Machine Learning Accelerated Genetic Algorithms for Computational Materials Search
2018-12-10T20:15:44Z (GMT)
by
A machine learning model is used as a surrogate fitness evaluator in a genetic algorithm (GA) optimization of the atomic distribution of Pt-Au nanoparticles. The machine learning accelerated genetic algorithm (MLaGA) yields a 50-fold reduction of required energy calculations compared to a traditional GA.
Categories
License
CC BY 4.0