A dynamic scaling Ansatz for the approach to the Self-Organized Critical
(SOC) regime is proposed and tested by means of extensive simulations applied
to the Bak-Sneppen model (BS), which exhibits robust SOC behavior. Considering
the short-time scaling behavior of the density of sites (ρ(t)) below the
critical value, it is shown that i) starting the dynamics with configurations
such that ρ(t=0)→0 one observes an {\it initial increase} of the
density with exponent θ=0.12(2); ii) using initial configurations with
ρ(t=0)→1, the density decays with exponent δ=0.47(2). It is
also shown that he temporal autocorrelation decays with exponent Ca=0.35(2). Using these, dynamically determined, critical exponents and suitable
scaling relationships, all known exponents of the BS model can be obtained,
e.g. the dynamical exponent z=2.10(5), the mass dimension exponent D=2.42(5), and the exponent of all returns of the activity τALL=0.39(2), in excellent agreement with values already accepted and obtained
within the SOC regime.Comment: Rapid Communication Physical Review E in press (4 pages, 5 figures