Soft Matter · 2008 · 82 citations · 26 references
Natural SciencesChemistryPhysicsCondensed Matter PhysicsPhysical ChemistrySurface ScienceColloid ChemistryColloidal Self-assemblyEnergy MinimizationEvolutionary OptimizationGenetic AlgorithmsSelf-assembled NanostructuresColloidal InteractionsColloidal Particle MonolayersEquilibrium ConfigurationsLangmuir MonolayersMinimizationMonolayersSuperparamagnetismTwo-dimensional Colloidal Monolayers
We employ genetic algorithms (GA), which allow for an unbiased search for the global minimum of energy landscapes, to identify the ordered equilibrium configurations formed by binary dipolar systems confined on a plane. A large variety of arrangements is identified, the complexity of which grows with increasing asymmetry between the two components and with growing concentration of the small particles. The effects of the density are briefly discussed and a comparison with results obtained via conventional lattice-sum minimization is presented. Our results can be confirmed by experiments involving Langmuir monolayers of polystyrene dipolar spheres or superparamagnetic colloids confined on the air-water interface and polarized by an external, perpendicular magnetic field.
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Molecular Geometry Optimization with a Genetic Algorithm
D. M. Deaven, K. M. Ho · Physical Review Letters · 1995 · 1.1K citations · Full text
Natural Sciences, Chemistry, Physics +17
Structures of medium-sized silicon clusters
Kai‐Ming Ho, Alexandre A. Shvartsburg, Bicai Pan et al. · Nature · 1998 · 654 citations