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Essentials of Computational Chemistry

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466 13 HYBRID QUANTAL/CLASSICAL MODELS<br />

about a QM anion has the additional benefit <strong>of</strong> substantially reducing any likely instabilities<br />

associated with charge penetration (see Section 11.4.1.3).<br />

13.2.3 Fully Polarized Interactions<br />

Allowing the QM system to be polarized by the MM charges without at the same time<br />

accounting for polarization <strong>of</strong> the molecules comprising the MM system may be regarded<br />

as being possibly unbalanced. One approach for including polarizability in the MM system<br />

has already been described in Chapter 12, and its extension to a QM/MM system is algorithmically<br />

trivial. Thus, each MM molecule or atom is assigned a polarizability tensor α,<br />

and the induced dipole at each polarizable center is determined from Eq. (12.30); in the<br />

QM/MM system, the electric field E has the same components from the MM partial charges<br />

and induced dipoles as in a fully classical system, and an additional component deriving<br />

from the nuclei and electronic wave function <strong>of</strong> the QM system that is straightforward to<br />

calculate. The interaction <strong>of</strong> the induced dipoles with the MM partial charges (Eq. (12.31))<br />

and with one another (Eq. (2.23)) are added in the HMM term <strong>of</strong> Eq. (13.1). In addition,<br />

the induced dipoles interact with the nuclei <strong>of</strong> the QM system according to Eq. (12.31),<br />

and with the electronic wave function as the expectation value <strong>of</strong> the operator equivalent <strong>of</strong><br />

Eq. (12.31) (thereby adding additional one-electron integrals to the Fock operator, one for<br />

each induced dipole).<br />

The evaluation <strong>of</strong> all <strong>of</strong> these terms must proceed iteratively until self-consistency is<br />

reached, since the induced dipoles and the relaxing QM wave function modify the electric<br />

field on which the induced dipoles are dependent. Thus, the increase in computational<br />

resources required to include MM polarizability can be quite significant – one order <strong>of</strong><br />

magnitude is not uncommon. Comparisons between QM/MM systems modeled with and<br />

without MM polarizability have been largely equivocal on the utility <strong>of</strong> its inclusion (adding<br />

alternative three-body correction terms has also been examined for the hydrated manganous<br />

ion (Loeffler, Yague, and Rode 2002) and was similarly found to lead to no significant<br />

improvement in describing hydration structure). Given its very high cost <strong>of</strong> implementation,<br />

there seems to be little point in carrying the model to this degree <strong>of</strong> physicality. However,<br />

the lack <strong>of</strong> improvement in many cases may be attributable to the polarizability being added<br />

post facto to an already existing force field. By virtue <strong>of</strong> fitting to experiment, formally nonpolarizable<br />

force fields must include polarization in some average way into their parameters,<br />

making it less likely that additional explicit accounting for polarization will show dramatic<br />

effects. It is likely that only ongoing efforts aimed at developing fully polarizable force fields<br />

from scratch will prove definitive in determining the level <strong>of</strong> additional physical insight that<br />

may be gained from having polarization present in explicit form (see, for instance, Banks<br />

et al. 1999).<br />

Although complete, fully polarizable QM/MM schemes are computationally demanding, a<br />

simplified version <strong>of</strong> this formalism was arguably the first QM/MM approach to be described<br />

(Warshel and Levitt 1976), and the method still sees some use today. The simplification<br />

involves replacing explicit, polarizable MM molecules with a three-dimensional grid <strong>of</strong><br />

fixed, polarizable dipoles – each a so-called Langevin dipole (LD) as it is required to obey

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