Sequential Generalized Transforms on Function Space
Abstract
We define two sequential transforms on a function space Ca,b[0, T] induced by generalized Brownian motion process. We then establish the existence of the sequential transforms for functionals in a Banach algebra of functionals on Ca,b[0, T]. We also establish that any one of these transforms acts like an inverse transform of the other transform. Finally, we give some remarks about certain relations between our sequential transforms and other well-known transforms on Ca,b[0, T].
1. Introduction and Preliminaries
Let C0[0, T] denote one-parameter Wiener space; that is, the space of all real-valued continuous functions x(t) on [0, T] with x(0) = 0. The study of the Fourier-Wiener transform of functionals on C0[0, T] was initiated by Cameron and Martin [1–3]. This transform and its properties are similar in many respects to the ordinary Fourier function transform. Since then, many transforms which were somewhat analogous to the Fourier-Wiener transform have been defined and developed in the literature. There are two well-known transforms on C0[0, T]. One of them is the analytic Fourier-Feynman transform [4–6] and the other is the integral transform [7–10]. Each of the transforms on Wiener space has an inverse transform. For an elementary survey, see [11].
In [12–16], the authors studied the generalized analytic Fourier-Feynman transform and the generalized integral transform for functionals defined on a more general function space Ca,b[0, T]. The function space Ca,b[0, T], induced by generalized Brownian motion process, was introduced by Yeh [17, 18] and was used extensively by Chang and Chung [19]. The Wiener process used in [1–10] is stationary in time and is free of drift, while the stochastic process used in this paper, as well as in [12–17, 19], is nonstationary in time and is subject to a drift a(t). In case a(t) ≡ 0 and b(t) = t on [0, T], the general function space Ca,b[0, T] reduces to the Wiener space C0[0, T] and so most of the results in [4–6, 9] follow immediately from the results in [12, 13, 15, 16].
However, the existence of an inverse transform of each of the two generalized transforms on Ca,b[0, T] has not yet been established. It is a critical point that the generalized transforms on Ca,b[0, T] are essentially different from the transforms on Wiener space C0[0, T]. The main purpose of this paper is to define a transform on Ca,b[0, T] which has an inverse transform.
In this paper, we define two sequential transforms on the function space Ca,b[0, T]. To do this, we investigate a representation for sample paths of the generalized Brownian motion process and introduce the concept of the 𝒢-s-continuity for functionals on Ca,b[0, T]. We then proceed to establish the existence of the sequential transforms for functionals in a Banach algebra ℱ*(Ca,b[0, T]) of functionals on Ca,b[0, T]. Next, we establish that any one of these transforms acts like an inverse transform of the other transform. Finally, we examine certain aspects of the generalized analytic Fourier-Feynman transform, the generalized integral transform, and the sequential transforms.
We briefly list some of the preliminaries from [12, 13, 17] that we will need in order to establish the results in this paper.
Let a(t) be an absolutely continuous real-valued function on [0, T] with a(0) = 0, a′(t) ∈ L2[0, T], and let b(t) be a strictly increasing, continuously differentiable real-valued function with b(0) = 0 and b′(t) > 0 for each t ∈ [0, T]. The generalized Brownian motion process Y determined by a(t) and b(t) is a Gaussian process with mean function a(t) and covariance function r(s, t) = min {b(s), b(t)}. For more details, see [12, 13]. By Theorem 14.2 in [18], the probability measure μ induced by Y, taking a separable version, is supported by Ca,b[0, T] (which is equivalent to the Banach space of continuous functions x on [0, T] with x(0) = 0 under the sup norm). Hence, (Ca,b[0, T], ℬ(Ca,b[0, T]), μ) is the function space induced by Y where ℬ(Ca,b[0, T]) is the Borel σ-algebra of Ca,b[0, T]. We then complete this function space to obtain (Ca,b[0, T], 𝒲(Ca,b[0, T]), μ), where 𝒲(Ca,b[0, T]) is the set of all Wiener measurable subsets of Ca,b[0, T].
