Abstract
There recently has been some interest in the space of functions on an interval satisfying the heat equation for positive time in the interior of this interval. Such functions were characterised as being analytic on a square with the original interval as its diagonal. In this short note we provide a direct argument that the analogue of this result holds in any dimension. For the heat equation on a bounded Lipschitz domain \((\Omega \subset \mathbb {R}^{d})\) at positive time all solutions are analytically extendable to a geometrically determined subdomain \({\mathcal {E}}(\Omega )\) of \({\mathbb {C}}^d\) containing \((\Omega )\). This domain is sharp in the sense that there is no larger domain for which this is true. If \((\Omega )\) is a ball we prove an almost converse of this theorem. Any function that is analytic in an open neighbourhood of \({\mathcal {E}}(\Omega )\) is reachable in the sense that it can be obtained from a solution of the heat equation at positive time. This is based on an analysis of the convergence of heat equation solutions in the complex domain using the boundary layer potential method for the heat equation. The converse theorem is obtained using a Wick rotation into the complex domain that is justified by our results. This gives a simple explanation for the shapes appearing in the one-dimensional analysis of the problem in the literature. It also provides a new short and conceptual proof in that case.
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1 Introduction and background
The questions of control and reachability for the heat equation have a long history. Null controllability of the heat equation has been extensively researched since the 1970s. The one dimensional case was closely examined in the pioneering work of [16] using biorthogonal families. Sharp characterisations of null-controllability were obtained in the d-dimensional case using elliptic Carleman estimates [29] or parabolic Carleman estimates [18], c.f. also [13, 15, 17, 33, 45].
By contrast, much less is known about exact controllability of the heat equation. Theorems in [11, 21, 34] contain characterisations of the reachable set for the one dimensional case in terms of analytic functions. For arbitrary domains (non-empty open connected sets) \(\Omega \) in \({\mathbb {R}}^d\) the question of characterisation of the reachable set, here denoted as \({\mathcal {R}}_{\Omega }\), remains an open question. We seek to answer the question “what are the properties of \({\mathcal {R}}_{\Omega }\) when the domain \(\Omega \) is a bounded subdomain of \({\mathbb {R}}^d\)?”
1.1 The reachable set \({\mathcal {R}}_\Omega \)
For an open bounded Lipschitz domain \(\Omega \subset \mathbb {R}^d\) we consider the heat equation
with initial data \(u_0\) and boundary data h. This problem is well posed in various function spaces. For the sake of concreteness we take initial data \(u_0 \in H^1_0(\Omega )\) on the time interval [0, T], and with \(u \in H^{1,\frac{1}{2}}([0,T]\times \Omega )\) and \(h \in H^{\frac{1}{2},\frac{1}{4}}([0,T]\times \partial \Omega )\) in certain mixed Sobolev spaces that are described in Sect. 3. As discussed in Sect. 3 this problem is well-posed (Proposition 4) and since the heat operator is hypoelliptic the solution is necessarily in \(C^\infty ([0,T] \times \Omega )\). Generically, the set
is referred to as the reachable set. By null-controllabilty of the heat equation with boundary controls we have \({\mathcal {R}}_{\Omega }(T,u_0) = \mathcal {R}_{\Omega }(T,0)\) and that \({\mathcal {R}}_{\Omega }(T,0)\) does not depend on \(T>0\). Indeed, a nonzero function \(u_0(x)\) with zero Dirichlet boundary conditions is controllable to 0 after any finite time T and can therefore be subtracted off from the problem by linearity. Boundary null controllability for the heat equation for smooth domains can be found in [29, 33]. In [1] null controllability for the heat equation on certain Lipschitz domains (including smooth domains) using \(L^{\infty }\) boundary controls is established, and also in the older [18] for \(C^2\) domains. The paper [17] also explains how the results from [18] provide some subspaces of the reachable space, in a close spirit to [16]. We remark here that boundary null controllability for the heat equation with \(H^{\frac{1}{2},\frac{1}{4}}([0,T] \times \partial \Omega )\) boundary controls is an easy consequence of null-controllability with \(L^\infty \)-control on a slightly larger open domain that contains the closure of \(\Omega \). Indeed, let \(\Omega '\) be an open set with smooth boundary such that \(\Omega \Subset \Omega '\). Extending the initial value by zero to \(\Omega '\) we can find boundary controls for \(\Omega '\) such that the solution vanishes at \(t=T\) and with boundary controls that are smooth near \(t=0\). The latter can always be achieved by solving the heat equation using the heat kernel of \(\mathbb {R}^d\) for small times, then using \(L^\infty \)-boundary controls for the remaining time interval. The restriction to \(\Omega \) then gives a solution on Q that vanishes at \(t=T\) with boundary controls that are in \(H^{\frac{1}{2},\frac{1}{4}}([0,T] \times \partial \Omega )\) (see Sect. 3). The so constructed boundary controls in fact exhibit much higher regularity, but we will not discuss this here.
Therefore the following definition makes sense.
