A quick search brought me to a book by Houjun Mo, et al. Galaxy Formation and Evolution which says
For example, the frequently used friends-of-friends (FOF) algorithm defines halos as structures whose particles are separated by distances less than than a percolation parameter $b$, called the linking length, times the mean interparticle distance (Davis et al. 1985). A heuristic argument, based on spherical collapse, sugests that one should use $b\simeq 0.2$ for which the mean overdensity of a halo is $\sim 180$.
This partially answers your question about the underlying physics: It is apparently based on percolation theory. Although being familiar with the percolation theory, it is not clear to me what the "heuristic argument" may be.
However, I also found an article by M. White The mass of a halo from 2001 which states
Commonly used values of $b$ are $0.1$, $0.15$ and $0.2$, although other choices exist (e.g. Gardner 2000 chooses instead $b^{−3}= \Omega_M \Delta_c = 3$. Jenkins et al. (2000) find that the mass function is universal if they take $b=0.2$, independent of the cosmology under consideration.
I could not find the original publication Davis et al. from 1985, I think it may contain the above mentioned "heuristic argument". Nevertheless, I emphasized the main reason for choosing $b=0.2$ in the quote above.