Abstract
We investigate regularity and a priori estimates for Fokker–Planck and Hamilton–Jacobi equations with unbounded ingredients driven by the fractional Laplacian of order \(s\in (1/2,1)\). As for Fokker–Planck equations, we establish integrability estimates under a fractional version of the Aronson–Serrin interpolated condition on the velocity field and Bessel regularity when the drift has low Lebesgue integrability with respect to the solution itself. Using these estimates, through the Evans’ nonlinear adjoint method we prove new integral, sup-norm and Hölder estimates for weak and strong solutions to fractional Hamilton–Jacobi equations with unbounded right-hand side and polynomial growth in the gradient. Finally, by means of these latter results, exploiting Calderón–Zygmund-type regularity for linear nonlocal PDEs and fractional Gagliardo–Nirenberg inequalities, we deduce optimal \(L^q\)-regularity for fractional Hamilton–Jacobi equations.
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1 Introduction
In this paper, we analyze the regularity properties of transport equations of Fokker–Planck-type and Hamilton–Jacobi equations with fractional diffusion driven by a fractional power of the Laplacian, \((-\Delta )^s\), with subcritical order \(s\in (\frac{1}{2},1)\). In particular, we address well-posedness, parabolic Bessel regularity, and integrability estimates for solutions to (backward) fractional Fokker–Planck equations of the form
where the nonlocal diffusion operator is defined on the flat torus \({\mathbb {T}^d}\equiv \mathbb {R}^d\backslash {\mathbb {Z}}^d\) [83], under “rough” integrability conditions on the velocity field, mainly when either (cf (3) below) or \(b\in L^k(\rho \,\hbox {d}x\hbox {d}t)\), \(k>1\), without requiring a control on its divergence.
Our second aim is to apply the results for the above transport-diffusion equation to obtain a priori gradient estimates for strong solutions and regularization effects for weak solutions of fractional Hamilton–Jacobi equations with subcritical diffusion of the form
where \(f\in L^q(Q_T)\) for some \(q>1\) and \(H(x,Du)\sim |Du|^\gamma \), \(\gamma >1\), i.e., H has superlinear gradient growth.
Following the approach in [37, 38], we first obtain Sobolev-type regularity for solutions to (1). This level of regularity is crucial to derive new integral, sup-norm and Hölder estimates for solutions to (2) by means of the nonlinear adjoint method introduced by L.C. Evans [45, 46]. These results are then combined with Gagliardo–Nirenberg interpolation inequalities and maximal regularity in Lebesgue spaces for fractional heat equations to obtain optimal regularity in Lebesgue spaces for (2). This approach to deduce a priori estimates for nonlinear problems has been inspired by [7] (see also [16, 17] for later contributions), where semilinear equations with quadratic growth in the gradient have been studied. These interpolation methods have been also employed in, e.g., [76] (see also the references therein) and recently revived in [38, 50, 51] in the context of Mean Field Games [65, 66]. In particular, our results extend those obtained in [37, 38] to the fractional framework for \(s\in (1/2,1)\), both for (1) and (2).
As announced, to study the regularity properties of (1) we need to extend well-known properties for linear viscous equations with unbounded coefficients to the fractional framework. In the viscous case, the first works date back to [9, 10, 62] for linear and quasi-linear problems, see also [20] for the case of measurable ingredients. Within this framework, well-posedness and integrability estimates were established when with satisfying
the so-called Aronson–Serrin interpolated condition. We emphasize that this assumption on the drift has been shown to be sharp to get integrability estimates in Lebesgue classes, at least in the viscous case, cf [19].
As far as we know, nonlocal heat equations with unbounded coefficients have been treated in [68], see also [56] for gradient perturbations of the fractional Laplacian and the nonlinear analysis carried out in [2, 3] in the context of (fractional) Kardar–Parisi–Zhang models. The well-posedness and integrability results we present here are new when the velocity field satisfies a fractional version of the above Aronson–Serrin condition, i.e., with fulfilling
In particular, we mention that in this setting we are not able to cover the equality in (3) neither for the well-posedness nor for integrability estimates of solutions of (1), and this remains at this stage an open problem.
The second step in the analysis of (1) concerns fractional Bessel regularity estimates of solutions to (1) when \(b\in L^k(\rho \,\hbox {d}x\hbox {d}t)\) for some \(k>1\), i.e., in terms of the crossed term
which is widely analyzed for the classical viscous Fokker–Planck equations in [77, 81]. In particular, we prove that for some suitable \(k>1\) one has the estimate
for \(\sigma '\) in some range determined in terms of the regularity \(p'\) of the terminal data. This bound is obtained by duality, following [37, 38, 77], via a maximal regularity estimate for nonlocal equations with divergence-type terms of the form
These estimates are fundamental to study the regularity properties for PDEs arising in Mean Field Games, cf [37, 41, 81, 82], see also [23] for the time-fractional framework. We remark that when \(b=-D_pH(x,Du)\), (1) becomes the adjoint equation to (2) and bounds on the quantity (4) are natural for the mean field equations by duality [36, 37, 81].
Owing to these results for (1), we deduce sup-norm, integral and Hölder estimates for solutions to (2) with \(f\in L^q\). These bounds are obtained by duality and exploit the aforementioned Bessel regularity properties of solutions to Fokker–Planck equations.
To our knowledge, these estimates for fractional Hamilton–Jacobi equations have not yet been investigated in the literature, especially in the context of unbounded coefficients in \(L^p\) scales. Furthermore, with respect to Hölder estimates, we provide a Hölder’s regularization effect when \(\gamma \ge 2s\).
Finally, we are able to partially prove maximal \(L^q\)-regularity as addressed in [38, 39] for elliptic and evolutive equations, respectively, driven by the Laplacian. This means, within our context, a control on \(\partial _tu,(-\Delta )^su,|Du|^\gamma \in L^q\) in terms of \(f\in L^q\) for an appropriate range of the integrability exponent \(q>{\bar{q}}\), see Sect. 5.5.1 for details on the threshold \({\bar{q}}\). As a result, we find that (2) behaves in terms of regularity as the fractional heat equation for appropriate values of q, despite the presence of the nonlinear coercive term \(H=H(x,p)\sim |p|^\gamma \). By letting \(s\rightarrow 1\), we recover the same results of the viscous case [38], but we produce only partial a priori estimates in the supercritical regime \(\gamma >2s\).
In the viscous stationary case, the proof in [39] has been given refining the integral Bernstein method, which, however, does not seem the right path to treat both fractional and time-dependent problems like (2).
We recall that maximal \(L^q\)-regularity properties of Calderón–Zygmund-type are well known for general abstract linear evolution equations, see, e.g., [53, 64, 73], and are recalled in Lemma 5.16 below, while in the case \(s=\frac{1}{2}\) a result for nonlocal equations with drift terms can be found in [96].
More precisely, following [38] our strategy consists in regarding (2) as a perturbation of a fractional heat equation
where \(H(x,Du)\sim |Du|^\gamma \). Then, maximal regularity for linear nonlocal problems, cf [53], applied to the above equation yields
The second step relies on applying fractional Gagliardo–Nirenberg inequalities involving integral norms of the form
for some \(r\in (1,\infty ]\), \(\theta \in (0,1)\) such that \(\theta \gamma <1\) when \(\gamma <2s\), and those involving Hölder norms
for \(\gamma \ge 2s\), cf Lemmas 3.5 and 3.6 and [78, 80]. This scheme allows to show that maximal \(L^q\)-regularity for (2) occurs for strong solutions when \(f\in L^q(Q_T)\), \(q>\frac{d+2s}{(2s-1)\gamma '}\), \(\frac{d+6s-2}{d+2s}< \gamma < \frac{s}{1-s}\), i.e., we have
We refer to Remark 5.4 and Remark 5.17 for further comments on the restrictions on \(\gamma \). At this stage, we do not know neither if our restrictions when \(\gamma >2s\) are sharp nor counterexamples to the maximal regularity below the threshold \(\frac{d+2s}{(2s-1)\gamma '}\) when \(\gamma \le 2s\). Nonetheless, by letting \(s\rightarrow 1\) our results agree with those obtained in the local case [37, 38].
We believe that our duality approach to obtain integral and Hölder bounds, together with the maximal regularity results, can be adapted to the stationary counterpart of (1) and (2), leading to new a priori estimates. This will be the matter of future research.
Finally, we remark in passing that, in the classical viscous case, the purely quadratic regime \(\gamma =2\) can be addressed using the Hopf–Cole transform, cf [28, Lemma 4.2]. Here, however, when \(\gamma =2s\), it is not known whether there exists a fractional analogue of that transformation which allows to reduce (2) into a simpler fractional PDE. Thus, even the natural (critical) growth case becomes not straightforward to analyze.
We now recall some related results for (1) and (2). As for fractional Fokker–Planck equations, when \(b\in L^\infty \) or some control on the divergence is assumed, we refer to [32] for stationary problems and to [36] for the evolutive case. Instead, the viscous case is well known, even under weaker assumptions on the velocity field [19, 20, 37, 38, 41, 62, 77, 81].
As for Hamilton–Jacobi equations, Hölder’s regularity results have been largely investigated for parabolic problems in the borderline cases \(s=0\) and \(s=1\). For first-order and second-order degenerate problems, we refer to [24, 26, 29, 33], while we mention [62, 63] for the uniformly parabolic case. Recently, Hölder estimates for second-order degenerate problems with unbounded right-hand side have been analyzed in [31], see also [93] for PDEs driven by the Laplacian, via De Giorgi’s techniques. Hölder, integral and sup-norm estimates for the parabolic problem have been already addressed in the paper [38] for the viscous case \(s=1\), and we recover those results by letting \(s\rightarrow 1\). As for integrability estimates, we refer to [27] for the degenerate case and [38] for the viscous problem.
Hölder’s regularity of fully nonlinear nonlocal equations with super-quadratic first-order terms has been treated in [30], where the regularity stems from the coercivity of H rather than the ellipticity. Hölder’s regularization effect of solutions to fractional Hamilton–Jacobi equations with first-order terms having at most critical growth \(\gamma = 2s\) has been observed by L. Silvestre in [86]. In this case, the author has also obtained Hölder bounds in the fractional supercritical regime \(2s<\gamma <2s+\varepsilon \) imposing some smallness conditions on the data. More recently, a regularization effect when \(s=1/2\) has been investigated in [55] under a smallness condition on the initial datum in Besov scales.
Instead, the literature on Lipschitz regularity is considerable. The conservation of Lipschitz regularity (i.e., with \(u(0)\in W^{1,\infty }\)) for every \(s\in (0,1)\) and a smoothing effect when \(s\in (1/2,1)\) go back to [44] (see also [54, 57]). Besides, Lipschitz and further regularity for nonlocal Hamilton–Jacobi equations has been investigated in the case of critical diffusion \(s=1/2\) by L. Silvestre in [87]. Gradient regularity for viscosity solutions of coercive fractional Hamilton–Jacobi equations has been widely analyzed using viscosity solutions’ techniques. In [13], the authors have analyzed Lipschitz regularity of solutions via the Ishii–Lions method when f is bounded (which requires the restriction \(\gamma <2s\), as for the classical viscous case \(s=1\)) and via a weak version of the Bernstein method in the periodic setting [14], where \(f\in W^{1,\infty }\) in the space variable and \(\gamma >1\), even for more general integro-differential operators than fractional powers of the Laplacian. We finally mention that fractional Hamilton–Jacobi-type PDEs and regularity issues have been recently investigated in the framework of periodic homogenization problems [11].
As for the stationary counterpart of (2) with unbounded terms in Lebesgue scales, we mention [1, 2]. Related results for Hamilton–Jacobi equations, even degenerate, can be found in [12, 15, 39, 70] and the references therein. Other regularity estimates for space-fractional Fokker–Planck equations, also combined with Hamilton–Jacobi equations in the context of Mean Field Games, can be found in [32, 36], while for advection equations with fractional diffusion we refer the reader to [88, 89].
Outline. Section 2 presents a list of the main results and assumptions used throughout the paper. Section 3 is devoted to introduce the main functional spaces and related embedding properties. Section 4 concerns the analysis of the well-posedness, Bessel regularity, and integrability estimates for fractional Fokker–Planck equations, while Sect. 5 comprises the applications to regularity issues for equations of Hamilton–Jacobi-type with nonlocal diffusion. Appendix A collects some properties for advection equations with fractional diffusion.
2 Assumptions and main results
Throughout the manuscript, we will assume \(s\in (1/2,1)\) unless otherwise stated. Our first main results concern the fractional Fokker–Planck equation (1): in the first one, b is assumed to belong to mixed Lebesgue classes in the fractional Aronson–Serrin zone, while in the second result the parabolic Bessel regularity is studied in terms of the crossed quantity (4). More precisely, in this section for \(\mu \in \mathbb {R}\) we deal with anisotropic spaces of the form
where \(H_p^\mu ({\mathbb {T}^d})\) is the space of Bessel potentials on the torus. We refer to Sect. 3.2 for additional properties of these spaces.
We will assume the following additional assumption, referring to Appendix A for further discussions on its validity.
-
(I)
There exists a unique weak solution to the dual problem of (1)
$$\begin{aligned} {\left\{ \begin{array}{ll} \partial _t v(x,t){+}(-\Delta )^sv(x,t)-b(x,t)\cdot Dv(x,t){=}f(x,t)&{}\text { in }Q_{\omega ,\tau }{:=}{\mathbb {T}^d}\times (\omega ,\tau ) ,\\ v(x,\omega )=v_\omega (x)&{}\text { in }{\mathbb {T}^d}. \end{array}\right. } \end{aligned}$$(5)with \(\omega \in [0,\tau )\), where b satisfies (3). In addition, if \(v(\omega )\ge 0\), then \(v\ge 0\) a.e. on \(Q_\omega \).