Definition 1
Let \(\Omega \) be a bounded Lipschitz domain in \(\mathbb {R}^d\). The reachable set \({\mathcal {R}}_{\Omega } \subset C^\infty (\Omega )\) is defined as \({\mathcal {R}}_{\Omega }(T,0)\) for some (and hence for all) \(T>0\).
Due to the linearity of the problem, the reachable set \({\mathcal {R}}_{\Omega }\) is a vector space.
Our goal is to describe the analytic properties of the reachable set \({\mathcal {R}}_{\Omega }\) for bounded Lipschitz domains \(\Omega \subset {\mathbb {R}}^d\).
1.1.1 Choice of function space
In the literature several other function spaces to pose the initial-boundary-value problem (1.1) have been used. From a modern partial differential equation perspective and for smooth domains the most natural choice is an adapted scale of mixed Sobolev spaces. For Lipschitz domains the scale needs to be restricted and for the sake of definiteness we have chosen to follow the very natural choice of [6], c.f. also [5, 7, 8, 25, 36, 37] for the theory of these spaces in relationship to boundary layer theory for low regularity domains. This space also has the advantage that the relevant estimates for thermal layer potential theory are well established. This theory provides a very explicit description of the analytic continuation of solutions of the heat equation (c.f. our proof of Prop. 1) and we believe this observation to be interesting in its own right.
Obviously other function spaces result in a different definition of the reachable set. Our main results are however robust in that they actually do not depend on the choice of function class in the problem setup as long as well-posedness and null-controllability hold and the function spaces contain the set of smooth functions (see Remark 2).
We now describe what is known for the one dimensional heat equation on an interval.
1.2 The example of the heat equation on an interval
For a finite time T, the one dimensional heat equation as a control problem can be stated as:
with \(u_0\in L^2(0,1)\) and \(h_0(t),h_1(t)\in L^2(0,T)\). Here equality for \(L^2\) functions is understood in the usual sense as an almost everywhere equality.
A function u is reachable if there exists two control inputs \(h_0(t),h_1(t)\) in \(L^2(0,T)\) such that the solution satisfies
and \(u(0,x)=u_0(x)\). The operator \(Au=u''\) with Dirichlet boundary conditions has domain \(D(A)=H^2(0,1)\cap H_0^1(0,1)\subset L^2(0,1)\). Naturally we have that
with the set \(\{e_n(x)\}_{n\in \mathbb {N}}\) an orthonormal basis in \(L^2(0,1)\) consisting of eigenfunctions of A. Decomposing a given \(u\in D(A)\) as
then it is known as a result of [16] that u is necessarily reachable if we have for some \(\epsilon >0\)
Unfortunately this last condition implies that u and all of its odd derivatives vanish at 0 and 1. This condition is not natural and for instance excludes polynomial functions. For example, functions of the form
satisfy the conditions in Sect. 3. (For this function the case \(d=1\) was already covered by results in [34]).
2 Statement of the results
We now need the definition of the subsets of \(\mathbb {C}^d\) over which we are extending our solutions.
Definition 2
For \(\Omega \) an open and bounded Lipschitz domain in \({\mathbb {R}}^d\) we let \({\mathcal {E}}(\Omega )\) denote the set
Of course \(\mathcal {E}(\Omega )\) is the pre-image of the positive part of the usual domain of dependence \(D^+(\Omega ) \subset \mathbb {R}^{d+1}\) of the wave equation on \(d+1\)-dimensional Minkowski space under the map \(\mathbb {C}^d \rightarrow \mathbb {R}^{d+1}, z = x + \mathrm {i}y \mapsto (x,|y|)\). It can be thought of as a ball bundle over \(\Omega \) where the radius of the ball over the point \(x \in \Omega \) is given by the distance of x to \(\partial \Omega \).
Notations:
-
For an open subset \(U \subset \mathbb {C}^d\) the set of holomorphic functions on U is denoted by \(\mathcal {O}(U)\). We endow it with the topology of uniform convergence on compact subsets of U.
-
For a subset \(E \subset \mathbb {C}^d\) that is the closure of an open set we denote by \(\mathcal {O}(E)\) the set
$$\begin{aligned} \mathcal {O}(E)=\bigcup _{U \supset E, U \text { open}} \mathcal {O}(U). \end{aligned}$$ -
A function \(f \in \mathcal {O}({\mathcal {E}}(\Omega ))\) is completely determined by its restriction to \(\Omega \) and therefore we think of the set of analytic functions \(\mathcal {O}({\mathcal {E}}(\Omega ))\) as a subset of \(C^\infty (\Omega )\) without further mention.
Notice in dimension 1 for \(\Omega =(-L,L)\) this set \(\mathcal {E}(\Omega )\) coincides with the definition of the set in [11], which is a square in the complex plane \(\mathbb {C}\) with \((-L,L)\) as one of its diagonals. The criterion in the above definition are found in Theorem 3.1.12 in [24].
