The parameters for the linear alkanes were determined by the same XDM-constrained parameterization procedure, but only the top 5 parameter pairs from the search for the analogous sp 3 carbon atom types from cyclohexane and toluene were considered. This procedure successfully identified effective parameters from only 25 MD simulations of trial parameters.