Purpose

This paper introduces the concept of (µ, ν)-pseudo S-asymptotically Bloch type (ω, k)- periodic functions, aiming to extend the framework of periodicity in stochastic analysis and to investigate their role in neutral partial stochastic differential equations in separable Hilbert spaces.

Design/methodology/approach

Using stochastic analysis techniques together with Banach’s fixed point Theorem, we establish rigorous conditions that guarantee the existence and uniqueness of p-mean (µ, ν)-pseudo S-asymptotically Bloch type (ω, k)-periodic mild solutions.

Findings

Our results show that, under suitable assumptions, these solutions not only exist uniquely but also exhibit global exponential stability. To illustrate the practical applicability of the theoretical findings, a detailed example is provided.

Originality/value

This work provides a new perspective on analyzing periodicity and stability in stochastic differential equations.

Neutral differential equations play a significant role in various scientific fields, including the study of oscillatory systems and the modeling of numerous physical phenomena. These equations have been extensively researched over recent decades, with significant contributions made in the context of abstract partial neutral differential equations (see Refs. [1–6] for a detailed discussion). The notion of Bloch-type periodicity, introduced by Hasler and N’Gurkata in Ref. [7], encompasses concepts such as ω periodicity, ω anti-periodicity as special cases. Additionally, the concept of asymptotically Bloch-type periodicity was proposed in Ref. [7] to address scenarios where Bloch-type periodicity diminishes at infinity. Subsequent studies, such as those by Oueama-Guengai and N’Guerekata in Ref. [8], have explored the existence and uniqueness of Bloc-type periodic mild solutions to semilinear fractional differential equations within Banach spaces. The concept of S-asymptotic ω-periodicity introduced in Ref. [9], represents an important extension of classical periodicity. It exhibits a more intricate form of ergodicity compared to traditional ω-periodicity and asymptotic ω-periodicity. For a detailed analysis and applications to various types of differential equations, one can refer to Refs. [10], [11], [8], [12] and related works. More recently, the idea of pseudo S-asymptotic ω-periodicity has been developed as a generalization of S-asymptotic ω-periodicity [13]. However, research on its counterpart, pseudo S-asymptotic ω-anti-periodicity remains limited, despite the fact that ω-anti-periodicity is a specific form of Bloch-type periodicity. Extending pseudo S-asymptotically ω-periodic functions through the framework of Bloch-type periodicity represents a natural and meaningful direction of study. In recent years, there has been growing interest in adapting deterministic results to the stochastic domain, as real-world phenomena modeled mathematically are often inherently stochastic. Many works have addressed the existence of solutions to stochastic differential equations, including almost periodic, asymptotically almost periodic, and pseudo almost periodic solutions (see Refs. [14–16], [11], [17–19] for further details).

The main purpose behind this work is to develop some results on (α, β)-pseudo S-asymptotically type periodic functions of class q ≥ 0 and give an application to differential equation with finite delay. In this work, we consider a generalization of the space of pseudo S-asymptotically Bloch type periodic functions by the space of (α, β)-Pseudo S-asymptotically periodic functions. In this paper, we are interested in the following stochastic differential equation

(1.1)

where, A is an infinitesimal generator of a C0 − semigroup {Q(s)}s ≥ 0 on Lp(Ω, H) (p ≥ 2), (W(s),sR) is two-sided standard Wiener process and ϕ, φ, ψ satisfy the hypothesis (H1), (H2) and (H3) recalled in Section 4.

The structure of this paper is as follows. Section 2, provides the necessary preliminaries, including key results, definitions, and notations. In Section 3, we present essential properties of the p-mean-value of pseudo S-asymptotically Bloch type (ω, k)-periodic processes. Using these properties, section 4 establishes the existence and uniqueness of pseudo S-asymptotically Bloch-type (ω, k)-periodic mild solutions to dynamic equations on time scales. In Section 5, we analyze the global exponential stability of these solutions for partial stochastic neutral differential equations in a separable Hilbert space F. Finally, we provide an example to illustrate the basic theory of this work.