The first result we prove here is stated as
Proposition 1
If \(\Omega \) is a bounded Lipschitz domain, then \({\mathcal {R}}_{\Omega } \subset \mathcal {O}({\mathcal {E}}(\Omega ))\). The domain \(\mathcal {E}(\Omega )\) is optimal in the following sense. For any \(p \in \mathbb {C}^d \setminus \overline{\mathcal {E}(\Omega )}\) there exists a function \(u \in {\mathcal {R}}_{\Omega }\) which does not have an analytic extension to a connected open set containing p and \(\Omega \).
This thus establishes that \(\mathcal {E}(\Omega )\) is the optimal domain all reachable functions can be extended to as a holomorphic function. The fact that solutions to the heat equation extend holomorphically can for example be found for more regular domains in [26, p. 219] and a simple modification of this using cutoff functions and restrictions shows that this is true for Lipschitz domains. We give here a proof which is based on thermal boundary layer theory which actually gives a more precise representation of the solution, and which may be useful for more precise investigations. In particular, in one dimension this gives rise to completely explicit expressions (see Sect. 4.2).
Our main theorem is the almost converse theorem for special geometries. We then have:
Theorem 1
Suppose that \(\Omega = B_R(x_0)\) is a ball. Then
The proof of Theorem 1 is obtained by “Wick rotation” which transforms the forward heat equation into the backward heat equation.
Remark 1
By Hartogs’ extension theorem the statement of Theorem 1 can be strengthened in dimensions \(d \ge 2\) to the statement \(\mathcal {O}\left( U \right) \subset {\mathcal {R}}_{\Omega }\) for any connected open neighbourhood U of \(\partial \mathcal {E}(\Omega )\). The set \(\partial \mathcal {E}(\Omega )\) is connected as it contains a sphere bundle over \(\Omega \) as a dense set.
Remark 2
By a simple enlargement argument of Proposition 1 and Theorem 1 also hold for boundary controls in other function classes. The reason is that elements in \(\mathcal {O}\left( \overline{\mathcal {E}(\Omega )}\right) \) are reachable by a solution of the heat equation on a slightly larger domain and therefore the boundary controls on the smaller domain are automatically smooth. Hence, elements in \(\mathcal {O}\left( \overline{\mathcal {E}(\Omega )}\right) \) are reachable with smooth initial values and smooth boundary controls. Similarly, if u solves the heat equation with less regular boundary controls and initial data, one can still show that u(T) belongs to \(\mathcal {O}({\mathcal {E}}(\Omega ))\). This follows trivially from our results by making the domain slightly smaller. This characterisation is therefore very robust with respect to choices of function spaces.
The main technical theorem may be interesting in its own right.
Theorem 2
Assume that \(u(t,\cdot )\) is a solution of the heat equation 1.1 with \(u_0 \in \mathcal {O}({\mathcal {E}}(\Omega ))\). Then \(u(t,\cdot )\) converges to \(u_0\) as \(t \rightarrow 0_+\) uniformly on compact subsets of \({\mathcal {E}}(\Omega )\).
We note here that the known results in dimension one are special cases of these theorems. The articles [11, 34] determine when the class of functions belonging to the reachable set in dimension one are analytically extendable and vice versa using Gevrey polynomials and the Cauchy formula respectively. The characterisation in [11] is a special case of our result, but the proof techniques are considerably different in that we use a simple Wick rotation and avoid Fourier analysis. The idea came from the use of the complex Gaussian frame in [19, 27], and the use of analytic extension to the upper half plane in [27]. In these cases for the initial boundary value problem a frame of Gaussians was used to model the initial data, but these are only approximations to solutions of the heat equation. However, their analytic extensions are easily identifiable. The paper [27] also uses an analytic extension of the heat kernel to the upper-half plane to prove decay properties of solutions to the Schrödinger equation (under a Wick rotation) in the exterior of a smooth compact domain. The authors decided to use the exact solution to the IBVP for the heat equation using thermal layer potentials but the ideas of a Gaussian-like solution and extension to the upper half plane were borrowed from these previous papers.
We futhermore direct the reader to the works of [4, 22, 28, 40] which completely characterise the 1d reachable states using the Bargman transform as a different approach. In particular since an exact characterisation has been given for this reachable space in [22] as the Bergman space of the square, which corresponds to our \({\mathcal {E}}(\Omega )\) in one dimension, this shows that the converse inclusion in Proposition 1 is not true. The almost converse inclusion given by Theorem 1 is the best we can do with respect to our Frechet space \(\mathcal {O}({\mathcal {E}}(\Omega ))\). They have also extended their results to the Hermite heat equation in [23] in 1d. We expect that some different analysis of the heat kernel in higher dimensions is needed to expand the results perhaps in terms of wave-front sets in order to get sharp results in higher dimensions. The reader is also invited to see [9, 10, 30,31,32, 35, 38] for related results in the 1d case. Recently [14] strengthens the results of the present work, showing that the reachable space is stable under a small perturbation. The range of the backwards heat operator for \({\mathbb {R}}^d\) has also been characterised in [12, 20] which is less general than our Theorem 1 and [42,43,44] with applications to ergodic theory. Our focus is on some short control theory applications.
