Local elevation is a technique used in
computational chemistry
Computational chemistry is a branch of chemistry that uses computer simulation to assist in solving chemical problems. It uses methods of theoretical chemistry, incorporated into computer programs, to calculate the structures and properties of mo ...
or
physics
Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which rel ...
, mainly in the field of molecular simulation (including
molecular dynamics
Molecular dynamics (MD) is a computer simulation method for analyzing the physical movements of atoms and molecules. The atoms and molecules are allowed to interact for a fixed period of time, giving a view of the dynamic "evolution" of th ...
(MD) and
Monte Carlo
Monte Carlo (; ; french: Monte-Carlo , or colloquially ''Monte-Carl'' ; lij, Munte Carlu ; ) is officially an administrative area of the Principality of Monaco, specifically the ward of Monte Carlo/Spélugues, where the Monte Carlo Casino i ...
(MC) simulations). It was developed in 1994 by Huber, Torda and van Gunsteren
to enhance the searching of conformational space in molecular dynamics simulations and is available in the
GROMOS
GROningen MOlecular Simulation (GROMOS) is the name of a force field for molecular dynamics simulation, and a related computer software package. Both are developed at the University of Groningen, and at the Computer-Aided Chemistry Group at the ...
software for molecular dynamics simulation (since GROMOS96). The method was, together with the conformational flooding method,
the first to introduce memory dependence into molecular simulations. Many recent methods build on the principles of the local elevation technique,
including the Engkvist-Karlström,
adaptive biasing force,
Wang–Landau,
metadynamics
Metadynamics (MTD; also abbreviated as METAD or MetaD) is a computer simulation method in computational physics, chemistry and biology. It is used to estimate the free energy and other state functions of a system, where ergodicity is hindered by ...
,
adaptively biased molecular dynamics,
adaptive reaction coordinate forces,
and local elevation umbrella sampling
methods.
The basic principle of the method is to add a memory-dependent potential energy term in the simulation so as to prevent the simulation to revisit already sampled configurations, which leads to the increased probability of discovering new configurations. The method can be seen as a continuous variant of the
Tabu search Tabu search is a metaheuristic search method employing local search methods used for mathematical optimization. It was created by Fred W. Glover in 1986
and formalized in 1989.
Local (neighborhood) searches take a potential solution to a prob ...
method.
Algorithm
Basic step
The basic step of the algorithm is to add a small, repulsive potential energy function to the current configuration of the molecule such as to penalize this configuration and increase the likelihood of discovering other configurations. This requires the selection of a subset
of the degrees of freedom, which define the relevant conformational variables. These are typically a set of conformationally relevant dihedral angles, but can
in principle be any differentiable function of the cartesian coordinates
.
The algorithm deforms the physical potential energy surface by introducing a bias energy, such that the total potential energy is defined as
:
The local elevation bias
depends on the simulation time
and is set to zero at the start of the simulation
(
) and is gradually built as a sum of small, repulsive functions, giving
:
,
where
is a scaling constant and
is a multidimensional, repulsive function with
.
The resulting bias potential will be a sum of all the added functions
:
To reduce the number of added repulsive functions, a common approach is to add the functions to grid points. The original choice of
is to use a multidimensional
Gaussian function
In mathematics, a Gaussian function, often simply referred to as a Gaussian, is a function of the base form
f(x) = \exp (-x^2)
and with parametric extension
f(x) = a \exp\left( -\frac \right)
for arbitrary real constants , and non-zero . It i ...
. However, due to the infinite range of the Gaussian as well as the artifacts that can occur with a sum of gridded Gaussians, a better choice is to apply multidimensional truncated
polynomial
In mathematics, a polynomial is an expression consisting of indeterminates (also called variables) and coefficients, that involves only the operations of addition, subtraction, multiplication, and positive-integer powers of variables. An ex ...
functions
.
Applications
The local elevation method can be applied to free energy calculations as well as to conformational searching problems. In free energy calculations the local elevation technique is applied to level out the free energy surface along the selected set of variables. It has been shown by Engkvist and Karlström
that the bias potential built by the local elevation method will approximate the negative of the free energy surface. The free energy surface can therefore be approximated directly from the bias potential (as done in the metadynamics method) or the bias potential can be used for
umbrella sampling
Umbrella sampling is a technique in computational physics and chemistry, used to improve sampling of a system (or different systems) where ergodicity is hindered by the form of the system's energy landscape. It was first suggested by Torrie an ...
(as done in metadynamics with umbrella sampling corrections
and local elevation umbrella sampling
methods) to obtain more accurate free energies.
References
{{Reflist
Molecular dynamics
Computational chemistry
Theoretical chemistry