Theorem 2.1
Let with satisfying
and \(\rho _\tau \in H^{s-1}({\mathbb {T}^d})\) with \(\rho _\tau \in L^1({\mathbb {T}^d})\). Then, there exists a weak solution \(\rho \in \mathcal {H}_2^{2s-1}(Q_\tau )\) to (1). If, in addition, \(\rho _\tau \in L^p({\mathbb {T}^d})\), \(p\in (1,\infty ]\), then \(\rho \in L^\infty (0,\tau ;L^p({\mathbb {T}^d}))\). Finally, if (I) holds and \(\rho _\tau \ge 0\), the solution is unique and \(\rho \ge 0\) a.e. on \(Q_\tau \).
Theorem 2.2
Let \(\rho \) be a (nonnegative) weak solution to (1) and \(1<\sigma '<\frac{d+2s}{2s-1}\).
-
(i)
There exists \(C>0\), depending on \(T,\sigma ',d,s\) such that
$$\begin{aligned} \Vert \rho \Vert _{\mathcal {H}_{\sigma '}^{2s-1}(Q_\tau )}\le C\left( \iint _{Q_\tau } |b(x,t)|^{m'} \rho (x,t) \, \mathrm{d}x\mathrm{d}t + \Vert \rho _\tau \Vert _{L^1({\mathbb {T}^d})}\right) , \end{aligned}$$where
$$\begin{aligned}1<\sigma '<\frac{d+2s}{d+2s-1}\end{aligned}$$and
$$\begin{aligned} m' = 1 + \frac{d+2s}{\sigma (2s-1)}. \end{aligned}$$ -
(ii)
There exists \(C>0\), depending on \(T,\sigma ',d,s\) such that
$$\begin{aligned} \Vert \rho \Vert _{\mathcal {H}_{\sigma '}^{2s-1}(Q_\tau )}\le C\left( \iint _{Q_\tau } |b(x,t)|^{m'} \rho (x,t) \, \hbox {d}x\hbox {d}t + \Vert \rho _\tau \Vert _{L^{p'}({\mathbb {T}^d})}\right) , \end{aligned}$$where either
$$\begin{aligned} \sigma '=\frac{d+2s}{d+2s-1}\text { with any finite }p>1, \end{aligned}$$or
$$\begin{aligned} \frac{d+2s}{d+2s-1}<\sigma '<\frac{2s}{2s-1}\text { with }p=\frac{d\sigma }{d+2s-\sigma } \end{aligned}$$and
$$\begin{aligned} m' = 1 + \frac{d+2s}{\sigma (2s-1)}. \end{aligned}$$
As for (2), we suppose that H(x, p) is \(C^1({\mathbb {T}^d}\times \mathbb {R}^d)\), convex in p and has polynomial growth in the gradient entry, i.e.,
for every \(x\in {\mathbb {T}^d}\), \(p\in \mathbb {R}^d\). Moreover, we suppose without loss of generality that \(H \ge 0\). Recall that the Lagrangian \(L : {\mathbb {T}^d}\times \mathbb {R}^d \rightarrow \mathbb {R}\), \(L(x, \nu ) := \sup _{p} \{p \cdot \nu - H(x, p)\}\), namely the Legendre transform of H in the p-variable, is well defined by the superlinear behavior of \(H(x, \cdot )\). Moreover, by convexity of \(H(x, \cdot )\),
and
The following properties of L are standard (see, e.g., [25]): for some \(C_L > 0\),
for all \(\nu \in \mathbb {R}^d\).
Concerning the case \(\gamma \ge 2s\) and when dealing with Hölder regularity, we will impose some additional space regularity, i.e., for \(\alpha \in (0,1)\) to be determined,
for all \(x,\xi \in {\mathbb {T}^d}\) and \(p \in \mathbb {R}^d\). A prototype example of H satisfying (H) is
Note that whenever \(h \in C^\alpha ({\mathbb {T}^d})\), this model Hamiltonian satisfies also (\(H_\alpha \)). Unless otherwise stated, in the next results, we will always assume that (I) holds to have the full well-posedness of the adjoint problem. However, our approach via duality makes use only of the existence of positive solutions to (1). Then, our first results for (2) concern the sup-norm and integral estimates for strong solutions as in Definition 5.3 when \(f\in L^q\), obtained via the nonlinear adjoint method through the strategy already implemented in [37, 38].
Theorem 2.3
Let (H) be in force and \(\gamma >1\), \(q>\frac{d+2s}{2s}\). Then, there exists a constant \(C>0\) depending on \(T,d,s,q,\Vert f\Vert _{L^q(Q_T)}, \Vert u_0\Vert _{C({\mathbb {T}^d})}\) such that any global weak solution to (2) satisfies
The estimate holds even for strong solutions to (2).
Theorem 2.4
Let (H) be in force and \(\gamma \in \left( \frac{d+6s-2}{d+2s},2s\right) \). Let also \(u\in \mathcal {H}_q^{2s}(Q_T)\) be a strong solution to (2) with \(q>\frac{d+2s}{(2s-1)\gamma '}\). The following assertions hold:
-
(A)
There exists a constant \(C_1>0\), depending on \(T,d,s,C_H, \Vert f\Vert _{L^q(Q_\tau )},\Vert u_0\Vert _{B^{2s-2s/q}_{qq}({\mathbb {T}^d})}\), \(q=\frac{d+2s}{2s}\), such that any strong solution to (2) satisfies
$$\begin{aligned} \Vert u\Vert _{L^\infty \left( 0,\tau ;L^p({\mathbb {T}^d})\right) }\le C_1 \end{aligned}$$for \(1\le p<\infty \).
-
(B)
There exists a constant \(C_2>0\), depending on \(T,d,s,C_H \Vert f\Vert _{L^q (Q_\tau )}, \Vert u_0\Vert _{B^{2s-2s/q}_{qq}({\mathbb {T}^d})}\), such that any strong solution to (2) satisfies
$$\begin{aligned} \Vert u\Vert _{L^\infty \left( 0,\tau ;L^{p}({\mathbb {T}^d})\right) }\le C_2 \end{aligned}$$with \(p=\frac{dq}{d+2s-2sq}\) if \(q<\frac{d+2s}{2s}\).
Owing to a similar approach and following the scheme of [38], spatial Hölder’s regularity estimates for weak energy solutions to fractional Hamilton–Jacobi equations with unbounded right-hand side are provided.
Theorem 2.5
Assume (H), \((H_\alpha )\) and \(\gamma \ge 2s\).
-
(C)
Let \(f\in L^q(Q_T)\) with \(q>\frac{d+2s}{(2s-1)\gamma '}\). Let u be a local weak solution to (2). Then, there exists \(C_1>0\) depending on \(t_1,C_H\), \(\Vert u\Vert _{C({\overline{Q}}_T)}\), \(\Vert f\Vert _{L^q(Q_T)}\), q, d, T, s such that
$$\begin{aligned} \mathrm {sup}_{t\in (t_1,T)}[u(\cdot ,t)]_{C^\alpha ({\mathbb {T}^d})}\le C_1 \end{aligned}$$with \(\alpha ,q,\gamma \) as follows:
-
For \(\gamma =2s\) we get \(\alpha = 2s-\frac{d+2s}{q}\) such that \(\alpha \in (0,2s-1)\) when \(q<d+2s\), \(\alpha <1\) when \(d+2s\le q<\frac{d+2s}{2s-1}\), while we have any \(\alpha \in (0,1)\) when \(q\ge \frac{d+2s}{2s-1}\);
-
For \(2s\le \gamma <\frac{1}{2-2s}\) (i.e., \(\gamma '(2s-1)>1\)), we get \(\alpha = \gamma '(2s-1)-\frac{d+2s}{q}\) such that \(\alpha \in (0,2s-1)\) if \(q<\frac{d+2s}{(2s-1)(\gamma '-1)}\), \(\alpha \in (2s-1,1)\) if \(\frac{d+2s}{(2s-1)(\gamma '-1)}\le q<\frac{(d+2s)(\gamma -1)}{1-(2-2s)\gamma }\), while we have any \(\alpha \in (0,1)\) if \(q\ge \frac{(d+2s)(\gamma -1)}{1-(2-2s)\gamma }\);
-
For \(\gamma \ge \frac{1}{2-2s}\) (i.e., \(\gamma '(2s-1)\le 1\)), we get \(\alpha =\gamma '(2s-1)-\frac{d+2s}{q}\in (0,1)\) whenever \(q>\frac{d+2s}{\gamma '(2s-1)}\).
-
-
(D)
If u is a strong solution in \(\mathcal {H}_q^{2s}(Q_T)\) with \(q>\frac{d+2s}{(2s-1)\gamma '}\) to (2), then \(u\in L^\infty (0,T;C^\alpha ({\mathbb {T}^d}))\). In particular, there exists a positive constant \(C_2\) depending on \(C_H\), \(\Vert u_0\Vert _{C^\alpha ({\mathbb {T}^d})}\), \(\Vert f\Vert _{L^q(Q_T)}\), q, d, T, s such that
$$\begin{aligned} \mathrm {sup}_{t\in (0,T)}[u(\cdot ,t)]_{C^\alpha ({\mathbb {T}^d})}\le C_2. \end{aligned}$$with \(\alpha ,\gamma \) as in (C).
We remark that
so that we find the same thresholds in [38].
In the last part of the paper, we address maximal \(L^q\)-regularity in the form of a priori estimates for strong solutions, that is stated in the next
Theorem 2.6
Assume (H), \((H_\alpha )\). Let \(u\in \mathcal {H}_q^{2s}(Q_T)\) be a strong solution to (2) with \(q>\frac{d+2s}{(2s-1)\gamma '}\), and assume that there exists \({\tilde{K}}_1>0\) such that
If
then there exists a constant \(C_1>0\) depending on \({\tilde{K}}_1,q,d,T,s,C_H\) such that
Note that
so that we recover the same thresholds found in [38].
We finally point out that our results, and in particular the Hölder bounds, apply to the so-called fractional Kardar–Parisi–Zhang equations, see [3, 57], of the form
where G satisfies (H). In other terms, the sign in front of H is not important since \(u=-z\) solves (2) with \(H(x,p)=G(x,-p)\).
3 Functional spaces
3.1 Stationary spaces: definitions and useful results
We denote by \(L^p({\mathbb {T}^d})\) the space of all measurable and periodic functions belonging to \(L^p_{loc}(\mathbb {R}^d)\) endowed with the norm \(\Vert \cdot \Vert _p=\Vert \cdot \Vert _{L^p((0,1)^d)}\). Let k be a nonnegative integer. We denote by \(W^{k,p}({\mathbb {T}^d})\) the space of \(L^p({\mathbb {T}^d})\) functions with distributional derivatives in \(L^p({\mathbb {T}^d})\) up to order k. For \(\mu \in \mathbb {R}\) and \(p\in (1,\infty )\), the space of Bessel potentials \(H_p^{\mu }({\mathbb {T}^d})\) comprises those distributions verifying the integrability condition \((I-\Delta )^{\frac{\mu }{2}}u\in L^p({\mathbb {T}^d})\), where \((I-\Delta )^{\frac{\mu }{2}}\) is the operator defined in terms of Fourier series as
with
We denote the norm in \(H_p^{\mu }({\mathbb {T}^d})\) as
The proof of the latter equivalence is given in [36, Remark 2.3]. Let us also remark that when \(\mu =k\) is a nonnegative integer, \(W^{k,p}\) is isomorphic to \(H_p^k\), see, e.g., [36, Remark 2.3]. Moreover, it can be seen that the operator \((I-\Delta )^{\frac{\mu }{2}}\) maps isometrically \(H_p^{\eta +\mu }\) into \(H_p^\eta \) for any \(\eta ,\mu \in \mathbb {R}\), see again [36, Remark 2.3] for the proof. We further recall that another characterization of spaces of Bessel potentials can be given via complex interpolation methods, namely,
where \([X,Y]_\theta \) stands for the complex interpolation space among the Banach spaces (X, Y), see, e.g., [18, 73] for a complete account.
Let now \(\mu \in (0,1)\) and \(1\le p,q\le \infty \). The Besov space \(B_{pq}^\mu ({\mathbb {T}^d})\) consists of all functions \(u\in L^p({\mathbb {T}^d})\) such that the norm
is finite. When \(p=q=\infty \) and \(\mu \in (0,1)\), we have \(B_{\infty \infty }^\mu ({\mathbb {T}^d})\simeq C^\mu ({\mathbb {T}^d})\) (cf [84, Section 3.5.4 p. 168-169]), i.e., the classical Hölder space, which is endowed with the equivalent norm
where \(\mathrm {dist}(x,y)\) is the geodesic distance among \(x,y\in {\mathbb {T}^d}\). When \(p=q\) and \(\mu \) is not an integer, one has \(B_{pp}^\mu ({\mathbb {T}^d})\simeq W^{\mu ,p}({\mathbb {T}^d})\), where \(W^{\mu ,p}({\mathbb {T}^d})\) is the classical Sobolev–Slobodeckii scale in the periodic setting, see [73, p.13]. When \(q=\infty \) and p is finite, the space \(B_{p\infty }^\mu ({\mathbb {T}^d})\simeq N^{\mu ,p}({\mathbb {T}^d})\) is known as Nikol’skii space [79] and the aforementioned norm is interpreted in the usual sense via
see [67, Chapter 17] for the whole space case and [94, p. 460], [84, Section 3.5.4] for the definition in the periodic case. Yet another characterization of Besov classes can be given by means of real interpolation methods. For \(m\in \mathbb {N}\), \(p,q\in [1,\infty ]\) and \(\theta \in (0,1)\) we have
where \((X,Y)_{\theta ,q}\) stands for the real interpolation space of the interpolation couple of Banach spaces (X, Y), with equivalence of the respective norms, see, e.g., [73, Example 1.10], [67, Theorem 17.24]. We also denote by \(F^\mu _{pq}({\mathbb {T}^d})\) the periodic Triebel–Lizorkin scale and refer to [84, Section 3.5.2] for its definition.