The paper is structured as follows. To keep the article self-contained we start by giving the background on boundary layer potential theory for Lipschitz domains in Sect. 3. This is a summary of results from [6]. Section 4 gives the proofs of Proposition 1 and Theorem 1 assuming the validity of Theorem 2. Theorem 2 is then proved in Sect. 5.
3 Thermal boundary layer potential theory
Let \(\Omega \subset \mathbb {R}^d\) be a bounded Lipschitz domain with \(d\ge 1\) and boundary \(\partial \Omega \). In other words, the boundary \(\partial \Omega \) is locally congruent to the graph of a Lipschitz continuous function on \({\mathbb {R}}^{d-1}\), and \(\Omega \) is located on exactly one side of the boundary. For a number \(T>0\) which is fixed we write
Further we let \(\Omega _t=\{t\}\times \Omega \) so that
For \(r,s\ge 0\) we let
and for \(r,s\le 0\) we define by duality
By \(H^{r,s}(Q)\) we denote the space of restrictions of elements of \(H^{r,s}({\mathbb {R}}\times {\mathbb {R}}^d)\) to Q equipped with the quotient norm. The spaces \(H^{r,s}({\mathbb {R}}\times \partial \Omega )\) and \(H^{r,s}(\Sigma )\) are defined analogously. For smooth \(\partial \Omega \) they are defined for all r, s whereas for Lipschitz boundaries \(\partial \Omega \) they are intrinsically defined for \(|r|\le 1\). This is because the spaces are invariant under Lipschitz coordinate transformations only in case \(|r|\le 1\) (s is arbitrary).
Following Costabel [6] we introduce some additional (non-standard) definitions (c.f. also [2, 3]). We denote the subspaces
Moreover, we define
with the norm
Let \(\gamma ^-: H^{\frac{1}{2},\frac{1}{4}}({\mathbb {R}}\times \partial \Omega )\rightarrow H^{1,\frac{1}{2}}({\mathbb {R}}\times \Omega )\) be a continuous right inverse of the surjective trace map
For \(u\in H^{1,\frac{1}{2}}({\mathbb {R}}\times \Omega ,\partial _t-\Delta )\) we denote by \(\gamma _1u\in H^{-\frac{1}{2},-\frac{1}{4}}(\Sigma )\) the continuous linear form on \(H^{\frac{1}{2},\frac{1}{4}}(\Sigma )\) defined by
where
Note that \(\partial _t u \in H^{0,-\frac{1}{2}}({\mathbb {R}}\times \Omega )\) and therefore we have a well defined dual pairing \(\langle \partial _t u,v \rangle \) between \(\partial _t u \in H^{0,-\frac{1}{2}}({\mathbb {R}}\times \Omega )\) and \(v \in H^{0,\frac{1}{2}}({\mathbb {R}}\times \Omega )\) that extends the usual \(L^2\)-inner product. The bilinear form b is then continuous on the space \(H^{1,\frac{1}{2}}({\mathbb {R}}\times \Omega ,\partial _t-\Delta )\times H^{1,\frac{1}{2}}({\mathbb {R}}\times \Omega )\). In case \(u,v\in C_0^2({\mathbb {R}}\times \overline{\Omega })\) this simplifies to
Furthermore, the map \(\gamma _1:H^{1,\frac{1}{2}}(Q,\partial _t-\Delta )\rightarrow H^{-\frac{1}{2},-\frac{1}{4}}(\Sigma )\) is continous and for \(u\in C^2(\overline{Q})\) we have \(\gamma _1u=\partial _nu|_{\Sigma }\). Let G(t, x) be defined as
For sufficiently regular h the single layer potential for the heat equation is defined as follows:
for \((t,x)\in Q\). The boundary layer potential operator is defined as
for \((t,x)\in \Sigma \). Finally the double layer potential is defined as
for \((t,x)\in Q\).
For the following see [6, Remark 3.2].
Proposition 2
The single layer potential operator S continuously extends to a map \(S: H^{-\frac{1}{2},-\frac{1}{4}}(\Sigma ) \rightarrow H^{1,\frac{1}{2}}(Q)\). The boundary layer potential operator extends by continuity to an isomorphism
Proposition 3
The trace map \(\gamma : u\rightarrow u|_{\Sigma }\) is continuous and surjective from \(\tilde{H}^{1,\frac{1}{2}}(Q)\) to \(H^{\frac{1}{2},\frac{1}{4}}(\Sigma )\). For all \(f\in \tilde{H}^{-1,-\frac{1}{2}}(Q)\) and \(g\in H^{\frac{1}{2},\frac{1}{4}}(\Sigma )\) there exists a unique \(u\in \tilde{H}^{1,\frac{1}{2}}(Q)\) with
In case \(f=0\) the solution u is given by \(u=S(V^{-1}g)=S(\gamma _1 u)-D(\gamma u)\).
