isotropic pair
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Inverse design of self-assembling Frank-Kasper phases and insights into emergent quasicrystals

2017 ◽  
Author(s):  
Beth Lindquist ◽  
Ryan Jadrich ◽  
William Pineros ◽  
Thomas Truskett
Keyword(s):  
Machine Learning ◽  
Self Assembly ◽  
Design Strategy ◽  
Particle Systems ◽  
Inverse Design ◽  
Learning Approach ◽  
Self Assembling ◽  
Machine Learning Approach ◽  
Component Particle ◽  
Isotropic Pair

We discuss how a machine learning approach based on relative entropy optimization can be used as an inverse design strategy to discover isotropic pair interactions that self-assemble single- or multi-component particle systems into Frank-Kasper phases. In doing so, we also gain insights into self-assembly of quasicrystals.

scholarly journals Design of two-dimensional particle assemblies using isotropic pair interactions with an attractive well

AIP Advances ◽  
2017 ◽  
Vol 7 (11) ◽  
pp. 115307 ◽  
Author(s):  
William D. Piñeros ◽  
Ryan B. Jadrich ◽  
Thomas M. Truskett
Keyword(s):  
Two Dimensional ◽  
Particle Assemblies ◽  
Isotropic Pair ◽  
Pair Interactions

Inverse design of self-assembling Frank-Kasper phases and insights into emergent quasicrystals

2017 ◽  
Author(s):  
Beth Lindquist ◽  
Ryan Jadrich ◽  
William Pineros ◽  
Thomas Truskett
Keyword(s):  
Machine Learning ◽  
Self Assembly ◽  
Design Strategy ◽  
Particle Systems ◽  
Inverse Design ◽  
Learning Approach ◽  
Self Assembling ◽  
Machine Learning Approach ◽  
Component Particle ◽  
Isotropic Pair

We discuss how a machine learning approach based on relative entropy optimization can be used as an inverse design strategy to discover isotropic pair interactions that self-assemble single- or multi-component particle systems into Frank-Kasper phases. In doing so, we also gain insights into self-assembly of quasicrystals.

scholarly journals Assembly of nothing: equilibrium fluids with designed structured porosity

Soft Matter ◽  
2016 ◽  
Vol 12 (10) ◽  
pp. 2663-2667 ◽  
Author(s):  
Beth A. Lindquist ◽  
Ryan B. Jadrich ◽  
Thomas M. Truskett
Keyword(s):  
Pair Interaction ◽  
Inverse Design ◽  
Inhomogeneous Fluid ◽  
Size And Morphology ◽  
Isotropic Pair

Inverse design was used to discover an isotropic pair interaction that assembles particles into an inhomogeneous fluid matrix surrounding pores of prescribed size and morphology.

Formation of chain structures in systems of charged grains interacting via isotropic pair potentials

2013 ◽  
Vol 39 (5) ◽  
pp. 394-398 ◽  
Author(s):  
O. S. Vaulina ◽  
I. I. Lisina ◽  
K. G. Koss
Keyword(s):  
Pair Potentials ◽  
Isotropic Pair

Thermodynamic and transport properties of nonideal systems with isotropic pair potentials

2010 ◽  
Vol 82 (5) ◽  
Author(s):  
O. S. Vaulina ◽  
X. G. Koss ◽  
Yu. V. Khrustalyov ◽  
O. F. Petrov ◽  
V. E. Fortov
Keyword(s):  
Transport Properties ◽  
Pair Potentials ◽  
Thermodynamic And Transport Properties ◽  
Nonideal Systems ◽  
Isotropic Pair
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