most citedMachine-learning free-energy functionals using density profiles from simulations

44 citations · 46 across the 4 of their papers we have counts for

collaborators

5 papers

cond-mat.soft20212 cited

Crystal polymorph selection mechanism of hard spheres hidden in the fluid

Gabriele M. Coli, Robin van Damme, C. Patrick Royall +1

Nucleation plays a critical role in the birth of crystals and is associated with a vast array of phenomena such as protein crystallization and ice formation in clouds. Despite nume…

cond-mat.soft2021

Inverse design of soft materials via a deep-learning-based evolutionary strategy

Gabriele Maria Coli, Emanuele Boattini, Laura Filion +1

Colloidal self-assembly -- the spontaneous organization of colloids into ordered structures -- has been considered key to produce next-generation materials. However, the present-da…

cond-mat.soft202144 cited

Machine-learning free-energy functionals using density profiles from simulations

Peter Cats, Sander Kuipers, Sacha de Wind +4

The formally exact framework of equilibrium Density Functional Theory (DFT) is capable of simultaneously and consistently describing thermodynamic and structural properties of inte…

cond-mat.soft2019

Softness suppresses fivefold symmetry and enhances crystallization of binary Laves phases in nearly hard spheres

Tonnishtha Dasgupta, Gabriele M. Coli, Marjolein Dijkstra

Colloidal crystals with a diamond and pyrochlore structure display wide photonic band gaps at low refractive index contrasts. However, these low-coordinated and open structures are…

cond-mat.soft2019

Inverse design of charged colloidal particle interactions for self assembly into specified crystal structures

Rajneesh Kumar, Gabriele M. Coli, Marjolein Dijkstra +1

We study the inverse problem of tuning interaction parameters between charged colloidal particles interacting with a hard-core repulsive Yukawa potential, so that they assemble int…