A subset B of Ca,b[0, T] is said to be scale-invariant measurable provided ρB is 𝒲(Ca,b[0, T])-measurable for all ρ > 0, and a scale-invariant measurable set N is said to be a scale-invariant null set provided μ(ρN) = 0 for all ρ > 0. A property that holds except on a scale-invariant null set is said to hold scale-invariant almost everywhere (s-a.e.). A functional F is said to be scale-invariant measurable provided F is defined on a scale-invariant measurable set, and F(ρ·) is 𝒲(Ca,b[0, T])-measurable for every ρ > 0. If two functionals F and G defined on Ca,b[0, T] are equal s-a.e., we write F ≈ G.
In this paper, we add the requirement (9). Then we obtain the following lemma.
Lemma 1. The function a : [0, T] → ℝ satisfies the requirement (9) if and only if a is an element of .
2. A Representation for Paths x in Ca,b[0, T]
In this section, we investigate a representation for paths x in Ca,b[0, T]. To do this, we first define a Paley-Wiener-Zygmund (PWZ) type stochastic integral.
- (1)
For each , the PWZ type stochastic integral exists for μ-a.e. x ∈ Ca,b[0, T].
- (2)
The PWZ type stochastic integral is essentially independent of the choice of the complete orthonormal set in .
- (3)
It follows from the definition of the PWZ type stochastic integral and from Parseval’s equality that if and , then exists and we have .
- (4)
If Dw = z ∈ La,b[0, T] is of bounded variation on [0, T], then the PWZ type stochastic integral equals the Riemann-Stieltjes integral for μ-a.e. x ∈ Ca,b[0, T].
- (5)
The PWZ type stochastic integral has the expected linearity properties. That is, for any real number c, and x ∈ Ca,b[0, T], we have
() -
Thus, the assertions (1) and (4) hold for s-a.e. x ∈ Ca,b[0, T].
- (6)
For each , is a Gaussian random variable with mean and variance . For all , we have
()
Remark 2. By the definition of the PWZ type stochastic integral, the last expression of (20) is independent of the choice of the complete orthonormal set 𝒢 in . If we choose the complete orthonormal sine sequence in , where
We now state a fundamental integration formula on the function space Ca,b[0, T]. Let γj(x) and Aj be as above, let h : ℝn → ℂ be Lebesgue measurable, and let H(x) = h(γ1(x), …, γn(x)). Then
Let F be a functional on Ca,b[0, T] and let be a complete orthonormal set in . Then, we say that F is 𝒢-continuous at x if
Example 3. For each t ∈ [0, T], let F : Ca,b[0, T] → ℝ be given by F(x) = x(t). Then, using (20) and (14), we see that F is 𝒢-continuous for s-a.e. x ∈ Ca,b[0, T] and all .
Example 4. Given , let F : Ca,b[0, T] → ℝ be given by . Since for every , by the definition of PWZ type stochastic integral, we obtain that
Proposition 5. Let F : Ca,b[0, T] → ℂ be μ-integrable. Assume that F is 𝒢-continuous for μ-a.e. x ∈ Ca,b[0, T]. Then
Proof. For each n = 1,2, …, let Fn(x) = F(Zn(x)). Then Fn is μ-integrable. By our assumption, we observe that
3. Sequential Function Space Integrals
In [21], Cameron and Storvick defined the “sequential” Feynman integral by means of finite dimensional approximations for functionals on Wiener space C0[0, T]. The sequential definition for the Feynman integral was intended to interpret the Feynman’s uniform measure [22] on path space C0[0, T], because there is no countably additive measure which weights all paths x in C0[0, T] equally in much the same way as Lebesgue measure weights all points in ℝ equally. Thus, the Cameron and Storvick’s sequential Feynman integral is a rigorous mathematical formulation of the Feynman’s path integral.
