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Understanding Many-Body Effects in Ion Hydration with the MB-nrg Potential Energy Functions
- Riera Riambau, Marc
- Advisor(s): Paesani, Francesco
Abstract
Water is ubiquitous in nature. The arrangement and behavior of water molecules around
solutes, ranging from monoatomic ions such as alkali metal ions, to small organic molecules or
proteins, is important to understand the driving forces of many processes and reactions. Computer
simulations have become a powerful tool within the last decades, but a unified molecular level
picture of the mechanism of hydration is still missing. On one hand, ab initio methods are
accurate, but the treatable size of the system is relatively small, and their accuracy depends on the
level of theory used. On the other hand, force fields allow for the study of large system sizes, but
at the cost of accuracy. In this work, we present another approach, the MB-nrg (for many-body
energy) potential energy functions (PEFs), which have the speed of a force field and the accuracy
of the current “gold standard” in electronic structure calculations: coupled-cluster with singles,
doubles and perturbative triples excitations (CCSD(T)) at the complete basis set limit. In the
MB-nrg framework, many-body effects are described through classical polarization, and explicit
corrections using permutationally invariant polynomials (PIPs) fitted to reproduce CCSD(T)
reference data are added at the two- and three-body level. Focusing on the alkali metal ions, it
is shown that adding higher levels of corrections to the classical polarizable model improves
the agreement between experiments and our theoretical predictions. Finally, this methodology
is extendable to any insulator, i.e. the electrons are not delocalized over the whole system, for
which accurate reference energies can be obtained. However, the software infrastructure available
right now does not allow the use of this kind of methodology in an efficient way. Consequently,
we have also developed a new software infrastructure MBX (for many-body expansion) that
enables efficient energy calculations. The combination of MBX with MB-nrg is a powerful
tool that allows us to study any complex system, as long as accurate reference energies can be
obtained.
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