We recall some standard embeddings we will use in the sequel among the aforementioned spaces.
Lemma 3.1
-
(i)
Let \(\nu ,\mu \in \mathbb {R}\) with \(\nu \le \mu \), then \(H_p^{\mu }({\mathbb {T}^d})\hookrightarrow H_p^{\nu }({\mathbb {T}^d})\).
-
(ii)
If \(p\mu >d\) and \(\mu -d/p\) is not an integer, then \(H_p^{\mu }({\mathbb {T}^d})\hookrightarrow C^{\mu -d/p}({\mathbb {T}^d})\).
-
(iii)
Let \(\nu ,\mu \in \mathbb {R}\) with \(\nu \le \mu \), \(p,q\in (1,\infty )\) and
$$\begin{aligned} \mu -\frac{d}{p}=\nu -\frac{d}{q}, \end{aligned}$$then \(H_p^{\mu }({\mathbb {T}^d})\hookrightarrow H_q^{\nu }({\mathbb {T}^d})\).
-
(iv)
If \(p\mu =d\), then \(H_p^{\mu }({\mathbb {T}^d})\hookrightarrow L^q({\mathbb {T}^d})\) for all \(1\le q<\infty \).
Proof
For (i)–(iii) see [36, Lemma 2.5], [84] and the references therein, while for (iv) see [4]. \(\square \)
Lemma 3.2
-
(i)
Let \(\nu ,\mu \in \mathbb {R}\) with \(\nu \le \mu \), then \(W^{\mu ,p}({\mathbb {T}^d})\subset W^{\nu ,p}({\mathbb {T}^d})\).
-
(ii)
If \(p\mu >d\) and \(\mu -d/p\) is not an integer, then \(W^{\mu ,p}({\mathbb {T}^d})\subset C^{\mu -d/p}({\mathbb {T}^d})\).
-
(iii)
Let \(\nu ,\mu \in \mathbb {R}\) with \(\nu \le \mu \), \(p,q\in (1,\infty )\) and
$$\begin{aligned} \mu -\frac{d}{p}=\nu -\frac{d}{q}, \end{aligned}$$then \(W^{\mu ,p}({\mathbb {T}^d})\subset W^{\nu ,q}({\mathbb {T}^d})\).
-
(iv)
If \(p\mu =d\), then \(W^{\mu ,p}({\mathbb {T}^d})\subset L^q({\mathbb {T}^d})\) for all \(1\le q<\infty \).
Proof
For (i)–(iii) we refer to [84, Section 3.5.5] and [84], while for (iv) see [43, Theorem 6.9]. \(\square \)
Lemma 3.3
We have the following inclusions for \(\mu \in \mathbb {R}\).
-
(i)
\(B^{\mu }_{pp}({\mathbb {T}^d})\subseteq H_p^{\mu }({\mathbb {T}^d})\subseteq B_{p,2}^\mu ({\mathbb {T}^d})\) for \(1<p\le 2\).
-
(ii)
\(B_{p,2}^\mu ({\mathbb {T}^d}) \subseteq H_p^{\mu }({\mathbb {T}^d})\subseteq B^{\mu }_{pp}({\mathbb {T}^d})\) for \(2\le p<\infty \).
-
(iii)
\(B_{p1}^\mu ({\mathbb {T}^d})\subseteq H_p^\mu ({\mathbb {T}^d})\subseteq B^\mu _{p\infty }({\mathbb {T}^d})\) for \(1\le p\le \infty \).
Proof
The result on \(\mathbb {R}^d\) is proved in [95, Section 2.3.3] (see also [18, Theorem 6.4.4]. Recalling that \(H_p^{\mu }\) is isomorphic to a Triebel–Lizorkin scale (see [84, Theorem 3.5.4-(v)] and the same chapter for the definition of this space), one uses [84, Remark 3.5.1.4-(20)] to show (i) and (ii). Property (iii) is proved in [18, Theorem 6.2.4] and [94, Theorem 20]. \(\square \)
We now recall the following compactness result.
Lemma 3.4
For \(\mu >0\) such that \(\mu p<d\) and \(1<q<\frac{dp}{d-\mu p}\) the embedding of \(H_p^\mu ({\mathbb {T}^d})\) onto \(L^q({\mathbb {T}^d})\) is compact.
Proof
When \(\mu =k\in \mathbb {N}\) this is the classical Rellich–Kondrachov theorem [67]. We restrict to consider \(\mu \in (0,1)\). When \(p=2\) the result can be deduced by the fact that \(H_2^\mu ({\mathbb {T}^d})\simeq W^{\mu ,2}({\mathbb {T}^d})\), and by classical compactness properties of real interpolation spaces, cf [95, Section 1.16.4] applied with \(A=(L^2({\mathbb {T}^d}),W^{1,2}({\mathbb {T}^d}))_{\theta ,2}\), \(A_0=B=L^2({\mathbb {T}^d})\), \(A_1=W^{1,2}({\mathbb {T}^d})\), using the compactness of \(W^{1,2}({\mathbb {T}^d})\) onto \(L^2({\mathbb {T}^d})\) that gives the compact embedding of \(H_2^\mu \) onto \(L^2\). Then, the compact embedding of \(H_2^\mu \) onto \(L^q\), \(1<q<2d/(d-2\mu )\) follows by interpolation as we will show in the case \(p\ne 2\) below. The general case can be handled as follows. It is well-known that \(W^{1,p}({\mathbb {T}^d})\) is compactly embedded onto \(L^r({\mathbb {T}^d})\) for all r such that \(1<r<\frac{dp}{d-p}\) by the Rellich–Kondrachov theorem, and hence the identity map \(T:W^{1,p}({\mathbb {T}^d})\rightarrow L^p({\mathbb {T}^d})\), \(T(u)=u\) is compact. Moreover, T is also continuous from \(L^p({\mathbb {T}^d})\) onto itself. Thus, one first recalls that Besov spaces can be defined via real interpolation as follows \(B^{\sigma }_{pq}({\mathbb {T}^d})=(L^p({\mathbb {T}^d}),W^{1,p}({\mathbb {T}^d}))_{\sigma ,q}\). Then, one may compose continuous embeddings from Lemma 3.3-(i) and (ii) with compact embeddings for fractional Sobolev spaces \(W^{\mu ,p}({\mathbb {T}^d})\) onto \(L^p({\mathbb {T}^d})\) as obtained in [6]. The latter can be deduced in turn via compactness results for real interpolation spaces [95, Section 1.16.4] as in the case \(p=2\). Therefore, we have the compact embedding of \(H_p^\mu ({\mathbb {T}^d})\) onto \(L^p({\mathbb {T}^d})\). We now take a bounded sequence \(u_n\) in \(H_p^\mu ({\mathbb {T}^d})\). Therefore, one can extract a subsequence \(u_{n_k}\) converging strongly in \(L^p({\mathbb {T}^d})\). By interpolation, for every \(p<q<\frac{dp}{d-\mu p}\), there exists \(\theta \in (0,1)\) such that
as \(j,k\rightarrow \infty \) since \(u_{n_k}\) is bounded in \(H_p^\mu ({\mathbb {T}^d})\), which is in turn continuously embedded onto \(L^{\frac{dp}{d-\mu p}}({\mathbb {T}^d})\) by Lemma 3.1-(iii). Then, we have the strong convergence in \(L^q\) with q as above, as desired. \(\square \)
We first recall the following Gagliardo–Nirenberg inequality
Lemma 3.5
Let \(1<q,r<\infty \), \(1< z\le \infty \) and \(s\in (1/2,1)\). Let \(u\in H_q^{2s}({\mathbb {T}^d})\cap L^z({\mathbb {T}^d})\). Then, there exists a constant C depending on d, q, z, s, r and \(\theta \in (0,1)\) such that
where
Proof
Inequality (8) has been obtained in [52, Corollary 1.5] and [68, Theorem 6] on the whole space for \(r,z\in (1,\infty )\), the periodic case being obtained via extension arguments, see, e.g., [38, Lemma A.3] or [36, Lemma 2.5]. When, e.g., \(q\ge 2\), the endpoint case \(z=\infty \) can be deduced from the results in [22, Corollary 3.2-(c)] owing to the inclusion \(H^{2s}_q\hookrightarrow W^{2s,q}\). \(\square \)
We now provide a Gagliardo–Nirenberg interpolation inequality involving Hölder and Bessel potential scales.
Lemma 3.6
Let \(u\in H^{2s}_q({\mathbb {T}^d})\cap C^{\alpha }({\mathbb {T}^d})\), \(q\in (1,\infty )\), \(\alpha \in (0,1)\), \(s\in (1/2,1)\). There exists a constant \(c>0\) depending on \(d,\beta ,\alpha ,q,s,p\) such that
when the following compatibility conditions hold
with
Proof
We first prove the inequality on \(\mathbb {R}^d\), the periodic case being again a consequence of an extension argument. We use [52, Theorem 4.1] saying that
holds if
We take \(p_0=\infty \), \(q=1\), \(\nu _1=2s\), \(\nu =1\), \(p_1=q\) to get
On the one hand, we use the embedding \(H_{q}^{2s}\hookrightarrow B^{2s}_{q\infty }\) from Lemma 3.3-(iii) and conclude
On the other hand, owing to the embedding \(B^{1}_{p1}\hookrightarrow H_{p}^{1}\), together with the fact that \(B^{\alpha }_{\infty \infty }\simeq C^\alpha \), we conclude
for
with \(\beta \in (0,1)\),
and
From (9), we deduce \(\beta \ge \frac{1-\alpha }{2s-\alpha }\).\(\square \)
Remark 3.7
The above inequality has been obtained in [78, 80] when \(s=1\), see also [75].
We conclude this section with a fractional Poincaré–Wirtinger inequality.
Lemma 3.8
Let \(U\subset \mathbb {R}^d\) be a cube. There exists \(C=C(d,p,\mu ,U)\) such that for \(\mu \in (0,1]\) and \(p\in (1,\infty )\)
where and \([\cdot ]_{W^{\mu ,p}(U)}\) stands for the Gagliardo seminorm. As a consequence, when \(U={\mathbb {T}^d}\), for \(s\in (1/2,1)\) there exists \(C_2>0\) such that
Proof
The first inequality can be found in [8, Proposition B.11], [67, Chapter 17]. The second one follows from the first and the inclusions between Bessel and Sobolev–Slobodeckii spaces \(H_p^{\mu +\epsilon }({\mathbb {T}^d})\subseteq W^{\mu ,p}({\mathbb {T}^d})\subseteq H_p^{\mu -\epsilon }({\mathbb {T}^d})\), \(\epsilon >0\), \(\mu \in \mathbb {R}\), cf [36, Lemma 2.14]. \(\square \)
3.2 Parabolic spaces: definitions and embeddings
In this section, we introduce some functional spaces involving time and space weak derivatives. Let again \(\mu \in \mathbb {R}\) and \(p \in (1, \infty )\). We denote by \(\mathbb {H}_{p}^{\mu }(Q):=L^p(0,T;H_p^{\mu }({\mathbb {T}^d}))\), \(Q:={\mathbb {T}^d}\times I\), the space of measurable functions \(u:(0,T)\rightarrow H_p^{\mu }({\mathbb {T}^d})\) endowed with the norm
We define the space \(\mathcal {H}_p^{\mu }(Q)\) as the space of functions \(u\in \mathbb {H}_p^{\mu }(Q)\) with \(\partial _tu\in (\mathbb {H}_{p'}^{2s-\mu }(Q))'\) equipped with the norm
We refer the reader to [34, 36]. These are natural spaces in the standard parabolic setting \(s=1\): when \(s=1\) and \(\mu =2\) we have \(\mathcal {H}_p^2\simeq W^{2,1}_p\), cf [62], see also [41, 59, 61, 21, Chapter 6] for further properties in the case \(s = 1\). Note that \((\mathbb {H}_{p'}^{2s-\mu }(Q))'\) coincides with \(\mathbb {H}_{p}^{\mu -2s}(Q)\). In the sequel, we denote by \(Q_\tau ={\mathbb {T}^d}\times (0,\tau )\) and \(Q_{\omega ,\tau }={\mathbb {T}^d}\times (\omega ,\tau )\).
We now recall the following trace result of functions in \(\mathcal {H}_p^\mu \) on the hyperplane \(t=0\), which extends [62, Lemma II.3.4] for classical spaces associated with heat PDEs to the fractional framework.
Lemma 3.9
If \(u\in \mathcal {H}_p^{\mu }(Q_T)\), \(\mu \in \mathbb {R}\) and \(p>1\), then \(u(0)\in B^{\mu -2s/p}_{pp}({\mathbb {T}^d})\). In addition, the space \(\mathcal {H}_p^\mu \) is continuously embedded into \(C([0,T];B^{\mu -2s/p}_{pp}({\mathbb {T}^d}))\).
Proof
The first statement is a consequence of [73, Corollary 1.14] since \((L^p({\mathbb {T}^d}),H_p^{2s}({\mathbb {T}^d}))_{1-1/p,p}\simeq B_{pp}^{2-2/p}({\mathbb {T}^d})\), the embedding properties for the domain of the fractional Laplacian \(D(-(-\Delta )^s)\) and the reiteration theorem in interpolation theory. The second fact can be deduced again by [73, Corollary 1.14], see also [5, Theorem III.4.10.2] and [38] for the case \(s=1\). \(\square \)
We now recall some fractional parabolic embedding theorems partially proved in [36] and in [49]. We adapt the interpolation approach proposed in [59, 61].
Lemma 3.10
-
(i)
If \(1<p<\frac{d+2s}{\mu }\), then \(\mathcal {H}_p^{\mu }(Q_T)\) is continuously embedded into \(L^q(Q_T)\) for \(1\le q\le \frac{(d+2s)p}{d+2s-\mu p}\).
