Multiple and weak Markov properties in Hilbert spaces with applications to fractional stochastic evolution equations

preprint2023arXivOpen access

Abstract

We define various higher-order Markov properties for stochastic processes (X(t))t∈T(X(t))_{t\in \mathbb{T}}, indexed by an interval T⊆R\mathbb{T} \subseteq \mathbb{R} and taking values in a real and separable Hilbert space UU. We furthermore investigate the relations between them. In particular, for solutions to the stochastic evolution equation LX=W˙Q ⁣\mathcal{L} X = \dot W^Q\!, where L\mathcal{L} is a linear operator acting on functions mapping from T\mathbb{T} to UU and (W˙Q(t))t∈T(\dot W^Q(t))_{t\in\mathbb{T}} is the formal derivative of a UU-valued (cylindrical) QQ-Wiener process, we prove necessary and sufficient conditions for the weakest Markov property via locality of the precision operator L∗ ⁣L\mathcal{L}^*\! \mathcal{L}. As an application, we consider the space-time fractional parabolic operator L=(∂t+A)γ\mathcal{L} = (\partial_t + A)^γ of order γ∈(1/2,∞)γ\in (1/2,\infty), where −A-A is a linear operator generating a C0C_0-semigroup on UU. We prove that the resulting solution process satisfies an NNth order Markov property if γ=N∈Nγ= N \in \mathbb{N} and show that a necessary condition for the weakest Markov property is generally not satisfied if γ∉Nγ\notin \mathbb{N}. The relevance of this class of processes is twofold: Firstly, it can be seen as a spatiotemporal generalization of Whittle-Matérn Gaussian random fields if U=L2(D)U = L^2(\mathcal{D}) for a spatial domain D⊆Rd ⁣\mathcal{D}\subseteq\mathbb{R}^d\!. Secondly, we show that a UU-valued analog to the fractional Brownian motion with Hurst parameter H∈(0,1)H \in (0,1) can be obtained as the limiting case of L=(∂t+ε IdU)H+12\mathcal{L} = (\partial_t + \varepsilon \, \mathrm{Id}_U)^{H + \frac{1}{2}} for ε↓0\varepsilon \downarrow 0.

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