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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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.