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Essentials of Computational Chemistry

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76 3 SIMULATIONS OF MOLECULAR ENSEMBLES<br />

p<br />

Figure 3.2 An actual phase-space trajectory (bold curve) and an approximate trajectory generated<br />

by repeated application <strong>of</strong> Eq. (3.17) (series <strong>of</strong> arrows representing individual time steps). Note that<br />

each propagation step has an identical t, but individual p values can be quite different. In the<br />

illustration, the approximate trajectory hews relatively closely to the actual one, but this will not be<br />

the case if too large a time step is used<br />

atoms moving seemingly randomly. The very high energies <strong>of</strong> the various steps will preclude<br />

their contributing in a meaningful way to any property average.)<br />

Of course, we know that in the limit <strong>of</strong> an infinitesimally small time step, we will recover<br />

Eqs. (3.10) and (3.12). But, since each time step requires a computation <strong>of</strong> all <strong>of</strong> the molecular<br />

forces (and, presumably, <strong>of</strong> the property we are interested in), which is computationally<br />

intensive, we do not want to take too small a time step, or we will not be able to propagate<br />

our trajectory for any chemically interesting length <strong>of</strong> time. What then is the optimal length<br />

for a time step that balances numerical stability with chemical utility? The general answer is<br />

that it should be at least one and preferably two orders <strong>of</strong> magnitude smaller than the fastest<br />

periodic motion within the system. To illustrate this, reconsider the 1-D harmonic oscillator<br />

example <strong>of</strong> Figure 3.1: if we estimate the first position <strong>of</strong> the mass after its release, given<br />

that the acceleration will be computed to be towards the wall, we will estimate the new<br />

position to be displaced in the negative direction. But, if we take too large a time step, i.e.,<br />

we keep moving the mass towards the wall without ever accounting for the change in the<br />

acceleration <strong>of</strong> the spring with position, we might end up with the mass at a position more<br />

negative than −b. Indeed, we could end up with the mass behind the wall!<br />

In a typical (classical) molecular system, the fastest motion is bond vibration which, for<br />

a heavy-atom–hydrogen bond has a period <strong>of</strong> about 10 −14 s. Thus, for a system containing<br />

such bonds, an integration time step t should not much exceed 0.1 fs. This rather short time<br />

t

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