Overlapping distribution method
The Overlapping distribution method was introduced by Charles H. Bennett{{cite journal|title=Efficient Estimation of Free Energy Differences from Monte Carlo Data|journal=Journal of Computational Physics|year= 1976 |first= C.H. |last= Bennett |author-link= Charles H. Bennett (computer scientist) |volume= 22|issue= 2 |pages=245–268 |doi=10.1016/0021-9991(76)90078-4 |bibcode=1976JCoPh..22..245B}} for estimating chemical potential.
Theory
For two N particle systems 0 and 1 with partition function and ,
from
get the thermodynamic free energy difference is
For every configuration visited during this sampling of system 1 we can compute the potential energy U as a function of the configuration space, and the potential energy difference is
Now construct a probability density of the potential energy from the above equation:
where in is a configurational part of a partition function
p_{1}(\Delta U) = \frac{\int ds^{N}\exp(-\beta U_{1})\delta(U_{1}-U_{0}-\Delta U)}{Q_{1}} = \frac{\int ds^{N}\exp[-\beta(U_{0}+\Delta U)]\delta(U_{1}-U_{0}-\Delta U)}{Q_{1}}
since
now define two functions:
f_{1}(\Delta U) = \ln p_{1}(\Delta U) + \frac{\beta\Delta U}{2}
thus that
and can be obtained by fitting and