In this section, we present some preliminary results that will be utilized in the subsequent analysis. These findings are discussed with reference to Refs. [20–25]. In this paper, we will use the following notations.

  1. (E, ‖⋅‖E) and (F, ‖⋅‖F) are real separable Hilbert spaces.

  2. (Ω,F,P) is a complete probability space.

  3. Let Lp(P, F) be a Banach space defined by

with the norm

  1. L(F,E)={Y:FE linear bounded operators}. It is equipped with the usual operator norm ‖⋅‖.

  2. The linear operator A defined by

is called the infinitesimal generator of the semigroup Q(t)t0, where

is called the domain of A.

  1. {Q(s)}s ≥ 0 is an exponentially stable C0 − semigroup on Lp(P, F) with the infinitesimal generator A, i.e, there exist M,γR+* such that

  1. (Ω,F,(Fs)s0,P) is a filtered probability space where

and (W(s),sR) is two-sided standard Wiener process.

Let

a stochastic process. If there exists lR+* such that EY(t)pl, then, Y is named to be stochastically bounded. It is named to be stochastically continuous if

We denoted by BC(R,Lp(P,F)) the space of any stochastically bounded and continuous processes with the norm

Definition 2.1.

For given ω,kR, a function fBC(R,Lp(P,E)) is said to be Bloch (or (ω, k)) type periodic if for all tR, f(t + ω) = eikωf(t).

We denote by BPω,k(R,Lp(P,E)), the set of all Bloch type periodic function from R to Lp(P, E).

Lemma 2.1.

Let f,gBPω,k(R,Lp(P,E)), then, the following results hold

  • (i)

    For each αR, αf+gBPω,k(R,Lp(P,E)).

  • (ii)

    BPω,k(R,Lp(P,E)) is a Banach space under the supremum norm.

The Definition 2.1 and Lemma 2.1 can be found in Ref. [7].

In this section, we collect some necessary lemmas and definitions which will be used in thereafter.

Definition 3.1.

A stochastic process fBC(R,Lp(P,E)) is said to be S-asymptotically (or (ω, k)) type periodic, if for given ω,kR,

We denote the set of all such processes by SAPω,k(R,Lp(P,E)).

Definition 3.2.

A stochastic process fBC(R,Lp(P,E)) is said to be pseudo-S-asymptotically (or (ω, k)) type periodic, if for given ω,kR,

The space of such processes will be denoted by PSABPω,k(R,Lp(P,E)).

Denoting B the Lebesgue σ − field of R and by

Definition 3.3.

Let μ,νM, the measures μ and ν are said to be equivalent (μν) if there exist constants a, λ and a bounded interval IR (eventually) such that

For νM,τR, we denote ντ the measure on (R,B) defined by

Let μ,νM and y > 0, now we need the following hypothesis.

(M1): Let μ,νM such that

(M2): Let μ,νM such that for all τR, there exist b > 0, and a bounded interval I such that

Lemma 3.1.

ν satisfies (M2) if and only if, νντ for any τR.

Lemma 3.2.

If (M2) holds, then, for all λ > 0

Definition 3.4.

Let μ,νM. A stochastic process fBC(R,Lp(P,E)) is said (μ, ν) − pseudo-S-asymptotically (or (ω, k)) type periodic, if for given ω,kR, we have

The set of all such processes will be denoted by PSABPω,k(R,Lp(P,E),μ,ν).

Definition 3.5.

Let μ,νM. A stochastic process ϕBC(R,Lp(P,E)) is said (μ, ν) − pseudo-S-asymptotically (or (ω, k)) type periodic of a class q > 0, if for given ω,kR, we have

The set of all such processes will be denoted by PSABPω,k(R,Lp(P,E),μ,ν,q).

Lemma 3.3.

Let μ1, μ2 ∈ M satisfy (M1) and (M2), φ,ϕ,ψPSABPω,k(R,Lp(P,E),μ,ν,q). Then we have the following results:

  • (i)

    φ+ψPSABPω,k(R,Lp(P,E),μ,ν,q) and aϕPSABPω,k(R,Lp(P,E),μ,ν,q) for each aR.

