This is part of the bias module |
Calculate weights for ensemble averages that negate the effect the bias has on the region of phase space explored
If a static or pseudo-static bias \(V(x,t')\) is acting on the system we can remove the bias and get the unbiased probability distribution using:
\[ \langle P(s',t) \rangle = \frac{ \sum_{t'}^t \delta( s(x) - s' ) \exp\left( +\frac{V(x,t')}{k_B T} \right) }{ \sum_t'^t \exp\left( +\frac{V(x,t')}{k_B T} \right) } \]
The weights calculated by this action are equal to \(\exp\left( +\frac{V(x,t')}{k_B T} \right)\) these weights can then be used in any action that computes ensemble averages. For example this action can be used in tandem with HISTOGRAM or AVERAGE.
In the following example there is a fixed restraint on the distance between atoms 1 and 2. Clearly, this restraint will have an effect on the region of phase space that will be sampled when an MD simulation is run using this variable. Consequently, when the histogram as a function of the distance, \(x\), is accumulated, we use reweighting into order to discount the effect of the bias from our final histogram.
x: DISTANCEATOMS=1,2 RESTRAINTthe pair of atom that we are calculating the distance between.ARG=xthe input for this action is the scalar output from one or more other actions.SLOPE=1.0compulsory keyword ( default=0.0 ) specifies that the restraint is linear and what the values of the force constants on each of the variables areAT=0.0 bias: REWEIGHT_BIAScompulsory keyword the position of the restraintTEMP=300 hB: HISTOGRAM ...the system temperature.ARG=xthe input for this action is the scalar output from one or more other actions.GRID_MIN=0.0compulsory keyword the lower bounds for the gridGRID_MAX=3.0compulsory keyword the upper bounds for the gridGRID_BIN=100the number of bins for the gridBANDWIDTH=0.1compulsory keyword the bandwidths for kernel density estimationLOGWEIGHTS=bias ... DUMPGRIDlist of actions that calculates log weights that should be used to weight configurations when calculating averagesGRID=hBcompulsory keyword the action that creates the grid you would like to outputFILE=histoBcompulsory keyword ( default=density ) the file on which to write the grid.STRIDE=1compulsory keyword ( default=0 ) the frequency with which the grid should be output to the file.FMT=%8.4fthe format that should be used to output real numbers
ARG | ( default=*.bias ) the biases that must be taken into account when reweighting |
TEMP | the system temperature. This is not required if your MD code passes this quantity to PLUMED |