Machine Learning Enhanced DFTB Method for Periodic Systems: Learning from Electronic Density of States
method with low computational cost. In order to increase its accuracy, we have introduced a machine learning algorithm to optimize several parameters of the DFTB method, concentrating on solids with defects [...] efforts, and represents a good compromise for cases, where long-range effects make direct machine learning predictions difficult.