The Cameron and Storvick’s sequential Feynman integral is related by sequential Wiener integral [23]; that is, the integral is based on polygonal path approximations. In this section, we define different kinds of sequential function space integrals for functionals on the function space Ca,b[0, T]. In Section 4 below, we also adopt sequential approaches to define our function space transforms on Ca,b[0, T]. The sequential definition for the Feynman integral in [21] was defined as the limit of a sequence of finite dimensional Lebesgue integrals. Essentially, our sequential function space integrals and transforms are defined in terms of a sequence of complex measures on the function space Ca,b[0, T].
Next, we introduce two sequential definitions for certain function space integrals on Ca,b[0, T]. Throughout the rest of this paper, let ℂ+ and denote the set of complex numbers with positive real part and nonzero complex numbers with nonnegative real part, respectively. Furthermore, for all λ ∈ ℂ, λ1/2 is always chosen to have nonnegative real part.
We are now ready to state the definition of the sequential function space integrals.
Definition 6. Let F be a measurable functional on Ca,b[0, T]. Let q ≠ 0 be a real number and let be a sequence of complex numbers in ℂ+ such that λn → −iq. If the following limit exists, one calls it the sequential 𝒫-function space integral of F with parameter q, and we write
We also define the sequential 𝒩-function space integral of F with parameter q by the formula
Let F1(x) ≡ 1 on Ca,b[0, T] and let
Given two complex-valued measurable functionals F and G on Ca,b[0, T], we will write F≊G if F ≈ G and furthermore if F(x) = G(x) for all . The relation ≊ is clearly an equivalence relation.
Definition 7. Let F be a functional on Ca,b[0, T]. If F is 𝒢-continuous for s-a.e. x ∈ Ca,b[0, T] and every , then one says that F is 𝒢-s-continuous.
The functionals discussed in Examples 3 and 4 above are 𝒢-s-continuous. Next we introduce a class of functionals which are 𝒢-s-continuous.
Let be the space of complex-valued, countably additive (and hence finite) Borel measures on . is a Banach algebra under the total variation norm and with convolution as multiplication.
Definition 8. The Fresnel type class ℱ*(Ca,b[0, T]) is the space of functionals on Ca,b[0, T] expressible in the form
The Fresnel type class ℱ*(Ca,b[0, T]) is a Banach algebra with norm
Proposition 9. Let F ∈ ℱ*(Ca,b[0, T]). Then F is 𝒢-s-continuous.
Proof. Let F be given by (36), and for each n = 1,2, …, let Zn(x) be given by (19). Then substituting Zn(x) for x, we have
The functional F2 defined by equation (34) above is not 𝒢-s-continuous. Thus, .
The following lemma plays a key role in the proofs of Propositions 12 and 13 below.
Lemma 10. For each n = 1,2, …, let Zn(x) be given by (19) and let and be given by (29) and (30), respectively. Then for all , all λ ∈ ℂ+, and each n = 1,2, …, the function space integrals
Proof. Using (19), (29), (23), the Fubini theorem, and (11), we obtain
Also, using (19), (30), (23), the Fubini theorem, and (11), we obtain
The following example suggests the necessity of the condition (45) to ensure the existence of the sequential function space integrals of functionals in ℱ*(Ca,b[0, T]).
We also need the following lemma to obtain Propositions 12 and 13.
Lemma 11. Let and Aj be as in Section 2, and let q0 be a positive real number. Let be a sequence in ℂ+ such that λ → −iq, where q is a real number with |q | > q0. Then there exists a sufficiently large K ∈ ℕ such that for all n ≥ K,
Proof. Let be a sequence in ℂ+ such that λn → −iq, and let be given by (47). Then, we observe that for each n ∈ ℕ,
Let and Aj be as in Section 2 above. Using Parseval’s identity, we observe
Proposition 12. Let q0 be a positive real number and let be given by (36). Then for all real q with |q | > q0, the sequential 𝒫-function space integral exists and is given by the formula
Proof. Let F be given by (36). First note that the equality in (36) holds for all . Let q be a real number with |q| > q0, and let be a sequence in ℂ+ which converges to −iq. Using (36), (19), (29), and the Fubini theorem, we obtain that for each n = 1,2, …,
We establish our next proposition after careful examination of the proof of Proposition 12, and by using (30), (41), (44), and (50) instead of (29), (40), (43), and (49), respectively.