  • (ii)

    The function φbPSABPω,k(R,Lp(P,E),μ,ν,q) for any bR.

  • (iii)

    PSABPω,k(R,Lp(P,E),μ,ν,q,) is a Banach space.

Proof: (i) We have, for y > 0

and

Then we can write φ+ψ,aϕPSABPω,k(R,Lp(P,E),μ,ν,q).

(ii) For each bR, we have

For y sufficiently large, we obtain. φbPSABPω,k(R,Lp(P,E),μ,ν,q)

(iii) Let (φn)nPSABPω,k(R,Lp(P,E),μ,ν,q) converge to φ as n. Then for any ɛ > 0, we can choose suitable constants N > 0 and θɛ such that

Theorem 3.1.

Let μ,νM, satisfy (M1), q > 0 and let I be a bounded interval (eventually I ≠ ∅). Suppose that ΦBC(R,Lp(P,E)). Then, the following assertions are equivalent.

  • (i)

    (ii) ΦPSABPω,k(R,Lp(P,E),μ,ν,q)

  • (iii)

    For any ɛ > 0, we have

Proof: (i) ⇔ (ii) A = μ(I); B = ν(I) and

I is bounded and ΦBC(R,LP(P,E)), then A, B and C are finite. Let y > 0 such as I ⊂ [−y, y] and μ([−y, y]\I) > 0. We have

Since μ(R)=+, we deduce that (ii) ⇔ (i).

(ii) ⇒ (iii) Given ɛ > 0,

and

Therefore, one can get

Then,

and

For y large enough, we obtain (iii).

(iii) ⇒ (ii) For y sufficiently large and ɛ > 0, we have

Then,

Since μ(R)=ν(R)=0, then for any ɛ > 0, we have

therefore, (ii) holds. ■

Proposition 3.1.

Assume that (M1) holds. If μi,νiM(i=1,2) and ν1ν2, μ1μ2, then

Proof. Since ν1ν2, μ1μ2 and B is the Lebesgue σ field, then for all AB satisfying AI ≠ ∅, by Definition 3.3 there exist kj > 0 and γj > 0 (j = 1, 2) such that

and

For y sufficiently large, one has

Therefore, by Theorem 3.1, we have

Proposition 3.2.

If (M1), (M2) hold and ΦPSABPω,k(R,Lp(P,E),μ,ν,q),

then Φ(ξ)PSABPω,k(R,Lp(P,E),μ,ν,q) for all. ξR

Proof: For μM such that μ(R)=+, there exists y0 > 0 such that μ([−y − |ξ|, y + |ξ|]) > 0, for all y > y0. We consider

Then, one has

So

For y > y0 and ξR, we have

where

Note that ννξ and μμξ. By Lemma 3.1, we have ΦPSABPω,k(R,LP(P,E),μ,ν,q). By Proposition 3.1, we get

Using Lemma 3.2, one has

Hence, Φ(ξ)PSABPω,k(R,Lp(P,E),μ,ν,q) for any ξR

Proposition 3.3.

If (M1) and (M2) hold one can show that

  • (i)

    PSABPω,k(R,Lp(P,E),μ,ν,q)PSABPω,k(R,Lp(P,E),μ,ν)

  • (ii)

    PSABPω,k(R,Lp(P,E),μ,ν,q) is closed subspace of BC(R,Lp(P,E))

  • (iii)

    PSABPω,k(R,Lp(P,E),μ,ν,q) is Banach space under the supremum norm ‖ ⋅‖

Remark 3.1.

PSABPω,k(R,Lp(P,E),μ,ν)=PSABPω,k(R,Lp(P,E),μ,ν,0).

Proof:

  • (i)

    According to this inequality

We see that (i) holds.

(ii) and (iii) Let ΦnPSABPω,k(R,Lp(P,E),μ,ν,q) and Φn → Φ in BC(R,Lp(P,E)). Then from (M1), it follows that

For each nN, since ‖Φ − Φn → 0 and the fact that ΦnPSABPω,k(R,Lp(P,E),μ,ν,q), we deduce that

Which ends the proof.

