Global optimization and smoothing of an energy function
Here we consider an example of potential smoothing. A “smoothing protocol” is defined by the following integral transform
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where the parameter
determines the extent of the smoothing. It covers a range
from a value yielding a smooth surface to a value recovering the original
surface.
Here is a one choice for the transformation on a one-dimensional potential (the algorithm is not limited to one dimensional cases)

A useful change of variable is
We have

Note that powers that include
only (no
) are irrelevant since after the integration they produce a
constant that does not affect the
dependence. Also odd
powers in
are integrated to
zero. Therefore the only remaining terms are summarized below:

Note that
is a critical value
in the smoothing procedure. At
values smaller than 3
there is only one minimum (but at the wrong position – exactly at the top of
the barrier!), below the critical value the potential splits to the two minima.
The distance between the two minima grows until at the limit of large value the
original surface is recovered.