Proof
This summarizes Lemma 2.4 and Theorem 2.9 as well as Theorem 2.20 and Corollary 2.19(c) in [6]. \(\square \)
The well-posedness of the initial value problem (1.1) can be reduced in the usual way to unique solvability of the inhomogenous problem of Prop. 3. Since the initial value problem is not discussed in [6] we will now add some more detailed explanations.
Lemma 1
We have the following continuous inclusions:
In particular the restriction map \(\gamma _0\) as defined by
is well defined and continuous.
Proof
Let \(u \in H^{1,\frac{1}{2}}(Q,(\partial _t -\Delta ))\). Then, in particular, \(u \in L^2([0,T],H^1(\Omega ))\) and \(\partial _t u = \Delta u + g\), where \(g \in L^2(Q)\). Therefore, \(\Delta u \in L^2([0,T],H^{-1}(\Omega ))\) and \(\partial _t u \in L^2((0,T),H^{-1}(\Omega ))\). Consequently, \(u \in H^1((0,T),H^{-1}(\Omega )) \subset C([0,T],H^{-1}(\Omega ))\). Continuity follows from the implied inequalities
and the Sobolev embedding theorem. \(\square \)
Lemma 2
Let \(g \in H^1_0(\Omega )\) and let w be solution of the heat equation on \((0,T) \times \mathbb {R}^d\) defined by
Then \(w \in H^{1,\frac{1}{2}}(Q)\).
Proof
First we remark that if \(h \in C^\infty _0(\mathbb {R}^d \setminus \overline{\Omega })\) then
is a smooth solution of the heat equation on \(\mathbb {R}\times \Omega \) that vanishes for \(t<0\). In particular this gives an element in \(H^{1,\frac{1}{2}}(\Omega )\). We think of g as an element in \(H^1_c(\mathbb {R}^d)\) using extension by zero. By the above remark we can assume without loss of generality that \(\hat{g}\) vanishes at zero of order two. This can be achieved by subtracting off finitely many functions h as above in such a way that moments of g up to order two vanish. Now consider the function
whose restriction to Q equals w. It is easy to compute the Fourier transform of u, and the result is
Since \(\hat{g}\) vanishes of order two at zero the right hand side is bounded for small \(\tau \). One sees directly that \((1+|\xi |) \hat{u} \in L^2\) and \((1+|\tau |)^{\frac{1}{2}}\hat{u} \in L^2\) and therefore \(u \in H^{1,\frac{1}{2}}(\mathbb {R}\times \mathbb {R}^d)\). \(\square \)
We then obtain
Proposition 4
For any \(u_0 \in H^1_0(\Omega )\) and \(g\in H^{\frac{1}{2},\frac{1}{4}}(\Sigma )\) there exists a unique \(u\in H^{1,\frac{1}{2}}(Q)\) with
Proof
Uniqueness is an immediate consequence of the uniqueness statement [6, Lemma 2.3]. To show existence extend \(u_0\) by zero to an element in \(H^1_c(\mathbb {R}^d)\) and construct a solution \(w \in H^{1,\frac{1}{2}}(Q)\) as in Lemma 2. Then \(\gamma w \in H^{\frac{1}{2},\frac{1}{4}}(\Sigma )\). Now apply Proposition 3 with \(f=0\) to construct a solution of the homogeneous heat equation \(v \in \tilde{H}^{1,\frac{1}{2}}(Q) \) with boundary data \(g - \gamma w\). Then \(u=v+w\) solves the above problem. \(\square \)
4 Proof of Proposition 1 and Theorem 1
4.1 Proof of Proposition 1
Proof
For \(z \in \mathbb {C}^d\) we write \(|z|^2 = \overline{z}^\mathtt {T} z\) for the square of its length and \(z^2 = z^\mathtt {T} z\) for the analytic extension of the square of the absolute value on \({\mathbb {R}}^d\). First note that the heat kernel admits an analytic extension \(\tilde{G}\) as follows
Note that \(\Re {(z-w)^2} = |x-w|^2-|y|^2\) when \(z=x+iy\). Therefore in the open set defined by \(|y|<|x-w|\) the function \(\tilde{G}(t,z-w)\) is smooth in t, and complex analytic in z.
