This article completes the study of the influence of the intensity parameter α in the boundary condition given on the boundary of a thin three-dimensional graph-like network consisting of thin cylinders that are interconnected by small domains (nodes) with diameters of order . Inside of the thin network a time-dependent convection-diffusion equation with high Péclet number of order is considered. The novelty of this article is the case of , which indicates a strong intensity of physical processes on the boundary, described by the inhomogeneity (the cases and were previously studied by the same authors).
A complete Puiseux asymptotic expansion is constructed for the solution as , i.e., when the diffusion coefficients are eliminated and the thin network shrinks into a graph. Furthermore, the corresponding uniform pointwise and energy estimates are proved, which provide an approximation of the solution with a given accuracy in terms of the parameter ε.
In this paper we continue our study [20,21] of parabolic transport problems for some species’ concentration in graph-like networks. For ε being a small parameter, these consist of thin cylinders that are interconnected by small domains (nodes) of order in diameter, see Fig. 1. The parameter ε is not only characterising the geometry of the thin network but also the strength of certain physical processes. First, we consider a high Péclet number regime of order , i.e. a high ratio of convective to diffusive transport rates. This assumption leads to a re-scaled diffusion operator in the parabolic differential equation
governing the unknown species concentration . In (1.1), is a given convective vector field with small transversal velocity components. In order to study additionally the influence of external influences via boundary interactions, in the paper [21] an additional parameter α was introduced in the inhomgeneous boundary conditions
which hold both on the lateral surfaces of thin cylinders and on the boundaries of nodes forming the thin network. Here, a given function describes physical processes on the surface of the ith component of the network.
Network of thin cylinders connected by nodes of arbitrary geometry.
Three qualitatively different cases can be identified for the asymptotic behaviour (as ) of the solution depending on the value of α, namely
low intensity of boundary processes (if they can simply be ignored, if their influence appears in the second-order terms of the asymptotics);
moderate intensity, then the boundary processes directly affect the first terms of the asymptotics, which represent the solution of the limit problem consisting of first-order hyperbolic equations
each of which is defined on the i-th edge of the corresponding metric graph, to which the thin network shrinks (here is the limit transformation of the boundary interaction into the right-hand side of the differential equation);
strong intensity (it was only noted in the conclusion of [21] that the question of finding the asymptotics remains open and one should expect that the solution will be unbounded as ).
In this paper we present a complete analysis of the latter, qualitatively different case whereas the first two ones have been analyzed in [21].
Studying the influence of inhomogeneous Neumann or Fourier boundary conditions on the processes in the entire domain is a very timely task, especially in regions with complex structures, e.g., see papers [1,4–9,12–14,23] for perforated domains, [2,15,17] for thin domains, [3,19] for domains with rapidly oscillating boundaries, [10,11,22] for thick junctions or domains with a highly oscillating boundary. The problems considered in these works are mathematical models of various reaction-diffusion, adsorption and transport phenomena in hydrogeology, chemistry, biology, medicine, and thermal conductivity.
In the vast majority of these works, the intensity of the processes at the boundaries is not high, which leads to the appearance of an additional term in the corresponding limit differential equation (it depends on the ratio between the total size of the surfaces and the intensity of the processes on these surfaces). In [10] the author gave an example of a boundary-value problem with a large boundary interaction in a domain with a highly oscillating boundary and proved that the solution becomes unbounded as the oscillation parameter tends to zero. Additional assumptions that guarantee a priori estimates for the solution regardless of the small parameter can help to prove the convergence theorem even for large boundary interactions (see, e.g., [11]). However, in the general case, physical processes at the boundary of regions with a complex structure can provoke cardinal changes in the global phenomenon throughout the region.
The principal novelty of the present paper is the study of the impact of strong boundary interactions (the case and without any additional assumptions guaranteeing a priori estimates) on the asymptotic behaviour (as ) of the solution to the parabolic convection-dominated transport problem in a thin graph-like network.
To do this, we use the asymptotic expansion method, which is a very powerful tool for studying various perturbed problems. Usually the corresponding first term in the expansion gives the basic limiting behavior for the solution of interest; the subsequent terms allow to estimate the sensitivity of the model to smaller scale perturbations. Therefore, convergence results used in studies of perturbed models may not be acceptable in cases where the values of the perturbation parameters are not small enough. Asymptotic expansions allow the influence of other features of the model to be taken into account through higher-order terms in the expansions, and improve the accuracy of the corresponding numerical procedures by combining them with asymptotic results. It should be noted that in asymptotic analysis it is very important to guess the form of the asymptotic ansatz, which is affected by various parameters of the problem (see. e.g., [18,23]).