-
(ii)
For \(p\ge 2\) the parabolic space \(\mathcal {H}_p^{2s-1}(Q_T)\) is continuously embedded into \(L^\delta (0,T;B^{\alpha }_{\delta \delta }({\mathbb {T}^d}))\), where \(\delta >p\) and
$$\begin{aligned} \alpha =2s-1+\frac{d+2s}{\delta }-\frac{d+2s}{p}, \end{aligned}$$while for \(p{\in }(1,2]\) we have the embedding of \(\mathcal {H}_p^{2s-1}(Q_T)\) into \(L^\delta (0,T{;}H^{\alpha }_{\delta }({\mathbb {T}^d}))\) with \(\delta >p\) and \(\alpha \) as above.
-
(iii)
If \(p>\frac{d+2s}{\mu }\), then \(\mathcal {H}_p^{2s-1}(Q_T)\) is continuously embedded into \(C^{\alpha ,\alpha /2s}\) for some \(\alpha \in (0,1)\). Moreover, the space \(\mathcal {H}_p^{2s}(Q_T)\) for \(p\in \left( \frac{d+2s}{2s},\frac{d+2s}{2s-1}\right) \) is continuously embedded onto \(C([0,T];C^{2s-\frac{d+2s}{p}}({\mathbb {T}^d}))\).
Proof
(i) is proved in [36, Proposition 2.11] for \(1\le q<\frac{(d+2s)p}{d+2s-\mu p}\). A slight modification of that proof allows even to prove the endpoint case \(q=\frac{(d+2s)p}{d+2s-\mu p}\), which we provide below. Here, we distinguish the cases \(1<p\le 2\) and \(2< p<\infty \) in view of the inclusions stated in Lemma 3.3. To prove the first case \(1<p\le 2\), we note that for any \(\theta \in (0, 1)\), if \(\nu = \nu (\theta )=(\mu -2s/p)(1-\theta )+\mu \theta \), then \(H^\nu _p\) can be obtained by complex interpolation between \(H^{\mu }_p\) and \(H^{\mu - 2s/p}_p\) (see, e.g., [18, Theorem 6.4.5]). Moreover, \(H^\nu _p\) is continuously embedded in \(H^{\nu +d/q-d/p}_q\) in view of Lemma 3.1. Hence, for a.e. t,
Therefore, for all \(\alpha \le \nu -\frac{d}{p}+\frac{d}{q} = \mu +\frac{d}{q}-\frac{d+2s(1-\theta )}{p}\),
where we used that for \(1<p\le 2\), \(B^{\mu -2s/p}_{pp}({\mathbb {T}^d})\) is embedded onto \(H_p^{\mu -2s/p}\) (cf Lemma 3.3-(i)). Then, the last inequality is less than or equal to
where in the second inequality we used the embedding in Lemma 3.9
while, in the last one, Young’s inequality.
As for the case \(p\ge 2\), we may interpolate in the Sobolev–Slobodeckii or the Besov scale depending on the differentiability order: we only outline the proof in the scale W when \(\mu \) and \(\mu -2s/p\) are noninteger, the other being equivalent using the appropriate embeddings and interpolations in Besov spaces from [67, 84]. In particular, one uses that \(W^{\nu ,p}\) can be obtained by real interpolation among \(W^{\mu ,p}\) and \(W^{\mu - 2s/p,p}\). Moreover, \(W^{\nu ,p}\) is continuously embedded in \(W^{\nu +d/q-d/p,q}\) in view of Lemma 3.2-(iii). Hence, for a.e. t,
Then, for all \(\alpha \) verifying \(\alpha \le \nu -\frac{d}{p}+\frac{d}{q} \le \mu +\frac{d}{q}-\frac{d+2s(1-\theta )}{p}\) we have
where we used that \(H_p^{\mu }\) is embedded into \(W^{\mu ,p}\) when \(p\ge 2\) (see Lemma 3.3). At this stage, one has to use the maximal regularity embedding in Lemma 3.9 to get
and finally conclude the assertion setting \(\alpha =0\) to get
Item (ii) is then a consequence of the above computations setting \(q=\delta \), \(\mu =2s-1\), \(\theta =p/q=p/\delta \).
The assertion (iii) is a consequence of [36, Theorem 2.6], while the last assertion is a byproduct of the embedding in Lemma 3.9 and [67, Theorem 17.52] or Lemma 3.2, since
\(\square \)
Lemma 3.11
Let \(1<p<\frac{d+2s}{\mu }\), \(\mu \in \mathbb {R}\), \(\mu >0\). Then, the space \(\mathcal {H}_p^\mu (Q_T)\) is compactly embedded onto \(L^q(Q_T)\) for \(1\le q<\frac{(d+2s)p}{d+2s-\mu p}\).
Proof
To show the compactness, we restrict to consider the case \(\mu \in (0,2s]\), the general case being consequence of the isometry property of the operator \((I-\Delta )^{\frac{\mu }{2}}\) on the spaces of Bessel potentials. The idea is to exploit the so-called Aubin–Lions–Simon lemma. Let \(\mu \in \mathbb {R}\) and \(0<\mu \le 2s\) with p satisfying \(1<p<\frac{d+2s}{\mu }\). Note first that \(H_{p'}^{\mu }({\mathbb {T}^d})\) is reflexive and separable. Therefore, the space \(L^p(0,T;(H_{p'}^{\mu }({\mathbb {T}^d}))')\) is isomorphic to \((L^{p'}(0,T;H_{p'}^{\mu }({\mathbb {T}^d})))'\equiv (\mathbb {H}_{p'}^{\mu }(Q_T))'\). One can easily see that, by definition, \(\mathcal {H}_{p}^{\mu }(Q_T)\) is isomorphic to
Note also that \(H_p^{\mu }({\mathbb {T}^d})\) is compactly embedded into \(L^p({\mathbb {T}^d})\) by Lemma 3.1-(iv) and \(L^p({\mathbb {T}^d})\) is continuously embedded in \((H_{p'}^{2s-\mu }({\mathbb {T}^d}))'\) since \(\mu \le 2s\). Then, Aubin–Lions–Simon lemma (see [90] and [85, Proposition III.1.3]) implies that E is compactly embedded into \(L^p(Q_T)\). Hence \(\mathcal {H}_p^{\mu }(Q_T)\) is compactly embedded in \(L^q(Q_T)\) for any \(1\le q\le p\). Let \(u_n\) be a bounded sequence in \(\mathcal {H}_p^{\mu }(Q_T)\). By the previous discussion, we may extract a subsequence \(u_{n_k}\) converging to u strongly in \(L^p(Q_T)\). For any \(p<q<\frac{(d+2s)p}{d+2s-\mu p}\), arguing by interpolation, we may assert the existence of \(0<\theta <1\) such that
as \(j,k\rightarrow +\infty \), since \(u_{n_k}\) belongs to \(\mathcal {H}_p^{\mu }(Q_T)\), which is in turn continuously embedded into \(L^{\frac{(d+2s)p}{d+2s-\mu p}}\) in view of Lemma 3.10, so \(u_{n_k}\) converges strongly also in \(L^q(Q_T)\). \(\square \)
We now recall a maximal regularity theorem for fractional heat equations. Consider the problem
We have the following result for strong solutions to (10), i.e., \(u\in \mathcal {H}_q^{2s}\), the equation is solved a.e. and u(0) is meant in the sense of traces.
Theorem 3.12
Let \(p > 1\). Suppose that \(u \in \mathcal {H}_p^{\mu }(Q_T)\) solves (10). Then, every strong solution to (10) verifies
where \(C > 0\) depends on d, T, p, s (but remains bounded for bounded values of T).
Proof
The proof is a consequence of well-known results for abstract evolution equations when \(\mu =2s\), see, e.g., [53]. The general case can be handled using the isometry of the Bessel operator as in [60], and it is proved in [34]. In particular, in [34] the proof is provided for stochastic PDEs, which makes necessary the restriction \(p>2\). However, for standard PDEs one simply requires \(p>1\), as it can be seen in [34, Lemma 3.2 and Lemma 3.4]. \(\square \)
The last part of the section is devoted to present a Sobolev embedding theorem for the parabolic Bessel potential class \(\mathcal {H}_p^{2s-1}\) with traces on the hyperplane \(t=0\) belonging to \(L^1\). This can be regarded as a nonlocal counterpart of [37, Proposition A.2]. The result is given via the above interpolation theory arguments, although a different proof can be done as in [37, Appendix A] via duality.
Lemma 3.13
Let \(s\in (\frac{1}{2},1)\). If \(1<\sigma '<(d+2s)/(d+2s-1)\), then \(\mathcal {H}_{\sigma '}^{2s-1}(Q_T)\) is continuously embedded into \(L^p(Q_T)\) for
Moreover, if \(u \in \mathcal {H}_{\sigma '}^{2s-1}(Q_T)\) and \(u(\cdot , 0) \in L^1({\mathbb {T}^d})\), we have
where the constant C depends on \(d,p,\sigma ',T\), but remains bounded for bounded values of T.
Proof
The result is a consequence of Lemma 3.10-(i) with \(p=\sigma '\), \(\mu =2s-1\) and the fact that
for some positive constant \({\tilde{C}}>0\) provided that \(\sigma >d+2s\), i.e., \(\sigma '<\frac{d+2s}{d+2s-1}(<2)\).
\(\square \)
Lemma 3.14
Let \(\mu >0\) and \(1\le p<\infty \). Then \(W^{\mu ,p}({\mathbb {T}^d})\subseteq N^{\mu ,p}({\mathbb {T}^d})\) with continuous embedding. In particular, the space \(L^p(I;W^{\mu ,p}({\mathbb {T}^d}))\subseteq L^p(I;N^{\mu ,p}({\mathbb {T}^d}))\) with continuous inclusion, where \(I\subset \mathbb {R}\). Similarly, we have \(H_p^\mu ({\mathbb {T}^d})\subseteq N^{\mu ,p}({\mathbb {T}^d})\) and hence \(L^p(I;H^{\mu }_p({\mathbb {T}^d}))\subseteq L^p(I;N^{\mu ,p}({\mathbb {T}^d}))\).
Proof
The embedding \(W^{\mu ,p}({\mathbb {T}^d})\subseteq N^{\mu ,p}({\mathbb {T}^d})\) is proved in [92, 94], see also [38, Lemma A.3] for the periodic setting. As for \(H_p^\mu ({\mathbb {T}^d})\subseteq N^{\mu ,p}({\mathbb {T}^d})\), we use the chain of inclusions \(H_p^\mu ({\mathbb {T}^d})\simeq F^\mu _{p2}({\mathbb {T}^d})\subseteq B^\mu _{p2}({\mathbb {T}^d})\subseteq B^\mu _{p\infty }({\mathbb {T}^d})\simeq N^{\mu ,p}({\mathbb {T}^d})\), \(F_{pq}^\mu ({\mathbb {T}^d})\) being the periodic Triebel–Lizorkin space, cf [84]. Here, the first inclusion follows by the embedding \(F^s_{p_1q}({\mathbb {T}^d})\subseteq B^s_{p_0q}({\mathbb {T}^d})\) valid for \(p_0\le p_1\), \(q_0\le \infty \) and \(s\in \mathbb {R}\), cf [84, Section 3.5.1, Remark 4], applied with \(s=\mu \), \(p_0=p_1=p\) and \(q=2\), while the second embedding is a consequence of the inclusion \(B^s_{pq_0}({\mathbb {T}^d})\subseteq B^s_{pq_1}({\mathbb {T}^d})\) for \(p\le \infty \), \(q_0\le q_1\le \infty \), \(s\in \mathbb {R}\), see [84, Section 3.5.1, Remark 4], applied with \(s=\mu \) and \(q_0=2\), \(q_1=\infty \). The proof of the equivalences \(H_p^\mu ({\mathbb {T}^d})\simeq F^\mu _{p2}({\mathbb {T}^d})\) and \(B^\mu _{p\infty }({\mathbb {T}^d})\simeq N^{\mu ,p}({\mathbb {T}^d})\) can be found in [84, Theorem 3.5.4-(iv) and (v)]. \(\square \)
4 Fractional Fokker–Planck equations
4.1 Weak solutions for the fractional Fokker–Planck equation
This part is devoted to study the following Fokker–Planck equation with fractional diffusion
Note that when the vector field \(b(x,t) = - D_pH(x, Du(x,t))\), where H is the nonlinear term appearing in (2), then (12) becomes the adjoint equation of the linearization of (2). Here, \(\tau \in (0,T]\) and \(Q_\tau :={\mathbb {T}^d}\times (0,\tau )\). From now on, unless otherwise specified, we will focus on \(d>2\). We will consider the following notion of weak solution
Definition 4.1
Let with be such that
and \(\rho _\tau \in H^{s-1}({\mathbb {T}^d})\). A (weak) solution \(\rho \) to (12) belongs to \(\mathcal {H}_2^{2s-1}(Q_\tau )\) and satisfies
for all \(\varphi \in \mathcal {H}_2^1({\mathbb {T}^d}\times (0,\tau ])\).
In particular, the above formulation holds even when test functions are chosen to belong to the class \(\mathcal {H}_2^{1}(Q_\tau ):=\{\varphi \in L^2(0,\tau ;H^1({\mathbb {T}^d})),\partial _t\varphi \in L^2(0,\tau ;H^{-2s+1}({\mathbb {T}^d}))\}\). We stress that when \(s=1\) the above setting falls within the classical matter described in [19, 20, 62] . We remark in passing that \(\rho \in \mathcal {H}_2^{2s-1}(Q_\tau )\hookrightarrow C([0,T];(H^{2s-1}({\mathbb {T}^d}),H^{-1}({\mathbb {T}^d}))_{1/2,2})\simeq C([0,T];H^{s-1}({\mathbb {T}^d}))\) in view of the classical abstract trace result [42, Section XVIII.3 eq. (1.61)].
