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The projection approach to the Fokker-Planck equation. I. Colored Gaussian noise
Authors:Sandro Faetti  Leone Fronzoni  Paolo Grigolini  Riccardo Mannella
Institution:(1) Dipartimento di Fisica dell' Universita' di Pisa and Gruppo Nazionale di Struttura della Materia del CNR, 56100 Pisa, Italy;(2) Institute for Nonlinear Science, University of California-San Diego, 92093 La Jolla, California;(3) Department of Physics, University of Lancaster, LA1 4YB Lancaster, UK
Abstract:It is shown that the Fokker-Planck operator can be derived via a projection-perturbation approach, using the repartition of a more detailed operatorLscr into a perturbationLscr 1 and an unperturbed partLscr 0. The standard Fokker-Planck structure is recovered at the second order inLscr 1, whereas the perturbation terms of higher order are shown to provoke the breakdown of this structure. To get rid of these higher order terms, a key approximation, local linearization (LL), is made. In general, to evaluate at the second order inLscr 1 the exact expression of the diffusion coefficient which simulates the influence of a Gaussian noise with a finite correlation timetau, a resummation up to infinite order intau must be carried out, leading to what other authors call the best Fokker-Planck approximation (BFPA). It is shown that, due to the role of terms of higher order inLscr 1, the BFPA leads to predictions on the equilibrium distributions that are reliable only up to the first order in t. The LL, on the contrary, in addition to making the influence of terms of higher order inLscr 1 vanish, results in a simple analytical expression for the term of second order that is formally coincident with the complete resummation over all the orders in t provided by the Fox theory. The corresponding diffusion coefficient in turn is shown to lead in the limiting case taurarrinfin to exact results for the steady-state distributions. Therefore, over the whole range 0lestaulesinfin the LL turns out to be an approximation much more accurate than the global linearization proposed by other authors for the same purpose of making the terms of higher order inLscr 1 vanish. In the short-tau region the LL leads to results virtually coincident with those of the BFPA. In the large-tau region the LL is a more accurate approximation than the BFPA itself. These theoretical arguments are supported by the results of both analog and digital simulation.
Keywords:Fokker-Planck approximation  colored noise  Gaussian noise  local linearization  global linearization
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