For an integrable function f on \(\Sigma \) we define
Since the kernel \(k(t,z,(s,y))=G(t-s,z-y)\) is smooth on \(\mathbb {R}\times {\mathcal {E}}(\Omega ) \times \Sigma \) the operator \(f \mapsto \tilde{S}(f)\) extends by continuity to the space of distributions supported in \(\overline{\Sigma }\), \(\mathcal {D}'(\overline{\Sigma })\). It maps continuously from \(\mathcal {D}'(\overline{\Sigma })\) to \(C^\infty ([0,T] \times {\mathcal {E}}(\Omega ))\) and its range consists of functions that vanish of infinite order at \(t=0\) in \(C^\infty ({\mathcal {E}}(\Omega ))\). To see this simply note that a distribution f with support in \(\overline{\Sigma }\) is compactly supported and thus for any open neighborhood U of \(\overline{\Sigma }\) we have the estimate
for all \(h \in C^\infty (\mathbb {R}\times \mathbb {R}^d)\). One now simply applies this estimate to the heat kernel. Applying the \(\nabla _{\overline{z}}\) operator shows that
since the kernel is holomorphic in z. We conclude that the mapping \(f \mapsto (\tilde{S}f)(T)\) is continuous from \(\mathcal {D}'(\overline{\Sigma })\) to \(\mathcal {O}(\mathcal {E}(\Omega ))\). If \(u \in {\mathcal {R}}_\Omega \) then, by Propositions 3 and 2, we have the representation
for some \(r \in H^{-\frac{1}{2},-\frac{1}{4}}(\Sigma )\). If \(\gamma \) denotes the trace map to \(\Sigma \) the dual of the restriction operator defines a distribution \(v=\gamma ^* r\) in \(\mathbb {R}\times \mathbb {R}^{d-1}\). Here the canonical extension is from from \(H^{-\frac{1}{4}}((0,T),H^{-\frac{1}{2}}(\partial \Omega ))\) to \(H^{-\frac{1}{4}}(\mathbb {R},H^{-\frac{1}{2}}({\mathbb {R}}^{d-1}))\). Hence, v is a compactly supported distribution with support on \(\overline{\Sigma }\). Thus, \(\tilde{S} v\) defines a function in \(\mathcal {O}(\mathcal {E}(\Omega ))\) that restricts to S(r). Hence, the function \(\tilde{S}(v)|_{t=T}\) defines an analytic extension of u as required, and we have shown \({\mathcal {R}}_\Omega \subset \mathcal {O}(\mathcal {E}(\Omega ))\).
It remains to prove optimality of the domain \(\mathcal {E}(\Omega )\). Assume without loss of generality that \(T=1\). Let \(p\in \mathbb {C}^d \setminus \overline{\mathcal {E}(\Omega )}\). Then necessarily we have \(\mathrm {dist}(\Re (p),\overline{\Omega }^c)< |\Im (p)|\). This means there exists a point \(x_0 \in \overline{\Omega }^c\) with \(|\Re (p) - x_0 | < |\Im (p)|\). Now suppose \(a \in \mathbb {C}\) is such that \(\Re (a)>0\). We are going to use the following distributional source
This gives rise via \(S(h_a)\) to a function \(u_t(x)\) that is a solution of the heat equation in \(\mathbb {R}\times \Omega \) and that extends smoothly across the boundary of \(\partial \Omega \). It is given explicitly by
Thus, the function \(g(z)=u(1,x)\) is reachable. We obtain rather explicitly
where \(E_1(z)=\Gamma (0,z)\) denotes the generalized exponential integral [39, §8.19] that can be expressed in terms of the incomplete Gamma function \(\Gamma (b,z)\). We have by [39, §8.19(iv)] the following expansion
where \(\gamma \) is the Euler-Mascheroni constant. This function is not analytic at \(z=0\), hence, g(z) is not holomorphic at p when \((p-x_0)^2 + a =0\), i.e. when
and
The condition \((\Im (z))^2 -(\Re (p) -x_0)^2>0\) allows us to find such an a with \(\Re (a)>0\). \(\square \)
4.2 The one dimensional case as a special example
We consider the problem for the interval \([-L,L]\), which is given by
Let \(h_1, h_2\in H^{1/4}(0,T)\). Because the boundary is a collection of 2 points we expect layer potential theory tells us that the boundary integral is just evaluation along these two points. In this case the solution is:
The Fourier transform of \(\chi _{(0,\infty )}(t)\frac{e^{-\frac{L^2}{ 4t}}}{\sqrt{t}}\) is \(\frac{e^{-2L\sqrt{\mathrm {i}\tau }}}{\sqrt{2\mathrm {i}\tau }}\). Then we solve for the Fourier transform of \(q_1\) and \(q_2\) using the system
This system is invertible for all \(\tau \ge 0\) as the determinant of the coefficient matrix is
We define the analytic extension of u(t, z) as before. Let
and the same proof follows with \(\Sigma =(0,T)\times \{-L,L\}\).