Remark 4.2
We point out that time integration by parts
holds, where duality pairings are hidden here. To prove this fact, one represents \(\mathcal {H}_2^{2s-1}(Q_{\tau })\) as
which coincides with the space \(W(0,\tau ,H^{2s-1}({\mathbb {T}^d}),H^{-1}({\mathbb {T}^d}))\) defined in [42, Chapter XVIII, Section 3]. Then, one uses that \(C_0^\infty ([0,\tau ];H^{2s-1}({\mathbb {T}^d}))\) is dense in \(\mathcal {H}_2^{2s-1}({\mathbb {T}^d})\), the embedding \(\mathcal {H}_2^{2s-1}(Q_\tau )\hookrightarrow C([0,T];(H^{2s-1}({\mathbb {T}^d}),H^{-1}({\mathbb {T}^d}))_{1/2,2})\simeq C([0,T];H^{s-1}({\mathbb {T}^d}))\) to give sense to the traces and the fact that (15) is true for \(\varphi ,\rho \in C_0^\infty ([0,\tau ];H^{2s-1}({\mathbb {T}^d}))\) by the theory of integration and derivation in Banach spaces. In this setting, it is sufficient to have \(H^{2s-1}({\mathbb {T}^d})\hookrightarrow H^{-1}({\mathbb {T}^d})\), with \(H^{2s-1}({\mathbb {T}^d})\) dense in \(H^{-1}({\mathbb {T}^d})\), cf [69, Proposition 3.3], as described in [42].
Throughout this section, we will assume that
We further observe that since \(s>1/2\) we have \(\rho \in \mathcal {H}_2^{2s-1}\) and \(\mathcal {H}_2^{2s-1}\hookrightarrow L^{\frac{2(d+2s)}{d+2-2s}}\hookrightarrow L^2\hookrightarrow L^1\) and hence \(\rho (t)\in L^1({\mathbb {T}^d})\) for a.e. t. Therefore, by using \(\varphi \equiv 1\) as a test function one obtains \({\int }_{\mathbb {T}^d}\rho (t)=1\) for \(t\in (0,T)\).
Remark 4.3
Note that on \(\mathbb {R}^d\times (0,T)\) it is easy to check that the equation
is invariant under the scaling
Therefore, when looking the equation at small scales, for \(s\in (1/2,1)\) one has to check the effect of the scaling on the Lebesgue norm of the velocity filed. In such case, the subcritical space turns out to be the mixed space when the exponents and fulfill the condition
which can be seen as the fractional counterpart of the classical Aronson–Serrin interpolated condition for viscous problems with unbounded coefficients [19, 20, 62] mentioned in the introduction. This condition allows to give a distributional sense to the transport term. Indeed, for \(\varphi \in \mathcal {H}_2^1\), \(\rho \in \mathcal {H}_2^{2s-1}\) and , we have by Hölder’s inequality
Classical Fokker–Planck equations with low regularity assumptions on the drift have been studied in [21, 37, 77, 81] and references therein.
4.2 Existence and integrability estimates
We premise the following auxiliary result that allows to deduce the positivity and uniqueness for the solution \(\rho \) to (12).
Lemma 4.4
Any weak solution to (12) satisfies
for any \(v\in \mathcal {H}_2^1\) solution to (5).
Proof
Let v be a weak solution to the problem
Then, by duality we immediately get (17). \(\square \)
We now present the main result of this section. Note that our approach is based on maximal regularity arguments, which is a different strategy compared to [20].
Proof of Theorem 2.1
Step 1. Existence in the energy space \(\mathcal {H}_2^{2s-1}(Q_\tau )\). We apply Leray–Schauder fixed point theorem for the existence (see [48, Theorem 11.6]) on the space \(\mathcal {H}_2^{2s-1}(Q_\tau )\). Consider the map \(\mathcal {M}:\mathcal {H}_2^{2s-1}\times [0,1]\rightarrow \mathcal {H}_2^{2s-1}(Q_\tau )\) defined by \(m\longmapsto \rho =\mathcal {M}[m;\sigma ]\) given by solving the following parametrized PDE
Note that \(\mathcal {M}[m;0]=0\) by standard results for fractional heat equations. We first show that it is well defined. We start with the case (whence condition (13) becomes ). By parabolic Calderón–Zygmund regularity theory (cf Theorem 3.12), we have
Now, note that
We then argue by interpolation, exploit the embedding of \(\mathcal {H}_2^{2s-1}(Q_\tau )\hookrightarrow L^\frac{2(d+2s)}{d+2-2s}(Q_\tau )\) in Lemma 3.10 and the fact that \(m\in L^1(Q_\tau )\) to show, applying also Young’s inequality,
for some \(\theta \in (0,1)\), \(\varepsilon >0\). Then, for \(\varepsilon =1/2\) we have
This shows that \(\mathcal {M}\) is well defined from \(\mathcal {H}_2^{2s-1}(Q_\tau )\) into itself, since \(m\in \mathcal {H}_2^{2s-1}(Q_\tau )\). Moreover, if \(\rho \in \mathcal {H}_2^{2s-1}(Q_\tau )\) and \(\sigma \in [0,1]\) is a fixed point of the map \(\rho =\mathcal {M}[\rho ;\sigma ]\) we have that \(\rho \in \mathcal {H}_2^{2s-1}(Q_\tau )\) is a solution of (12) and the a priori estimate (18) carry through uniformly on \(\sigma \in [0,1]\). Thus, we obtain the existence of a constant \(M>0\) depending only on the data (namely , \(\rho _\tau \), T, s) such that
We finally show that the map \(\mathcal {M}\) is compact. Let \(m_n\) be a bounded sequence in \(\mathcal {H}_2^{2s-1}(Q_\tau )\) and let \(\rho _n=\mathcal {M}[m_n;\sigma ]\) with \(\rho _n(\tau )=\sigma \rho _\tau \). Since \(|b|m_n\in L^2(Q_\tau )\), we have that \(\mathrm {div}(bm_n)\in \mathbb {H}_2^{-1}(Q_\tau )\), and hence by Theorem 3.12 we deduce \(\rho _n\in \mathcal {H}_2^{2s-1}(Q_\tau )\). By the compactness of \(\mathcal {H}_2^{2s-1}\) onto \(L^2(Q_\tau )\) (cf Lemma 3.11), which is ensured by the restriction \(s>1/2\), we have that, along a subsequence, \(\rho _n\) converges strongly in \(L^2(Q_\tau )\) to \(\rho \) and \((-\Delta )^{s-1/2}\rho _n\) converges weakly to \((-\Delta )^{s-1/2}\rho \) in \(L^2(Q_\tau )\). Moreover, \(\rho \) solves the same problem as \(\rho _n\) given the couple \((m,\sigma )\). We use \((-\Delta )^{s-1}(\rho _n-\rho )\in \mathcal {H}_2^{1}(Q_\tau )\) as admissible test function in the weak formulation of the equation satisfied by \(\rho _n\), together with the fact that
to conclude
Since \(|b|m_n\in L^2(Q_\tau )\) and \((-\Delta )^{s-1/2}\rho _n\) converges weakly to \((-\Delta )^{s-1/2}\rho \) in \(L^2(Q_\tau )\), the first term on the right-hand side of the above inequality converges to 0. Similarly, since \(\partial _t\rho \in \mathbb {H}_2^{-1}(Q_\tau )\) and exploiting again the weak convergence of \((-\Delta )^{s-1/2}\rho _n\) in \(L^2(Q_\tau )\), the third term goes to 0. Similar motivations provide the convergence of the second term. This shows that \((-\Delta )^{s-1/2}\rho _n\) converges strongly to \((-\Delta )^{s-1/2}\rho \) in \(L^2(Q_\tau )\).
Finally, to show the strong convergence of \(\partial _t\rho _n\) to \(\partial _t\rho \) in \(\mathbb {H}_2^{-1}(Q_\tau )\) we argue by duality. For every \(\varphi \in \mathbb {H}_2^1(Q_\tau )\) we have
which yields the strong convergence of \(\partial _t\rho _n\) to \(\partial _t\rho \) in \(\mathbb {H}_2^{-1}(Q_\tau )\) in view of the previous claims.
The general case can be dealt with similarly. Indeed, in the borderline case , we observe that
We then observe that
which yields by interpolation for the inequality
for a.e. \(t\in (0,\tau )\). Using the Sobolev embedding \(H_2^{2s-1}({\mathbb {T}^d})\hookrightarrow L^\frac{2d}{d-2(2s-1)}({\mathbb {T}^d}))\), we conclude
and then proceed as above. When are finite, we have
We now use interpolation with \(\eta ,\delta ,\zeta \) (cf [10, Lemma 1]) satisfying
for \(\theta \in (0,1)\), , . This gives, using that \(m\in L^1({\mathbb {T}^d})\),
We now exploit the mixed-norm embedding in [36, Proposition 2.11] (applied with \(p=2\), \(q=\frac{2\delta }{\delta -2}\), \(\theta =\frac{\eta -2}{\eta }\), \(\mu =2s-1\)) to conclude
provided that
i.e., when (13) holds for .
Step 2. A priori estimates via Duhamel’s formula. The proof we are going to present can be made rigorous by regularization (cf [82, Lemma 2.3]), using Duhamel’s formula for the regularized PDE and then passing to the limit. The approach is inspired by [19], and it has been also recently implemented in [40, Lemma A.3] to get estimates in mixed Lebesgue scales and in [35, Lemma A.3].
We claim that there exists \(t^*\in (0,\tau ]\) independently of \(\rho _\tau \in L^p({\mathbb {T}^d})\) such that
for some \(C_2>0\). Set \({\tilde{\rho }}(\cdot ,t):=\rho (\cdot ,\tau -t)\) for all \(t\in [0,\tau ]\) and use Duhamel’s formula to represent the solution of the (forward) equation as
where \(\mathcal {T}_t=e^{-t(-\Delta )^s}\). We have
where we applied the decay estimates of the fractional heat semigroup between the spaces of Bessel potentials
(cf [36]). We then use Hölder’s inequality to bound the right-hand side of the last inequality with
where
In particular, the above integral term is well posed provided that
which is indeed satisfied precisely when
Hence,
which gives
by taking
and hence the validity of the estimate on \([0,t^*]\). Note that \(t^*\) does not depend on \(\Vert \rho _\tau \Vert _{L^p({\mathbb {T}^d})}\) and hence one can iterate the argument to get the estimate in \([0,\tau ]\) as in [19].
Step 3. Positivity and uniqueness. Positivity and uniqueness follow exploiting Lemma 4.4. In particular, if \(\rho _1,\rho _2\) are two solutions of (12), by (17), we get
which implies \(\rho _1=\rho _2\) a.e. on \(Q_\tau \). Positivity of solutions follows in a similar way.
\(\square \)
Remark 4.5
In Step 1, we can actually reach the threshold
by assuming a smallness condition on , since interpolation inequalities are no longer available (cf [91] for the elliptic viscous case).
4.3 Parabolic Bessel regularity
We finally describe further regularity results that rely on the information \(b\in L^k(\rho \,\hbox {d}x\hbox {d}t)\) for some \(k>1\), that will be used in the forthcoming sections. We start with the following maximal \(L^q\)-regularity result for PDEs with divergence-type terms and terminal data in \(L^1\). The method of proof we present below has been already used in [37, 41, 77].
Proposition 4.6
Let \(\rho \) be a (nonnegative) weak solution to (12) and
Then, there exists \(C>0\), depending on \(\sigma ',d,T,s\) such that
Note that C here does not depend on \(\tau \in (0, T]\).
Proof
Let \(\rho \) be smooth, the general case follows by an approximation argument. Let \(\varphi \) be a smooth test function vanishing at the initial time \(\varphi (\cdot ,0)=0\). The strategy follows the proof of [37, Proposition 2.4], and it is based on duality arguments. A different proof of the result will be provided in Remark 4.7, see also Proposition 4.8. Using the weak formulation of (32), we write for \(\varphi \) as above
Let \(\delta >0\) and \(\psi =\psi _\delta \) be the solution to the forward fractional heat equation
By maximal \(L^\sigma \)-regularity, we get
We take \(\varphi =(-\Delta )^{s-\frac{1}{2}}\psi \) in the weak formulation (21) to see that after integrating by parts
Now, observe that
when \(\sigma >d+2s\) for possibly different positive constants, always denoted by C. Here, we used the isometry properties of the Bessel potential operator on Besov scales [18, Theorem 6.2.7] and the embeddings in Lemma 3.2 (see also the Morrey embedding in [67, Theorem 17.52] for \(\sigma >2s\)). We then get
and let \(\delta \rightarrow 0\) to conclude
The estimate on \(\rho \in L^{\sigma '}(Q_\tau )\) follows by using that of \(\Vert (-\Delta )^{s-\frac{1}{2}}\rho \Vert _{L^{\sigma '}(Q_\tau )}\) and the fractional Poincaré-Wirtinger inequality in Lemma 3.8. The estimate on the time derivative can be obtained by duality. Indeed, for any \(\varphi \in L^\sigma (0,\tau ;H^{1}_\sigma ({\mathbb {T}^d}))\) we have
where we used that \(W^{1,\sigma }\simeq H^{1}_\sigma \) and Hölder’s inequality. \(\square \)
Remark 4.7
A slightly different proof of the above result can be obtained as follows. We observe that \(\rho \in \mathcal {H}_2^{2s-1}\) readily implies \(\rho \in \mathcal {H}_{\sigma '}^{2s-1}\) for every \(1<\sigma '<2\). Let us rewrite equation (12) as a perturbation of a fractional heat equation
with terminal data \(\rho (x,\tau ):=\rho _\tau (x)\) on \({\mathbb {T}^d}\). By parabolic regularity theory (see Theorem 3.12) \(\rho \) enjoys the estimate
By exploiting Sobolev embedding for fractional Sobolev spaces in Lemma 3.2, one immediately obtains that
whenever \(1<\sigma '<\frac{d+2s}{d+2s-1}\). Indeed, by [84, Section 3.5.4] we have \((W^{\mu ,p}({\mathbb {T}^d}))'=W^{-\mu ,p'}({\mathbb {T}^d})\) and thus by definition we get
where the last inequality is a consequence of the embedding \(W^{2s/\sigma '-2s+1,\sigma }({\mathbb {T}^d})\hookrightarrow C({\mathbb {T}^d})\) (cf Lemma 3.2-(ii)) when
that is \(\sigma >d+2s\) or, in other words, when \(\sigma '\) satisfies (19). This highlights that the range of \(\sigma '\) is imposed by the heat part of the equation.
