pro vyhledávání: '"Paul Z. Hanakata"'
Publikováno v:
Physical Review Research, Vol 2, Iss 4, p 042006 (2020)
Machine learning (ML) methods have recently been used as forward solvers to predict the mechanical properties of composite materials. Here, we use a supervised autoencoder (SAE) to perform the inverse design of graphene kirigami, where predicting the
Externí odkaz:
https://doaj.org/article/a446c894989a414f8d6c06abd05f1432
Motivated by efforts to create thin nanoscale metamaterials and understand atomically thin binary monolayers, we study the finite temperature statistical mechanics of arrays of bistable buckled dilations embedded in free-standing two-dimensional crys
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::7f46ba0aaca268e759f40231170ca39f
http://arxiv.org/abs/2105.10015
http://arxiv.org/abs/2105.10015
Publikováno v:
Physical Review Research. 2
Machine learning (ML) methods have recently been used as forward solvers to predict the mechanical properties of composite materials. Here, we use a supervised-autoencoder (sAE) to perform inverse design of graphene kirigami, where predicting the ult
Understanding thin sheets, ranging from the macro to the nanoscale, can allow control of mechanical properties such as deformability. Out-of-plane buckling due to in-plane compression can be a key feature in designing new materials. While thin-plate
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::90471d38bb467e710ce626063a6040ae
Autor:
Antonio Elia Forte, Paul Z. Hanakata, Lishuai Jin, Emilia Zari, Ahmad Zareei, Matheus C. Fernandes, Laura Sumner, Jonathan Alvarez, Katia Bertoldi
Publikováno v:
Forte, A E, Hanakata, P Z, Jin, L, Zari, E, Zareei, A, Fernandes, M C, Sumner, L, Alvarez, J & Bertoldi, K 2022, ' Inverse Design of Inflatable Soft Membranes Through Machine Learning ', Advanced Functional Materials, vol. 32, no. 16, 2111610 . https://doi.org/10.1002/adfm.202111610
Across fields of science, researchers have increasingly focused on designing soft devices that can shape-morph to achieve functionality. However, identifying a rest shape that leads to a target 3D shape upon actuation is a non-trivial task that invol
Publikováno v:
Physical Review Letters. 123
Publikováno v:
Physical Review Letters. 121
Making kirigami-inspired cuts into a sheet has been shown to be an effective way of designing stretchable materials with metamorphic properties where the 2D shape can transform into complex 3D shapes. However, finding the optimal solutions is not str
Publikováno v:
Physical Review B. 97
P.Z.H. developed the theory, wrote the paper, and performed the DFT calculations. A.S.R. contributed to the analytical work. H.S.P., D.K.C., and A.C.H.N. supervised the research. We thank Vitor M. Pereira for useful comments and discussions. P.Z.H.,
Autor:
David K. Campbell, Daniel Rayneau-Kirkhope, Douglas P. Holmes, Marcelo A. Dias, Michael P. McCarron, Harold S. Park, Paul Z. Hanakata
Publikováno v:
Campbell, D K, Dias, M A, P. McCarron, M, Rayneau-Kirkhope, D J, Z. Hanakata, P, S. Park, H & P. Holmes, D 2018, ' Kirigami Actuators ', American Physical Society. Bulletin . < http://meetings.aps.org/Meeting/MAR18/Session/F57.5 >
Dias, M A, P. McCarron, M, Rayneau-Kirkhope, D J, Z. Hanakata, P, Campbell, D K, S. Park, H & P. Holmes, D 2017, ' Kirigami actuators ', Soft Matter, vol. 13, no. 48, pp. 9087-9092 . https://doi.org/10.1039/c7sm01693j
Dias, M A, P. McCarron, M, Rayneau-Kirkhope, D J, Z. Hanakata, P, Campbell, D K, S. Park, H & P. Holmes, D 2017, ' Kirigami actuators ', Soft Matter, vol. 13, no. 48, pp. 9087-9092 . https://doi.org/10.1039/c7sm01693j
Thin elastic sheets bend easily and, if they are patterned with cuts, can deform in sophisticated ways. Here we show that carefully tuning the location and arrangement of cuts within thin sheets enables the design of mechanical actuators that scale d
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::0fa55e0417bb12a39ba61ee5919637f1
https://pure.au.dk/portal/da/publications/kirigami-actuators(23fe56f0-23f5-41e2-8c2f-07da6e8fdfab).html
https://pure.au.dk/portal/da/publications/kirigami-actuators(23fe56f0-23f5-41e2-8c2f-07da6e8fdfab).html
Publikováno v:
Proceedings of the National Academy of Sciences. 112:2966-2971
The study of glass formation is largely framed by semiempirical models that emphasize the importance of progressively growing cooperative motion accompanying the drop in fluid configurational entropy, emergent elasticity, or the vanishing of accessib