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Predict the discretization parameter α that ensures convergence of the short-time series expansion

Determine, for a given one-dimensional Fokker–Planck equation with spatially heterogeneous diffusion g(x,t) and drift h(x,t), the values of the stochastic integral discretization parameter α ∈ [0,1] for which the short-time Taylor series expansion of the regular factor F(x,t;y,t0) in the propagator decomposition K(x,t;y,t0) = K0(x,t;y,t0) F(x,t;y,t0) converges; specifically, establish α-dependent convergence criteria applicable across problem classes and explain the α-sensitivity observed in examples such as exponential diffusion g(x) = G0 exp(γx), where the expansion converges only for α = 1/2.

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Background

The paper develops a short-time expansion for the propagator of one-dimensional Fokker–Planck equations with heterogeneous diffusion, writing K = K0 F where the singular term K0 is explicit and the regular term F is expanded in a Taylor series with coefficients obtained from recursive ordinary differential equations. The expansion depends on the discretization parameter α that specifies the stochastic integral interpretation (e.g., Itô α=0, Fisk–Stratonovich α=1/2, Hänggi–Klimontovich α=1).

In the exponential diffusion example g(x) = G0 exp(γx), the authors rigorously derive that the Taylor coefficients Dn vanish for n ≥ 1 only when α = 1/2, yielding a finite expansion; for α ≠ 1/2, the coefficients grow superfactorially and the series cannot converge. They note that beyond this case, a general theoretical criterion to predict, for a given drift h and diffusion g, which α yields convergence is lacking. Clarifying this dependence is important because the practical applicability of the expansion hinges on selecting an interpretation of the stochastic calculus that guarantees convergence.

References

Although it is interesting to have understood that the solution by series can be obtained only for certain values of α, a theoretical understanding of this fact is lacking. In particular, for the time being it is impossible to predict for a certain problem what are the values of α for which we have a convergent solution. This point certainly requires further theoretical analysis in the near future.

Short-time expansion of one-dimensional Fokker-Planck equations with heterogeneous diffusion (2401.01765 - Dupont et al., 3 Jan 2024) in Section 3.4 (Exponential heterogeneous diffusion), final paragraph