The next result asserts the fractional Bessel regularity of the fractional Fokker–Planck equation when the trace \(\rho _\tau \) belongs to some suitable Lebesgue class. A different proof has been proposed in [38, Proposition 2.2].
Proposition 4.8
Let \(\rho \) be a (nonnegative) weak solution to (12), \(\rho _\tau \in L^{p'}({\mathbb {T}^d})\) and either
or
Then, there exists \(C>0\), depending on \(\sigma ',d,T,s\) such that
Proof
We can proceed as in Proposition 4.6, except for the treatment of the term involving \(\rho _\tau \), modifying (22). For \(2s<\sigma <d+2s\) we have
where in the last inequality we used the Sobolev embedding [67, Theorem 17.49]. When \(\sigma =d+2s\)
for any \(p\in (1,\infty )\), where we used the critical Gagliardo–Nirenberg–Sobolev embedding \(B_{\sigma \sigma }^{1-\frac{2s}{\sigma }}({\mathbb {T}^d})\hookrightarrow L^{p}({\mathbb {T}^d})\) for all finite p from [67, Theorem 17.55] to conclude. \(\square \)
As a consequence, the above results yield the proof of Theorem 2.2.
Proof of Theorem 2.2
We use Proposition 4.6 and Proposition 4.8, depending on the range of \(\sigma '\), and the generalized Hölder’s inequality to conclude
for \(\zeta > \sigma '\) satisfying
Then, by Young’s inequality, for all \(\varepsilon > 0\)
One can verify that the identity \(m'=1+\frac{d+2s}{\sigma (2s-1)}\) and (25) yield
Indeed, (25) gives
and then the definition of \(m'\) in (2.2) yields the conclusion. The continuous embedding of \(\mathcal {H}_{\sigma '}^{2s-1}(Q_\tau )\) in \(L^{\zeta }(Q_\tau )\) stated in Lemma 3.13 then implies
finally giving
Hence, the term \( \varepsilon \Vert \rho \Vert _{L^{\zeta }(Q_\tau )} \) can be absorbed by the left hand side of (27) by choosing \(\varepsilon = (2C C_1)^{-1}\), thus providing the assertion. \(\square \)
Remark 4.9
In view of the embeddings
estimate in Theorem 2.2 implies
Corollary 4.10
Let \(\rho \) be a nonnegative weak solution to (12). Then, there exists \(C>0\) depending on \(d,q',T,s\) such that
where \({\tilde{p}}'=\frac{(d+2s)q'}{d+2s+(2s-1)q'}\) and \(p=\frac{dq}{d+2s-2sq}\) when \(\frac{2s(d+2s)}{d+4s^2}<q<\frac{d+2s}{2s}\), while \(p>1\) arbitrarily large when \(q=\frac{d+2s}{2s}\) and \(p=\infty \) if \(q>\frac{d+2s}{2s}\).
Proof
The estimates are consequences of Remark 4.9 and Theorem 2.2 applied with \(\frac{1}{\sigma '}=\frac{1}{q'}+\frac{2s-1}{d+2s}\) together with the continuous embedding of \(\mathcal {H}_{\sigma '}^{2s-1}\) onto \(L^{q'}(Q_T)\). \(\square \)
5 On fractional Hamilton–Jacobi equations
5.1 On the notions of solutions
We first provide the following notion of weak solution to (2); we will need to discuss Hölder’s regularization effects for (2). See [37] for a similar definition in the viscous case \(s=1\).
Definition 5.1
We say that
- (i):
-
u is a local weak solution to (2) if for all \(0< \omega < T\)
$$\begin{aligned} u \in \mathcal {H}_2^1\left( {\mathbb {T}^d}\times (\omega , T)\right) \cap C\left( {{\overline{Q}}}_T\right) , \quad H(\cdot , Du) \in L^1\left( Q_{\omega ,T}\right) , \end{aligned}$$(28)(29)(30)and for all \( 0< \omega < \tau \le T\), \(\varphi \in \mathcal {H}_2^{2s-1}( {\mathbb {T}^d}\times (\omega , \tau ) ) \cap L^\infty (Q_{\omega ,\tau })\)
$$\begin{aligned}&{\int }_\omega ^\tau {\int }_T \partial _t u \varphi \,\hbox {d}x\hbox {d}t + \iint _{{\mathbb {T}^d}\times (\omega , \tau )} (-\Delta )^\frac{1}{2}u \,(-\Delta )^{s-\frac{1}{2}} \varphi + H(x, Du) \varphi \, \hbox {d}x\hbox {d}t\nonumber \\&\quad = \iint _{{\mathbb {T}^d}\times (\omega , \tau )} f \varphi \,\hbox {d}x\hbox {d}t . \end{aligned}$$(31) - (ii):
-
u is a global weak solution if (28)–(29)–(30) hold for all \(0 \le \omega < T\), that is, on all \(Q_T\) (and therefore, (31) is also satisfied up to \(\omega = 0\)).
Remark 5.2
Under the conditions (H) on the Hamiltonian, we observe that if (29) holds, i.e., , , then the condition (28) is always satisfied by requiring \(\gamma >\frac{d+2s}{d+1}\).
Definition 5.3
We say that \(u\in \mathcal {H}^{2s}_q(Q_T)\), \(q>1\), is a strong solution to (2) if the equation is solved for a.e. \((x,t)\in Q_T\) and the initial condition holds in the trace sense, i.e., \(u(0)\in B^{2s-2s/q}_{qq}({\mathbb {T}^d})\).
Remark 5.4
It is immediate to verify by using Sobolev embeddings that whenever \(q>\frac{d+2s}{2s}\) and \(u\in \mathcal {H}_q^{2s}(Q_T)\), then \(u\in \mathcal {H}_2^1(Q_T)\), \(u\in C([0,T];B^{2s-2s/q}_{qq}({\mathbb {T}^d}))\) and hence u is a global weak solution. This means that (31) is satisfied up to \(\omega = 0\).
We note that under the restriction \(q>\frac{d+2s}{(2s-1)\gamma '}\) the results in [36, Proposition 2.11] (applied with \(p=q\), \(\theta =1/\gamma \) and replacing q with \(\gamma q\)) give the embedding
This means that for . Furthermore, we restrict to consider
so that \(u\in L^2(0,T;W^{1,2}({\mathbb {T}^d}))\) (and in particular \(u\in \mathcal {H}_2^1(Q_T)\)) by parabolic Sobolev embedding and the weak formulation can be safely used. Indeed, embeddings from [36] yield that \(\mathcal {H}_q^{2s}(Q_T)\hookrightarrow L^2(0,T;H^1_2({\mathbb {T}^d}))\) whenever
In particular, we have
hence \(\gamma >\frac{d+6s-2}{d+2s}\). This is consistent with [38], where the condition \(\gamma >\frac{d+4}{d+2}\) is needed when \(s=1\). We believe that this restriction can be relaxed to
so that \(q>\frac{d+2s}{(2s-1)\gamma '}>1\) using techniques from renormalized solutions, cf [74]. Note also that in the subcritical gradient growth case \(\gamma <2s\), the solutions are not necessarily continuous when \(\frac{d+2s}{(2s-1)\gamma '}\le q<\frac{d+2s}{2s}\).
Remark 5.5
By classical embedding properties for Besov and Sobolev–Slobodeckii spaces, we have the following inclusions
5.2 Further estimates for the adjoint variable via duality
First, we prove a simple representation formula for (2) by duality with the adjoint problem
where \(\rho _\tau \in C^\infty ({\mathbb {T}^d})\), \(\rho _\tau \ge 0\) with \(\Vert \rho _\tau \Vert _1=1\).
Lemma 5.6
Let u be a local weak solution to (2). Assume that \(\rho \) is a weak solution to (32). Then, for all \(\omega \in (0,\tau )\) we have
Moreover, if u is either a strong solution in \(\mathcal {H}_q^{2s}(Q_T)\) or a global weak solution, the previous identity holds up to \(\omega =0\).
Proof
Using \(-\rho \in \mathcal {H}_2^{2s-1}(Q_{\omega ,\tau })\cap L^\infty (Q_{\omega ,\tau })\) as a test function in the weak formulation of (2) and \(u\in \mathcal {H}_{2}^{1}(Q_{\omega ,\tau })\) as a test function in the corresponding adjoint equation, after summing both expressions we obtain
\(\square \)
We are now ready to prove the crossed integrability bound on \(D_pH\) with respect to the density \(\rho \).
Proposition 5.7
Let u be a local weak solution to (2) and \(\rho \) be a weak solution to (32) with \(\Vert \rho _\tau \Vert _{L^1({\mathbb {T}^d})}=1\). Then, there exists a positive constant C (depending on \(C_H\), \(\left\Vert u\right\Vert _{C({\overline{Q}}_T)}\), \(\left\Vert f\right\Vert _{L^{q}(Q_T)}\), q, d, T, s) such that
Remark 5.8
An immediate consequence of (34) is the bound
Indeed, by (H) and \({\int }_{\mathbb {T}^d}\rho (t)=1\) for a.e. t, \(\iint _{Q_\tau }|Du(x,t)|^{\gamma }\rho (x,t) \, \hbox {d}x\hbox {d}t \le {C}\), which yields (35) for \(\beta = \gamma \). For \(\beta < \gamma \) it is enough to exploit Young’s inequality and \(\Vert \rho (t)\Vert _{L^1({\mathbb {T}^d})}=1\).
Proof
Rearrange the representation formula (33) to get, for \(0<\tau _1<\tau <T\),
Fix \(\eta \) to be determined such that
We use the bounds on the Lagrangian and Hölder’s inequality to get
Let \(\sigma \) be such that
By Lemma 3.10, we have
Moreover, the choice \(\eta >\frac{d+2s}{2s}\) assures that \(\sigma '<\frac{d+2s}{d+2s-1}\). Then, in view of Theorem 2.2-(i) we have
for
Thus, we get
Finally, the right-hand side can be absorbed in the left-hand side when \(r'<\gamma '\), i.e.,
One then obtain (34) by letting \(\tau _1\rightarrow 0\) (note that here constants remain bounded for \(\tau _1\in (0,\tau )\)). \(\square \)
The crossed integrability of \(D_pH\) against the adjoint variable \(\rho \) finally provides the \(L^{\sigma '}\) regularity of \((-\Delta )^{s-1/2} \rho \). The next result extends [37, Corollary 3.4] to the fractional framework.
Corollary 5.9
Let u be a local weak solution to (2) and \(\rho \) be a weak solution to (12). Let \({{\bar{\sigma }}}\) be such that
Then, there exists a positive constant C such that
where C depends in particular on \( C_H\), \(\left\Vert f\right\Vert _{L^{{{\bar{\sigma }}}}(Q_T)}\), \(\left\Vert u\right\Vert _{C({\overline{Q}}_T)},\eta , d, T,s\) (but not on \(\tau , \rho _\tau \)), \({{\bar{\sigma }}}>\frac{d+2s}{2s}\).
Remark 5.10
Note that the condition on \({{\bar{\sigma }}}\) can be rewritten as
Proof
Since \({{\bar{\sigma }}}' < \frac{d+2s}{d+2s-1}\), (2.2) applies (with \(\sigma = {{\bar{\sigma }}}\)), yielding
with
If \(m'=\gamma '\), use Proposition 5.7 to conclude. Otherwise, if \(m' < \gamma '\) use Young’s inequality first to control \(\iint |D_pH(x,Du(x,t))|^{r'} \rho \, \hbox {d}x\hbox {d}t\) with \(\iint |D_pH(x,Du)|^{\gamma '} \hbox {d}x\hbox {d}t + \tau \). \(\square \)
5.3 Sup-norm and integral estimates
We are now ready to prove the sup-norm estimate for global weak solutions to fractional Hamilton–Jacobi equations in terms of \(\Vert u_0\Vert _{C({\mathbb {T}^d})}\).
Proof of Theorem 2.3
We argue as in [37, Proposition 3.7]. First, we prove a bound from above for u
for all \(\tau \in (0,T)\), \(x\in {\mathbb {T}^d}\) and \(q>\frac{d+2s}{2s}\). Consider indeed the strong solution to the backward problem
with \(\mu _\tau \in C^\infty ({\mathbb {T}^d})\), \(\mu _\tau \ge 0\) and \(\Vert \mu _\tau \Vert _{L^1({\mathbb {T}^d})}=1\). We use \(\mu \) as a test function in the weak formulation of the fractional Hamilton–Jacobi equation to deduce
Using Theorem 4.6 with \(b=0\) we find \(\Vert \mu \Vert _{\mathcal {H}_{\sigma '}^{2s-1}(Q_\tau )}\le C\) and by Lemma 3.10-(i) we conclude
with \(q'<\frac{d+2s}{d}\). Then, using the above estimate, Hölder’s inequality to the second term of the right-hand side of the above inequality and exploiting that \(\Vert \mu _\tau \Vert _{L^1({\mathbb {T}^d})}=1\) one has, choosing \(q>\frac{d+2s}{2s}\),
By the assumption \(H\ge 0\), one concludes
and the claimed estimate from above by duality after passing to the supremum over \(\mu _\tau \in L^1({\mathbb {T}^d})\).