4.3 Proof of Theorem 1
Proof
Assume that \(\Omega \) is a ball \(B_R(x_0)\). We can assume without loss of generality that \(x_0=0\). Then \(\mathcal {E}(\Omega )\) is simply
This domain is therefore invariant under Wick rotation, i.e. \(\mathrm {i}\mathcal {E}(\Omega )= \mathcal {E}(\Omega )\) and this is the property that we are going to use. In particular, the fibre of \(0 \in \Omega \) in the ball bundle \(\mathcal {E}(\Omega )\) is exactly \(\mathrm {i}\Omega \). Now assume that \(u \in \mathcal {O}(U)\) for some bounded open set \(U \subset \mathbb {C}^d\) with \(\overline{\mathcal {E}(\Omega )} \subset U\). Fix a subset \(U_1\) with \(\overline{\mathcal {E}(\Omega )} \subset U_1\) and \(\overline{U_1} \subset U\) and pick a cutoff function \(\chi \in C^\infty _0(U)\) with \(\chi (x) =1\) for all \(x \in U_1\). In the following we identify the complex plane notationally with \(\mathbb {R}^2\) with \(\mathbb {C}\) and therefore use the notations u(x, y) and \(u(x+ \mathrm {i}y)\) interchangeably. Since u(x, y) is holomorphic it satisfies the Cauchy Riemann equations \((\nabla _x + \mathrm {i}\nabla _y) u(x,y) =0\) on U. Let \(K_{t,y}\) be the solution operator for the heat equation on \(\mathbb {R}^d_y\), which is a standard convolution with G(t, y) defined by (3.5) as its kernel. Define \(\phi _t(y) = K_{t,y}(u \chi )(0,y)\). The function \(\phi _t(y)\) is in \(C\left( [0,\infty )_t,C^\infty (\mathbb {R}^d_y ) \right) \cap C^\infty ([0,\infty )_t \times \mathbb {R}^d_y )\) and is a solution of
For \(t>0\) the function \(\phi _t(y)\) is obtained by applying an integral operator with entire kernel in y to a compactly supported function. Hence, \(\phi _t(y)\) is for any \(t>0\) an entire function in the y-variable. Let us denote the analytic extension in the y-variable by \(u_t(x, y)\). Here the roles of x and y are interchanged, so let us explain in more detail what this means. The function \(u_t(x, y)\) satisfies the Cauchy Riemann equations \((\nabla _{x} + \mathrm {i}\nabla _y) u_t(x, y) = 0\) and is completely determined for \(t>0\) by \(u_t(0,y) = \phi _t(y)\), e.g. \(u_t(z)=\phi _t(-iz)\). Lemma 3 now implies that \(u_t\) converges to u(x, y) uniformly on \(\mathcal {E}(\Omega )=\mathrm {i}\mathcal {E}(\Omega )\) as \(t \rightarrow 0_+\). Indeed, choose \(R'>R\) so that \(\mathrm {i}B_{R'}(0) \subset U_1\) and Theorem 2 gives us uniform convergence on the compact set \(\overline{\mathcal {E}(\Omega )}\). By construction \((\Delta _x + \Delta _y)u_t(x,y) =0\) and therefore \(u_t(x,y)\) solves the inverse heat equation
on \(\mathrm {i}\mathcal {E}(\Omega )\), the “Wick rotated” \(\mathcal {E}(\Omega )\). Here we have used uniqueness of the analytic continuation to conclude that also \(u_t(x,y)\) solves the heat equation. Since \(\mathrm {i}\mathcal {E}(\Omega )\) contains \(\Omega \) the function \(u_t(x):= u_t(x,0)\) solves
where h extends smoothly across \(\partial \Omega \). Change of variables \(T-t\rightarrow t\) shows that \(u \in {\mathcal {R}}(T,g)\) for some \(T>0\) and some function \(g(x) = u_T(x)\). \(\square \)
5 Analytic properties of solutions of the heat equation
In this section we will prove Theorem 2 which is a major ingredient in the proof of Theorem 1. By Proposition 1 any positive time solution of the heat equation is analytic in \({\mathcal {E}}(\Omega )\). We investigate in this section what happens if the function u was already analytic in \({\mathcal {E}}(\Omega )\) at time \(t=0\). Assume that \(\Omega \) is a bounded open subset in \(\mathbb {R}^d\) and \(\Omega _1\) is a bounded open subset such that \(\overline{\Omega } \subset \Omega _1\). It is easy to see that \(\overline{{\mathcal {E}}(\Omega )} \subset {\mathcal {E}}(\Omega _1)\). We can therefore find a smooth cutoff function \(\chi \in C^\infty _0(\mathbb {C}^d)\) with support in \({\mathcal {E}}(\Omega _1)\) and which is equal to one on \(\overline{{\mathcal {E}}(\Omega )}\). We have the following Lemma for the free heat operator \(K_t= e^{t \Delta _0}\) on \(\mathbb {R}^d\).
Lemma 3
Assume that \(u \in C^\infty (\Omega _1)\) has an analytic extension to \({\mathcal {E}}(\Omega _1)\). Then the analytic continuation of \(K_t(u \chi )\) converges to the analytic continuation of u uniformly on compact subsets of \({\mathcal {E}}(\Omega )\) as \(t \rightarrow 0_+\).