4. Sequential Function Space Transforms
In this section, we introduce two sequential transforms on the function space Ca,b[0, T]. We then establish that each of these transforms acts like an inverse transform of the other transform. Our definitions of the sequential transforms are based on the sequential function space integrals defined in Section 3 above.
Definition 14. Let q be a nonzero real number. For y ∈ Ca,b[0, T], we define the sequential 𝒫-function space transform 𝒫q(F) of F with parameter q by the formula
In Theorem 15 below, we establish the existence of the sequential 𝒫-function space transform of functionals in ℱ*(Ca,b[0, T]).
Theorem 15. Let q0 and be as in Proposition 12. Then for all real q with |q | > q0, the sequential 𝒫-function space transform of F, 𝒫q(F) exists and is an element of ℱ*(Ca,b[0, T]) with associated measure defined by
Proof. Let F be given by (36), and for a real q with |q | > q0, let be a sequence in ℂ+ which converges to −iq. Proceeding as in the proof of Proposition 12, we obtain that for s-a.e. y ∈ Ca,b[0, T] and all ,
Given q with |q | > q0, let the set function be given by (62). Then, by the definition of the class , the inequality (64) holds. From this, we see that belongs to and that 𝒫q(F) can be expressed as the third expression of (63) for s-a.e. y ∈ Ca,b[0, T] and all . Thus, we conclude the proof of Theorem 15.
In Theorem 16 below, we also establish the existence of the sequential 𝒩-function space transform of functionals in ℱ*(Ca,b[0, T]).
Theorem 16. Let q0 and be as in Proposition 12. Then for all real q with |q | > q0, the sequential 𝒩-function space transform of F, 𝒩q(F) exists and is an element of ℱ*(Ca,b[0, T]) with associated measure defined by
In view of Theorems 15 and 16, we obtain the following assertion.
Theorem 17. Let q0 be a positive real number and let be given by (36). Then
- (i)
for all real q with |q | > q0, 𝒫q(F) and 𝒫−q(F) are elements of , and one has
() -
and
- (ii)
for all real q with |q | > q0, 𝒩q(F) and 𝒩−q(F) are elements of , and one has
()
Next, we present functionals Fh,τ in ℱ*(Ca,b[0, T]) whose associated measures satisfy the condition (74).
Example 18. Let be the linear operator defined by . Then, the adjoint operator S* of S is given by . Using an integration by parts formula, we have
Given real numbers m and σ2 with σ2 > 0, let be the Gaussian measure given by
We note that and so that for every q ∈ ℝ − {0}, the sequential transforms of , , and exist and are elements of ℱ(Ca,b[0, T]) by Theorems 15 and 16 above. Furthermore, we have that
In particular, if we choose h = S*b, m = 0, and σ2 = 2 in (78), we have
Example 19. The functional
5. Concluding Remarks
In this section, we examine certain aspects among the generalized analytic Fourier-Feynman transform [12, 13], the generalized integral transform [15, 16], and the sequential transforms for functionals on Ca,b[0, T]. As possible, we adopt the definitions and notation of [11–13, 15, 16] for the (generalized) analytic Fourier-Feynman transform and the (generalized) integral transform.
A major goal of the authors in [12, 13, 15, 16] was to generalize the concepts of the analytic Fourier-Feynman transform and the integral transform of the functionals of paths for the generalized Brownian motion process.
Let us return to the singular integral transforms discussed in this paper. Theorem 17 tells us that the sequential function space transforms 𝒫q and 𝒩q have inverse transforms and , respectively. By choosing a(t) ≡ 0 and b(t) = t on [0, T], the function space Ca,b[0, T] reduces to the Wiener space C0[0, T] and the sequential transforms 𝒫q and 𝒩q coincide.
Acknowledgments
The authors would like to express their gratitude to the referees for their valuable comments and suggestions which have improved the original paper. This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2011-0014552) and Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Science, ICT & Future Planning (2012R1A1A1004774). The authors declare that there is no conflict of interests regarding the publication of this paper.