Comment by lcnielsen

Yeah, I did a lot of traditional optimization problems during my Ph. D., this type of expression pops up all the time with higher-order gradient-based methods. You rescale or otherwise adjust the gradient based on some system-characteristic eigenvalues to promote convergence without overshooting too much.