Proposition 3.4.

Assume that (M1) and (M2) hold. Let q1 > 0 and q2 > 0. Then,

Proof: Let q > 0. First of all, we want to prove that

For ΦPSABPω,k(R,,Lp(P,E),μ,ν,q), one has

By Proposition 3.2, we have

Therefore, we have ΦPSABPω,k(R,Lp(P,E),μ,ν,2q).

Now let q1 > q2, if ΦPSABPω,k(R,Lp(P,E),μ,ν,q1), then

Therefore, ΦPSABPω,k(R,Lp(P,E),μ,ν,q2). Hence,

On the other hand, since q1 > q2, there exists dN such that 2dq2 > q1, from the above, we have

This complete the proof. ■

Theorem 3.2.

Let ΦBC(R×Lp(P,E),Lp(P,F)) satisfies the following conditions

  1. For any (t,z)R×LP(P,E), Φ(t + ω, z) = eikωΦ(t, eikωz)⋅

  2. There exists a constant L > 0 such that for all z, y ∈ LP(P, E) and tR,

Then, for each χPSABPω,k(R,Lp(P,E),μ,ν,q), we have. tΦ(t,χ(t))PSABPω,k(R,Lp(P,F),μ,ν,q)

Proof: Since χPSABPω,k(R,Lp(P,E),μ,ν,q), we have

On the other hand

Then

This complete the proof. ■

In the following, we assume that μ, ν satisfy the two hypotheses (M1), (M2).

This section is devoted to prove the uniqueness and existence of the (μ, ν) − pseudo-S-asymptotically Bloch type periodic mild solution to partial evolution equation (1.1). For this purpose, we introduce the following hypotheses.

H1.

The functions

H2.

There exist positive constants C1,C2,C3R+* such that for each stochastic process Y1, Y2 ∈ Lp(P, E), the functions ϕ, φ, ψ satisfy

H3.

The function

is strong (Lebesgue) measure and there exists a decreasing function J(s) with η0Jp(s)ds< such that

Definition 4.1.

Fprogressively measurable stochastic Y is called a mild solution of the equation (1.1) if it satisfies the following equation

Lemma 4.1.

Let ϕPSABPω,k(R×Lp(P,F),Lp(P,E),μ,ν,q)C(R×Lp(P,F),Lp(P,E)) and f the following function defined by

Then, fPSABPω,k(R,Lp(P,E),μ,ν,q)

Proof: Let ϕPSABPω,k(R×Lp(P,F),Lp(P,E),μ,ν,q)C(R×Lp(P,F),Lp(P,E)). For any y > 0 we have

Since

Then,

and we have, ρL1(R+) by the Lebesgue's Dominated Convergence, we obtain fPSABPω,k(R,Lp(P,E),μ,ν,q)

Lemma 4.2.

Let φPSABPω,k(R×Lp(P,F),Lp(P,E),μ,ν,q)C(R×Lp(P,F),Lp(P,E)) and g the following function defined by

Then, gPSABPω,k(R,Lp(P,E),μ,ν,q)

Proof: Let φPSABPω,k(R×Lp(P,F),Lp(P,E),μ,ν,q)C(R×Lp(P,F),Lp(P,E)) then for any y > 0 we have

Since

Then,

and we have, ρ1L1(R+) by the Lebesgue's Dominated Convergence, we obtain gPSABPω,k(R,Lp(P,E),μ,ν,q)

Lemma 4.3.

Let ψPSABPω,k(R×Lp(P,F),Lp(P,L20),μ,ν,q))C(R×Lp(P,F),Lp(P,L20)) and h the following function defined by

Then, hPSABPω,k(R,Lp(P,L20),μ,ν,q)

Proof: Let ψPSABPω,k(R×Lp(P,F),Lp(P,L20),μ,ν,q))C(R×Lp(P,F),Lp(P,L20)) then for any y > 0 we have

Since

Then,

and we have, ρ2L1(R+) by the Lebesgue's dominated convergence, we obtain hPSABPω,k(R,Lp(P,L20),μ,ν,q)

Theorem 4.1.

