Molecular diffusion in MOFs plays an important role in
determining
whether equilibrium can be reached in adsorption-based chemical separations
and is a key driving force in membrane-based separations. Molecular
dynamics (MD) simulations have shown that in some cases inclusion
of framework flexibility in MOF changes predicted molecular diffusivities
by orders of magnitude relative to more efficient MD simulations using
rigid structures. Despite this, all previous efforts to predict molecular
diffusion in MOFs in a high-throughput way have relied on MD data
from rigid structures. We use a diverse data set of MD simulations
in flexible and rigid MOFs to develop a classification model that
reliably predicts whether framework flexibility has a strong impact
on molecular diffusion in a given MOF/molecule pair. We then combine
this approach with previous high-throughput MD simulations to develop
a reliable model that efficiently predicts molecular diffusivities
in cases in which framework flexibility can be neglected. The use
of this approach is illustrated by making predictions of molecular
diffusivities in ∼70,000 MOF/molecule pairs for molecules relevant
to gas separations.