Kayo et al.  showed that the one-point log-normal PDF). In this sense, the above log-normal PDF is completely specified without any free parameter.
Figure 3 plots the one-point PDFs computed from cosmological -body simulations in SCDM, LCDM, and OCDM (for Standard, Lambda, and Open CDM) models, respectively [36, 40]. The simulations employ dark matter particles in a periodic comoving cube . The density fields are smoothed over Gaussian (left panels) and Top-hat (right panels) windows with different smoothing lengths: , , and . Solid lines show the log-normal PDFs adopting the value of directly evaluated from simulations (shown in each panel). The agreement between the log-normal model and the simulation results is quite impressive. A small deviation is noticeable only for .
From an empirical point of view, Hubble  first noted that the galaxy distribution in angular cells on the celestial sphere may be approximated by a log-normal distribution, rather than a Gaussian. Theoretically the above log-normal function may be obtained from the one-to-one mapping between the linear random-Gaussian and the nonlinear density fields . We define a linear density field smoothed over obeying the Gaussian PDF,
At this point, the transformation (85) is nothing but a mathematical procedure to relate the Gaussian and the log-normal functions. Thus there is no physical reason to believe that the new field should be regarded as a nonlinear density field evolved from even in an approximate sense. In fact it is physically unacceptable since the relation, if taken at face value, implies that the nonlinear density field is completely determined by its linear counterpart locally. We know, on the other hand, that the nonlinear gravitational evolution of cosmological density fluctuations proceeds in a quite nonlocal manner, and is sensitive to the surrounding mass distribution. Nevertheless the fact that the log-normal PDF provides a good fit to the simulation data, empirically implies that the transformation (85) somehow captures an important aspect of the nonlinear evolution in the real Universe.
© Max Planck Society and the author(s)