To prove the bound from below, we argue using (33) with \(\omega =0\) and proceed as in Proposition 5.7. Fix some \(\eta \) such that
We use the bounds on the Lagrangian, the upper bound obtained in Step 1, and Hölder’s inequality to get
The strategy of Proposition 5.7 provides a bound on \(\iint _{Q_\tau }|D_pH(x,Du)|^{\gamma '}\rho \) and thus on \(\Vert \rho \Vert _{L^{\eta '}(Q_\tau )}\), depending on \(\Vert u_0\Vert _{C({\mathbb {T}^d})}\). Going back to (37) we have
Since \(\iint f\rho \) can be bounded from below by Hölder’s inequality, we get
Since \(\rho _\tau \) can be arbitrarily chosen so that \(\Vert \rho _\tau \Vert _{L^1({\mathbb {T}^d})}=1\), we conclude the desired result. \(\square \)
To deduce integral estimates, we use a \(L^p\) version of the adjoint method. We recall that integral estimates for parabolic viscous Hamilton–Jacobi equations have been already obtained in [38] using the same method, [51], see also [27, Theorem 3.1] for degenerate problems.
Remark 5.11
Results in Theorem 2.4 can be regarded as a priori estimates since
with \(p=\frac{dq}{d+2s-2sq}\).
Proof of Theorem 2.4
We denote by \(T_k(\omega )=\max \{-k,\min \{k,\omega \}\}\) the truncation at level \(k>0\), \(u^+=\max \{u,0\}\) and \(u^-=(-u)^+\).
Step 1. We first prove that
for all \(\tau \in (0,T)\) and \(x\in {\mathbb {T}^d}\), \(p\in [1,\infty )\). For \(k>0\), consider the weak nonnegative solution to the following backward problem for the fractional heat equation
with \(\mu _\tau (x)=\frac{[T_k(u^+(x,\tau )]^{p-1}}{\Vert u^+(\tau )\Vert _p^{p-1}}\). This truncation argument is needed to ensure the existence of energy solutions. First, observe that \(\Vert \mu _\tau \Vert _{p'}\le 1\) and that under the standing restrictions on \(\gamma \) we have
Thus, we can safely apply Corollary 4.10 with \(b\equiv 0\) to deduce
for \(\frac{d+2s}{(2s-1)\gamma '}<q<\frac{d+2s}{2s}\) and \(p=\frac{dq}{d+2s-2sq}\) or \(q=\frac{d+2s}{2s}\) and any \(p>1\), with C not depending on k. By parabolic Kato’s inequality, cf [68, Theorem 34], \(u^+\) is a subsolution to
where \(\chi _A\) denotes the indicator function of a given set A. Using \(\mu \) as a test function in the weak formulation of the above equation we show that
We apply Hölder’s inequality to the second term of the right-hand side of the above equality, the fact that \(H\ge 0\) and the fact that the fractional heat equation preserves the \(L^p\) norms, i.e., \(\Vert \mu (t)\Vert _{L^{p'}({\mathbb {T}^d})}\le 1\) for all \(t\in [0,\tau ]\), to get, after sending \(k\rightarrow \infty \),
Step 2. To prove the bound on the negative part, consider for \(k>0\) the solution \(\rho =\rho _k\) to the adjoint problem
where now \(\mu _\tau (x)=\frac{[T_k(u^-(x,\tau )]^{p-1}}{\Vert u^-(\tau )\Vert _p^{p-1}}\). First, by Corollary 4.10 we have
with C not depending on k. We note again that in view of the parabolic Kato’s inequality \(u^-\) is a weak subsolution to
Owing to the representation formula we get
By the assumption on the Lagrangian, we get
Then, we denote by
and get
By Lemma 3.2 and Sobolev inclusions for Besov spaces
since
and
Then, we get
The term \(\Vert \rho (0)\Vert _{B^{\frac{d(2s-1)}{d+2s}-\frac{2s}{q'}}_{\tilde{p}'\tilde{p}'}({\mathbb {T}^d})}\) can be bounded owing to Corollary 4.10, so using (39) we conclude
Since \(q>\frac{d+2s}{(2s-1)\gamma '}\), one can use Young’s inequality and that \({\int }\rho (t)\,\hbox {d}x\le \Vert \mu _\tau \Vert _{p'}\le 1\) to conclude, after letting \(k\rightarrow \infty \),
Combining Step 1 and Step 2, we conclude
for p as above. \(\square \)
Remark 5.12
We underline that knowing a well-posedness result, together with integrability estimates, for the adjoint equation (12) when \(b\in L^{\frac{d+2s}{2s-1}}_{x,t}\) would allow to give an estimate of \(u\in L^{d\frac{\gamma -1}{2s-\gamma }}_{x,t}\) when \(\gamma <2s\) under finer properties of the data, see, e.g., [38, Remark 3.6]. This would be also consistent with results in [74]. However, such properties of the adjoint variable in the borderline case \(b\in L^{\frac{d+2s}{2s-1}}_{x,t}\) are at this stage an open problem, cf [19, 20, 62] for the case \(s=1\).
The dependence in the integral estimate of Theorem 2.4 on \(\Vert u_0^-\Vert _{B^{2s-2s/q}_{qq}}\) can be weakened to \(\Vert u_0^-\Vert _{L^p}\) if one knows further integrability of \(\rho \) from Corollary 4.10 when \(\sigma '\ge \frac{2s}{2s-1}\), see, e.g., [38].
5.4 Hölder regularity results
We are now in position to prove Hölder bounds for solutions to the fractional Hamilton–Jacobi equation (2) as in Theorem 2.5.
Proof of Theorem 2.5
Since H is convex and superlinear, we write for a.e. \((x,t)\in Q_T\)
Let \(0<\omega<\tau <T\). By the weak formulation of (2), we obtain
for all test functions \(\varphi \in \mathcal {H}_2^{2s-1}(Q_{\omega ,\tau }) \cap L^\infty (Q_{\omega ,\tau })\) and measurable \(\Theta : Q_{\omega ,\tau } \rightarrow \mathbb {R}^d\) such that \(L(\cdot , \Theta (\cdot , \cdot )) \in L^1(Q_{\omega ,\tau })\) and \(\Theta \cdot Du \in L^1(Q_{\omega ,\tau })\). Note that the previous inequality becomes an equality if \(\Theta (x,t) = D_pH(x,Du(x,t))\) in \(Q_{\omega ,\tau }\).
We fix \(\rho _\tau \in C^\infty ({\mathbb {T}^d})\), \(\Vert \rho _\tau \Vert _{L^1({\mathbb {T}^d})}=1\) and \(\rho _\tau \ge 0\). Set
where \(\eta \in C_0^\infty ((0,T])\) is a smooth function such that \(0\le \eta (t)\le 1\) for all t.
Use now (42) with \(\Xi (x,t) = D_pH(x,Du(x,t))\) and \( \varphi = \eta \rho \in \mathcal {H}_2^{2s-1}(Q_{\omega ,\tau }) \cap L^\infty (Q_{\omega ,\tau })\), where \(\rho \) is the adjoint variable (i.e., the weak solution to (32)) to find
Then, we use \(w \in \mathcal {H}_2^1(Q_T)\) as a test function in the weak formulation of the adjoint problem satisfied by \(\rho \) to get
We now fix \(\omega \) small so that \(\eta (\omega ) = 0\). We then obtain, subtracting the previous equality to (43), and integrating by parts in time, the identity
For \(h>0\) and \(\xi \in \mathbb {R}^d\), \(|\xi |=1\), define \({\hat{\rho }}(x,t):=\rho (x-h\xi ,t)\). After a change of variables in the nonlocal problem (32), it can be seen that \({\hat{\rho }}\) satisfies, using w as a test function,
As before, we plug the vector field \(\Theta (x,t) = D_pH(x-h\xi ,Du(x-h\xi ,t))\) and the test function \(\varphi = \eta {{\hat{\rho }}}\) in (42) to conclude
We subtract (46) to the previous inequality and obtain
which, after the change of variables \(x \mapsto x + h\xi \), becomes
Taking the difference between (47) and (45), we conclude
Step 2. We now estimate all the right hand side terms of (48). We emphasize that constants \(C, C_1, \ldots \) are not going to depend on \(\tau , \rho _\tau , h, \xi \).
First, following [38, Theorem 1.2-Step 2] and the proof of Proposition 5.7, we observe that in view of Theorem 2.2 we get
Let \(\alpha \in (0,1)\) to be determined later. For \(\nu =D_pH(x,p)\), we have \(L(x,\nu )=\nu \cdot p-H(x,p)\) and thus
Next, using (\(H_\alpha \)) and the above inequality, we get
We can apply the Sobolev embedding in Lemma 3.10-(ii) with \(\delta =q'\), \(p=\frac{d+2s}{d+4s-1-\gamma '(2s-1)}(\le \frac{d+2s}{d+2s-1}<2)\), giving \(\alpha =\gamma '(2s-1)-\frac{d+2s}{q}\), and Lemma 3.14, to show
Finally, as above, we conclude
Plugging all the estimates in (48), we obtain
when \(q>\frac{d+2s}{(2s-1)\gamma '}\).
Step 3. Since (49) holds for all smooth \(\rho _\tau \ge 0\) with \(\Vert \rho _\tau \Vert _{L^1({\mathbb {T}^d})} = 1\), we get
for all \(x \in {\mathbb {T}^d}\), \(\xi \in \mathbb {R}^d\), \(h > 0\). Thus, \(u(\cdot , \tau )\) is Hölder continuous, and
Since C does not depend on \(\tau \in (0,T)\), we take \(t_1\in (0,T)\), \(\eta =\eta (t)\) nonnegative smooth function on [0, T] such that \(\eta (t)\le 1\), \(\eta (t)=1\) on \([t_1,T]\) and vanishing on \([0,t_1/2]\). This proves Theorem 2.5-(C).
To prove the global-in-time bound in (D), one may observe that if \(u\in \mathcal {H}_q^{2s}(Q_T)\) is a strong solution with \(q>\frac{d+2s}{(2s-1)\gamma '}\), \(\gamma \ge 2s\) (or a global weak solution), then the solution is global in time and one can take \(\omega =0\) throughout the proof setting also \(\eta \equiv 1\) on [0, T]. Being the solution global, norms \(\Vert u\Vert _{C({\overline{Q}}_T)}\) can be replaced by \(\Vert u_0\Vert _{C({\mathbb {T}^d})}\) by Theorem 2.3, which are in turn bounded by \(\Vert u_0\Vert _{C^\alpha ({\mathbb {T}^d})}\). Now, an additional term of the form
arises, which can be immediately bounded by \([u_0]_{C^\alpha ({\mathbb {T}^d})}\) since \({\int }_{\mathbb {T}^d}\rho (0)=1\). \(\square \)
Remark 5.13
Using the same scheme of Theorem 2.5, we believe one can even handle the case \(\gamma <2s\) by considering appropriate weak solutions (not continuous on the whole cylinder \(Q_T\)) to (2).
Remark 5.14
An approach similar to that for the Hölder bounds and the one in [37, Theorem 1.1], which exploits the regularity properties in Corollary 5.9, yields a Lipschitz regularization effect for (2) whenever \(f\in L^q(0,T;H_q^{2-2s}({\mathbb {T}^d}))\) for \(\sigma =q\) as in Corollary 5.9. This requires to impose that \(|D_{x}H(x,p)|\le C_H(|p|^{\gamma }+1)\) instead of (\(H_\alpha \)), see [49, Chapter 7].
5.5 Maximal \(L^q\)-regularity
5.5.1 An overview of the results in the viscous case
Let us first consider the following viscous problem
where f is an unbounded source term belonging to a suitable Lebesgue space \(L^q\). In [71, 72] P.-L. Lions proposed the following conjecture:
Conjecture 5.15
Let \(f\in L^q({\mathbb {T}^d})\), \(q>1\), for some
and \(\gamma >1\). Then, every solution to (50) satisfies the a priori estimate
Moreover, the estimate is false when \(q\le d/\gamma '\).
A byproduct of this statement is a maximal \(L^q\)-regularity for solutions to (50). In other words, (50) behaves, in terms of regularity, as the Poisson equation (cf [48, Theorem 9.9]) under the regime (51) of the integrability exponent q of the right-hand side f. Conjecture 5.15 completes the results in [70] for the subcritical range of the integrability of the forcing term, where it was proved a Lipschitz regularity result when \(f\in L^q\), \(q>d\), and every \(\gamma >1\), obtained via an integral Bernstein method. A proof of Conjecture 5.15 has been proposed in [39] appropriately modifying the Bernstein method, while an extension to the parabolic viscous framework has been already provided in [38]. More precisely, in Theorem 1.1 of [38] it has been proved that maximal regularity for viscous (2) occurs for strong solutions when \(f\in L^q(Q_T)\) with
Note that by scaling arguments the threshold \(q=(d+2)(\gamma -1)/\gamma \) can be regarded as a parabolic analogue to the one in (51). We also refer to [40] for more recent maximal regularity results for viscous (\(s=1\)) problems with quadratic gradient growth and right-hand sides in mixed Lebesgue scales and to [58] (and the references therein) for some maximal regularity properties for fully nonlinear second-order uniformly parabolic problems in the context of \(L^p\) viscosity solutions.
5.5.2 The fractional case
We first recall the following Calderón–Zygmund regularity result for the fractional heat equation with unbounded potential.
Lemma 5.16
Let \(u\in \mathcal {H}_q^{2s}(Q_T)\), \(q>1\), be a strong solution to
with \(V\in L^q(Q_T)\) and \(u_0\in (L^q({\mathbb {T}^d}),H_q^{2s}({\mathbb {T}^d}))_{1-1/q,q}\simeq B^{2s-2s/q}_{qq}({\mathbb {T}^d})\). Then, there exists a constant C that remains bounded for bounded values of T, such that
As a consequence, every strong solution to (2) with \(u_0\in B^{2s-2s/q}_{qq}({\mathbb {T}^d})\) satisfies
By gathering the previous results and the estimates in Theorems 2.3 and Theorem 2.4, we have the following maximal \(L^q\)-regularity result for (2) with (fractional) sub-natural growth.