Suppose that (H1)-(H3) hold. Further assume that

Then the equation (1.1) has a unique mild solution yPSABPω,k(R,Lp(P,E),μ,ν,q).

Proof: Define the operator Λ:PSABPω,k(R,Lp(P,F),μ,ν,q)PSABPω,k(R,Lp(P,F),μ,ν,q) by

In order to show that the equation (1.1) has a p-mean (μ, ν)- pseudo-S-asymptotically Bloch type periodic mild solution, we only need to prove the operator Λ has a fixed point in PSABPω,k(R,Lp(P,F),μ,ν,q). Let x,yPSABPω,k(R,Lp(P,F),μ,ν,q), one has

Therefore, from the identity

(4.1)

it follows that

For the first term on the right-hand side, we have

(4.2)

Taking the second term on the right-hand side and using the Hölder inequality, it easily follows that

(4.3)

Using the Hölder inequality in the third term on the right-hand side, we obtain

(4.5)

Up taking an estimate on the Itô integral in the last term, we find

(4.6)

Putting all evaluations (4.2), (4.3), (4.5) and (4.6) together, we get

This implies that,

Since by construction R < 1, we have the strict contraction of operator Λ and by the Banach contraction mapping principle, Λ has a unique fixed point.

Finally, to prove that X satisfies (3.3) for all τ ≤ t and τR.

Let

Multiplying by Q(t − s), one can show that

Then,

Hence yPSABPω,k(R,Lp(P,F),μ,ν,q) is the unique solution to equation (1.1). The proof is complete. ■

In this section, we need an assumptions to present the exponential stability of a (μ, ν)-pseudo-S-asymptotically Bloch type periodic mild solution of (1.1).

H4.

There exists constant C4, such that

Theorem 5.1.

Under assumptions of Theorem 4.1 and (H4). We also assume that

Then, the mild solution of (1.1) is exponentially stable.

Proof: Let y(t) be a fixed point of Λ in PSABPω,k(R,Lp(P,F),μ,ν,q) by Theorem 4.1, any fixed point of F is a mild solution of the equation (1.1). Now let x(t) be an arbitrary solution of system (1.1) with initial value x(0), then

Using an estimate on the Itô integral, we get

Using the Hölder inequality, we obtain

which implies that

Then

Using Gronwall-Bellman lemma, we obtain

Then

Since

then, the mild solution of (1.1) is exponentially stable ■

The aim of this section, we will apply our theoretical results, we discuss the existence and uniqueness of (μ, ν) pseudo S − asymptotically Bloch solution of the scalar reaction-diffusion equation given by

(6.1)

where

Let H = L2[0, π], assume that γ(t) is bounded, continuous, and ω-periodic, i.e., υ(t + ω) = υ(t), and that the function θj, (j = 1, 2) satisfies the conditions

Let (P,F,P,Gt) be the filtered probability space. W(t) is a two-sided and standard one-dimensional Brownian motion. To apply our theoretical results, we consider the measure ν where its Radon-Nikodym derivative is defined by

and μ = ν. Then, μ and ν satisfy (M1) and (M2).

We consider the linear operator A: ⊂ L2(0, 1) → L2(0, 1), given by

It is well known that A generates a C0 − semigroup (Q(t))t ≥ 0 on L2(0, 1) defined by

where en(r)=2sin(nπr) for n = 1, 2, ⋯ , and Q(t)eπ2t for all t ≥ 0.

Since,

And

Then by Theorem 3.2, φ,ψPSABPω,k(R,L2(0,π),μ,ν,q).

Therefore, by Theorems 4.1 and 5.1, the system (6.1) has a unique square-mean pseudo S-asymptotically Bloch type periodic mild solution on R provided that υ2<Lθ1π2+2Lθ2π21 and globally exponential stable if 4Lθ2+2Lθ1π4<π2

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