Proof
Let us denote the analytic extension of u by the same letter, i.e. u(w) makes sense for \(w \in {\mathcal {E}}(\Omega _1)\). Fix a point \(z \in {\mathcal {E}}(\Omega )\), i.e. \(| \Im (z) | < \mathrm {dist}(\Re (z),\Omega ^c)\). The explicit formula for \(K_t(u \chi )\) is
where \(g(w)= u(w) \chi (w)\). This integral is thought of as an integral over the real submanifold in the complex domain and we will now shift the contour in the \(\Im (z)\)-direction. Let \(\Gamma \) be the set \(\mathbb {R}^d + \mathrm {i}\Im (z)\) and let \(\mathcal {T}\) be the region \(\mathbb {R}^d + \mathrm {i}[0,1] \Im (z) = \left\{ w + \mathrm {i}t \Im (z) \mid w \in \mathbb {R}^d, t \in [0,1] \right\} \). Recall that for a smooth function \(\varphi \) in the complex plane we have the formula
if Y is a region with \(C^1\)-boundary (c.f equation 3.1.9 in [24]). Thus, shifting the contour in the direction of \(\Im (z)\), we obtain
where \(d \sigma \) is the Lebesgue measure on \({\mathcal {T}}\). The first integral \(I_1(z)\) equals
Since the heat kernel is a \(\delta \)-family (this is a standard good kernel argument) this integral converges to \(g(\Re (z) + \mathrm {i}\Im (z))=g(z)\) at \(t \searrow 0\). Since g is smooth and compactly supported the convergence is uniform on compact subsets. It remains to show that the second integral \(I_2(z)\) converges to zero uniformly on compact subsets. Let \(Z_z\) be the compact set \(({{\,\mathrm{supp}\,}}\overline{\partial }_w \chi ) \cap \mathcal {T}\). Then the integrand in \(I_2\) has support in \(Z_z\), i.e. we can restrict the integration over \(Z_z\) by the support properties of \(\overline{\partial }_w\chi \). By compactness of \({{\,\mathrm{supp}\,}}\overline{\partial }_w \chi \) there exists an \(\epsilon _1>0\) such that for all \(z \in {\mathcal {E}}(\Omega )\) and all \(w \in Z_z\) we have
Note here \(\epsilon _1\) is independent of z.
For all elements \(w \in Z_z\) we therefore have the inequality
where b is a point on the boundary of \(\Omega \) with \(\mathrm {dist}(\Re (w),\Omega ^c)=\mathrm {dist}(\Re (w),b)\). We have used in the first step that \(\Im w = t \Im z\) for some \(0 \le t \le 1\), and in the last step the reverse triangle inequality. The statement now follows since in the region \(|\Im (z-w)| + \epsilon _1 < |\Re (z-w)|\) the function \(e^{-\frac{(z-w)^2}{4t}}\) vanishes of infinite order at \(t=0\) uniformly. \(\square \)
Proof of Theorem 2
Assume \(u \in C^\infty (\Omega )\) is a smooth function that extends to a holomorphic function on \({\mathcal {E}}(\Omega )\). Assume that g is any solution of the heat equation on \(Q = [0,T] \times \Omega \) with \(g(0)=u |_{\Omega }\). We need to show that the analytic continuation of g(t) for \(t>0\) converges uniformly on compact subsets of \({\mathcal {E}}(\Omega )\) to u as \(t \rightarrow 0_+\). Fix a compact subset \(K \subset {\mathcal {E}}(\Omega )\) and choose an open subset with smooth boundary \(\Omega ' \subset \Omega \) with \(\overline{\Omega '} \subset \Omega \) so that \(K \subset {\mathcal {E}}(\Omega ')\). Such a subset can be constructed as follows. First note it follows from compactness of K that we can find a constant \(\epsilon _2>0\) such that for all \(z \in K\) we have \(\Im (z) < \mathrm {dist}(\Re (z),\partial \Omega ) -\epsilon _2\). Now simply find an \(\epsilon _2/2\)-approximation of the Lipschitz domain by a smooth domain from inside. Such approximations are well known to exist (see for example, [41]).
Let \(\chi \) be a cutoff function as in the above Lemma 3 which is compactly supported in \(\mathcal {E}(\Omega )\) and equals to one on \({\mathcal {E}}(\Omega ')\). Now define \(f(t) := K_t(u \chi )(z)\). Then, by Lemma 3 the function f(t) has an analytic extension to \({\mathcal {E}}(\Omega ')\) that converges uniformly on K to u. Now consider the function
Thus, we have a smooth solution h of the heat equation on \(\Omega '\) that vanishes at zero. Therefore, since for smooth boundaries \(SV^{-1}\) maps smooth functions to smooth functions ([6, Section 4]), there exists smooth data \(r \in C^\infty ((0,T)\times \partial \Omega ')\) such that
Since for all \(z \in K\) and \(y \in \partial \Omega '\) we have \(|\Im (z-y)| < |\Re (z-y)| - \epsilon _3\) for some \(\epsilon _3>0\). Thus, h converges uniformly to zero on K as \(t \rightarrow 0_+\). \(\square \)
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Acknowledgements
Part of the work for this paper was carried out during the program “Randomness, PDEs and Nonlinear Fluctuations”, funded by the Hausdorff Center of Mathematics in Bonn, and A.W. is grateful for the support and hospitality during this time.
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Strohmaier, A., Waters, A. Analytic properties of heat equation solutions and reachable sets. Math. Z. 302, 259–274 (2022). https://doi.org/10.1007/s00209-022-03058-9
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DOI: https://doi.org/10.1007/s00209-022-03058-9