Proof of Theorem 2.6
We exploit the Gagliardo–Nirenberg inequality in Lemma 3.5 to get for \(\gamma \in (1,2s)\)
for \(z\in (1,\infty )\) and \(\theta \in \left[ \frac{1}{2s},1\right) \) with
By Theorems 2.3 and 2.4, we have
for any \(z\le p=\frac{dq}{d+2s-2sq}\) if \(q<\frac{d+2s}{2s}\), \(z\in [1,\infty )\) when \(q=\frac{d+2s}{2s}\), \(z=\infty \) for \(q>\frac{d+2s}{2s}\). Since \(q>\frac{d+2s}{(2s-1)\gamma '}\), we conclude \(p>\frac{d(\gamma -1)}{2s-\gamma }\). Then, we choose z close to \(\frac{d(\gamma -1)}{2s-\gamma }\) so that
and \(\theta \in [1/2s,1/\gamma )\). Raising (52) to \(\gamma q\) and integrating in time, we have
Then, by (H) we deduce for positive constants \(C_3,C_4>0\)
Using Lemma 5.16 and Young’s inequality, we have
We then absorb the term \(\frac{1}{2}\Vert u\Vert _{{\mathbb {H}}_q^{2s}(Q_T)}\) on the left-hand side and use the integral estimate in Theorem 2.4 in \(L^\infty (L^z)\) to conclude the assertion. Then, we have
for a possibly different constant \(C>0\). To prove the case \(\gamma \ge 2s\), we begin with the Hölder bound in Theorem 2.5
valid for \(\gamma \ge 2s\) as follows:
-
For \(\gamma =2s\), we get \(\alpha = 2s-\frac{d+2s}{q}\) such that \(\alpha \in (0,2s-1)\) when \(q<d+2s\), \(\alpha <1\) when \(d+2s\le q<\frac{d+2s}{2s-1}\), while we have any \(\alpha \in (0,1)\) when \(q\ge \frac{d+2s}{2s-1}\);
-
For \(2s\le \gamma <\frac{1}{2-2s}\) (i.e., \(\gamma '(2s-1)>1\)), we get \(\alpha = \gamma '(2s-1)-\frac{d+2s}{q}\) such that \(\alpha \in (0,2s-1)\) if \(q<\frac{d+2s}{(2s-1)(\gamma '-1)}\), \(\alpha \in (2s-1,1)\) if \(\frac{d+2s}{(2s-1)(\gamma '-1)}\le q<\frac{(d+2s)(\gamma -1)}{1-(2-2s)\gamma }\), while we have any \(\alpha \in (0,1)\) if \(q\ge \frac{(d+2s)(\gamma -1)}{1-(2-2s)\gamma }\);
-
For \(\gamma \ge \frac{1}{2-2s}\) (i.e., \(\gamma '(2s-1)\le 1\)), we get \(\alpha =\gamma '(2s-1)-\frac{d+2s}{q}\in (0,1)\) when \(q>\frac{d+2s}{\gamma '(2s-1)}(\ge d+2s)\).
We use Lemma 3.6 to get for a.e. \(t\in (0,T)\)
and hence after raising the above inequality to the power \(\gamma q\) and integrating in time we get
where
Choosing \(\beta =\frac{1-\alpha }{2s-\alpha }\) (or \(\alpha \) close to 1 when \(\gamma <\frac{1}{2-2s}\) and \(q\ge \frac{(d+2s)(\gamma -1)}{1-(2-2s)\gamma }\)), we get \(\beta \gamma <1\) when
i.e., when \(\gamma <s/(1-s)\)
Observe also that \(\frac{1}{2-2s}<\frac{2s}{2-2s}=\frac{s}{1-s}\). In particular, when \(\gamma =2s\) we have \(q>\frac{(d+2s)(2s-1)}{4s^2-2s}=\frac{d+2s}{2s}\). Then, we deduce
which allows to exploit generalized Young’s inequality since \(\gamma \beta <1\) and conclude as in the case \(\gamma <2s\). \(\square \)
Remark 5.17
The restriction \(\gamma <\frac{s}{1-s}\) is not new in the literature. Under the assumption \(\gamma \in \left[ \frac{d+2s}{d+1},\frac{s}{1-s}\right) \), it has been recently proved in [3] the existence of solutions for fractional Kardar–Parisi–Zhang equations with right-hand side in \(L^q\) under suitable restrictions on q for problems posed on bounded \(C^{1,1}\) domains of \(\mathbb {R}^d\).
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Acknowledgements
The author is member of the Gruppo Nazionale per l’Analisi Matematica, la Probabilità e le loro Applicazioni (GNAMPA) of the Istituto Nazionale di Alta Matematica (INdAM). This work has been partially supported by the Fondazione CaRiPaRo Project “Nonlinear Partial Differential Equations: Asymptotic Problems and Mean-Field Games.” The author wishes to thank Dr. Marco Cirant for fruitful discussions all along the work and Prof. Luc Molinet and Prof. Baoxiang Wang for discussions about fractional Gagliardo–Nirenberg inequalities in Besov classes.
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Nonlocal equations with drift terms
Nonlocal equations with drift terms
We begin with the following comparison principle for (5), whose proof follows the strategy implemented in [47]. By weak solutions to (5), we mean a function in the space \(\mathcal {H}_2^1(Q_T)\) satisfying the equation in the sense of distributions.
Proposition A.1
Let \(v_1,v_2\in L^2(\omega ,\tau ;H^1_2({\mathbb {T}^d}))\) be, respectively, a weak sub- and supersolution to (5) with , such that \(v_1(\omega )\le v_2(\omega )\). Then \(v_1\le v_2\) in \(Q_{\omega ,\tau }\).
Proof
Let us suppose that \(v_1,v_2\) are two weak sub- and supersolutions to (5) such that \(w=v_1-v_2>0\) in a subset \(D\subset Q_T\) such that \(|D|>0\). Denote by
for \(k\in (0,M)\), \(M=\sup _D w^+\). We use \(\varphi =(-\Delta )^{1-s}w_k\in L^2(H^{2s-1})\) as a test function in the weak formulation of the difference of the two equations. We then get
Denote by
We then note that by Hölder’s inequality
We use the fractional Gagliardo–Nirenberg inequality on Besov scales [52, Theorem 1.2] saying that
for
We then take \(\nu =2-2s\), \(q=1\), \(p_0=p_1=2\), \(\nu _0=1-s\), \(\nu _1=1\) and get using Lemma 3.3-(iii)
with \(\theta \in (1/s-1,1)\) and p fulfilling the above compatibility condition. We then integrate in time to get
We take \(\theta =2/p\) for \(p=\frac{2(d+2s)}{d+2-2s}\), so that \(\theta =\frac{d+2-2s}{d+2s}\) (hence \(\theta +1=\frac{2d+2}{d+2s}>\frac{1}{s}\)), \(\theta p=2\) and \((1-\theta )p=\frac{4(2s-1)}{d+2-2s}\). Then, it is immediate to check that
This yields
Note that this agrees with the classical viscous case \(s=1\), cf [47, Lemma 3.1]. This yields the embedding
Embedding (53), after applying Young’s inequality, gives
We then conclude
As \(k\rightarrow M\) this yields \(\Vert b\Vert _{L^{\frac{d+2s}{2s-1}}(E_k)}\rightarrow 0\), and hence (54) gives a contradiction. \(\square \)
We have the following existence result obtained by similar arguments used for elliptic problems, cf [2, Lemma 3.4], [47] and the references therein.
Proposition A.2
Let \(v_\omega \in H^{1-s}({\mathbb {T}^d})\) and , . Then, there exists a solution \(v\in \mathcal {H}^{1}_2(Q_{(\omega ,\tau )})\) to (5).
Proof
We prove the existence via the Leray–Schauder fixed point theorem. Define the map \(\Psi :\mathcal {H}^{1}_2(Q_{\omega ,\tau })\times [0,1]\rightarrow \mathcal {H}^{1}_2(Q_{\omega ,\tau })\) as the map \(z\longmapsto \Psi [z;\sigma ]=v\) with v solving the parametrized equation
for the parameter \(\sigma \in [0,1]\). First, observe that \(\Psi [z;0]=0\) by standard results for fractional heat equations. We then observe that \(\mathcal {H}_2^1\hookrightarrow L^{\frac{2(d+2s)}{d+2s-2}}\hookrightarrow L^{\frac{2(d+2s)}{d+2-2s}}\). By Hölder’s inequality, we observe \(b\cdot Dz\in L^2_{x,t}\) when with since \(Dz\in L^{\frac{2(d+2s)}{d+2-2s}}\). Then, maximal regularity yields \(v\in \mathcal {H}_2^{2s}\) and hence \(v\in L^2(H^1)\). Finally, by using the equation we get \(\partial _t v\in L^2(H^{-1})\), so that the map is well defined in \(\mathcal {H}_2^1\). We now prove the compactness of the map. Let \(z_n\) be a bounded sequence in \(\mathcal {H}^{1}_2(Q_{\omega ,\tau })\) and \(v_n=\Psi [z_n,\sigma ]\). Arguing as above, we get \(v_n\in \mathcal {H}_2^1(Q_{\omega ,\tau })\) and then exploit the compactness of \(\mathcal {H}^{1}_2(Q_{\omega ,\tau })\) into \(L^2(Q_{\omega ,\tau })\) (see Lemma 3.11 with \(\mu =1\)), to have the strong convergence of \(v_n\) to v in \(L^2(Q_{\omega ,\tau })\) and the weak convergence of \((-\Delta )^{\frac{1}{2}}v_n\) to \((-\Delta )^{\frac{1}{2}}v\) in \(L^2(Q_\omega )\) along a subsequence. The compactness of \(\Psi \) follows by using now the test function \(\varphi :=(-\Delta )^{1-s}(v_n-v)\) that satisfies the requirements \(\varphi \in L^2(H^{2s-1})\) with \(\partial _t\varphi \in L^2(H^{-1})\). We then write
which shows the strong convergence of \((-\Delta )^{\frac{1}{2}}v_n\) to \((-\Delta )^{\frac{1}{2}}v\) in \(L^2(Q_{\omega ,\tau })\) by using that \(\partial _tv_n\in L^2(H^{-1})\), the weak convergence of \((-\Delta )^{\frac{1}{2}}v_n\) to \((-\Delta )^{\frac{1}{2}}v\) in \(L^2(Q_\omega )\) and the fact that \(|b||Dz|\in L^2(Q_{\omega ,\tau })\) (note that we have also that \((-\Delta )^{1-s} v_n\) converges weakly to \((-\Delta )^{1-s} v\)). The strong convergence of the time derivative follows by duality.
To prove the a priori estimate for every fixed point \(g\in \mathcal {H}_2^1(Q_{\omega ,\tau })\) of the map \(\Psi \), that is satisfying \(g= \Psi [g;\sigma ]\), we argue by contradiction as in the elliptic case. Indeed, suppose that for any n one has \(v_n\in \mathcal {H}_2^1(Q_{\omega ,\tau })\), \(\sigma _n\in [0,1]\) such that \(v_n=\Psi [v_n;\sigma _n]\) with \(\Vert v_n\Vert _{ \mathcal {H}_2^1(Q_{\omega ,\tau })}\ge n\). This means that
The condition \(v_n=\Psi [v_n;\sigma _n]\) gives
with \(v_n(x,\omega )=\sigma _n v_\omega \). Set \(w_n=v_n/\Vert v_n\Vert _{\mathcal {H}_2^1(Q_{(\omega ,\tau )})}\). Then, we have
and \(w_n\) is bounded in \( \mathcal {H}_2^1(Q_{(\omega ,\tau )})\) (actually one has \(\Vert w_n\Vert _{ \mathcal {H}_2^1(Q_{(\omega ,\tau )})}=1\)). Arguing as above, we have \(|b||Dw_n|\in L^2(Q_{\omega ,\tau })\), and hence \(w_n\in \mathcal {H}_2^1\) and, in particular, the sequence \(w_n\) is relatively compact in \(\mathbb {H}^{1}_2(Q_{\omega ,\tau })\) using the previous arguments. Therefore, there exists a subsequence to \(w_n\) converging strongly to w and by letting \(n\rightarrow \infty \) we deduce
with \(w(x,0)=0\). By the comparison principle, we deduce \(w\le 0\). Similarly, using the same proof for \(-w\) we conclude \(w\ge 0\) to get \(w\equiv 0\). Since \(\Vert w_n\Vert _{\mathcal {H}^{1}_2(Q_{\omega ,\tau })}=1\) and \(w_n\) is strongly convergent, we get a contradiction. We then conclude the existence of solutions by the Leray–Schauder fixed point theorem [48, Theorem 11.6]. \(\square \)
Remark 1
The proof of the above result remains the same if one adds a forcing term \(f\in L^2_{x,t}\).
Remark 2
The existence of a suitable weak solution when , , has been obtained in [56, Example 3 p.335].
Remark 3
Well-posedness of (5) has been recently addressed in [3], see also [1, 2] for the stationary problem, in the context of \(L^1\) data for problems posed on bounded domains. In this case \(v\in L^p(W^{1,p})\), \(p<\frac{d+2s}{d+1}\) since for one has \(b\cdot Dv\in L^1_{x,t}\).
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Goffi, A. Transport equations with nonlocal diffusion and applications to Hamilton–Jacobi equations. J. Evol. Equ. 21, 4261–4317 (2021). https://doi.org/10.1007/s00028-021-00720-3
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DOI: https://doi.org/10.1007/s00028-021-00720-3
Keywords
- Fractional Fokker–Planck equations
- Fractional Hamilton–Jacobi equations with unbounded data
- Maximal regularity
- Hölder regularity
- Adjoint method