In the present work we compose effective recurrent algorithms for constructing asymptotic Puiseux expansions. Such series are a generalization of power series that allow negative and fractional exponents of the indeterminate; in our case, these are real exponents of the parameter ε, which depend on the parameter α. We show that the principal part of the Puiseux series (it consists of unbounded coefficients as ; see Definition 3.1), which determines the main behaviour of the solution in the ith thin cylinder of the network, is as follows
Note that, for , there is only one term in the principal part. The coefficients form the solution to the corresponding hyperbolic transport problem on the graph, the right-hand sides of which are the averaged characteristics of the boundary interactions (see (3.27)). The coefficients represent the solution to the hyperbolic transport problem (3.35), and they take into account interactions on the node boundary, physical processes inside the node and geometric characteristics of the network through the special gluing condition
at the graph vertex, where is determined in (3.34).
It is worth noting another interesting feature in the study of boundary-value problems with a predominance of convection in thin networks, namely that the corresponding first-order hyperbolic problems for the coefficients of the asymptotic expansion have only a Kirchhoff-type transmission condition (similar to (1.4)) at the graph vertices; no other condition, commonly called the continuity condition. This means that such solutions, generally speaking, are not continuous at the vertices, which is explained by the wave-particle duality of first-order hyperbolic differential equations (for more details see the conclusion section of our paper [20]). To neutralize this duality and to ensure continuity of the approximation in the vicinities of nodes, a special node-layer part of the asymptotics is introduced whose coefficients are special solutions (with polynomial growth at infinity) to boundary value problems in an unbounded domain with different outlets at infinity (see (3.19)). Writing down the solvability conditions for such problems, Kirchhoff-type conditions are derived at the vertex of the graph for terms of the regular expansion.
For the sake of clarity of presentation and to focus more on the study of the effects of boundary processes, we consider a simple model of a thin graph-like network consisting of three thin cylinders located along the coordinate axes, respectively, and the Laplace equation for modelling diffusion processes. A more general diffusion operator as well as thin junctions with curvilinear cylinders were considered in our previous paper [20], and general thin networks with different convective vector field dynamics in [21].
The paper is structured as follows. In Section 2, we describe a model thin graph-like junction, make assumptions for a given convection vector field and for boundary interactions, and formulate a problem. Section 3 is devoted to the construction of a formal asymptotic expansion of the solution to the problem (2.7). The asymptotic expansion consists of three parts: the regular part of the asymptotics located inside each thin cylinder, the boundary-layer part located near the bases of some thin cylinders, and the node-layer part located in the vicinity of the node. Here we prove the solvability of all interrelated recurrent procedures that determine coefficients of these parts of the asymptotics. A complete asymptotic expansion in the whole thin graph-like junction is constructed in Section 4, where we also calculate residuals that its partial sum leaves in the problem (2.7). Our main result is Theorem 4.1 that justifies the constructed asymptotic expansion and provides both the asymptotic uniform pointwise and energy estimates for the difference between the solution and the partial sum for any and . The article ends with a section of conclusions and remarks.
Problem statement
For a small positive parameter ε, a model thin graph-like junction consists of three thin cylinders
that are connected with a domain (referred to as the “node”). Here , , are given numbers, denotes the Kronecker delta, i.e., and if .
We denote the lateral surface of the thin cylinder by
and by
its cross-section at the point .
The node .
The node (see Fig. 2) is formed by the homothetic transformation with coefficient ε from a bounded domain containing the origin, i.e., . In addition, we assume that the boundary of contains the disks , , that are the bases of some right cylinders, respectively, and the lateral surfaces of these cylinders belong to . So, the boundary of the node consists of the disks , and the surface
Thus, is the interior of the union (see Fig. 3), and we assume that the surface is smooth of the class .
The model thin graph-like junction .
The given vector-valued function depends on the parts of and has the following structure:
where
For a fixed value of the index , the function belongs to the space and is equal to a constant in a neighbourhood of the origin; the other components of are smooth of class in and have compact supports with respect to the longitudinal variable , in particular, we will assume that they vanish in , . Hence, the main direction of the vector field is oriented along the axis of the cylinder (see Fig. 3).
To describe the dynamics of the velocity field in the node , we make the following assumptions. The velocity field is conservative in the node and its potential p is a solution to the boundary-value problem
Here is the Laplace operator in the variables , is the derivative along the outward unit normal to . The Neumann problem (2.4) has a unique solution if and only if the conservation condition
holds. Thus,
and, clearly, in , i.e., is incompressible in .
In , we consider the following parabolic convection-diffusion problem:
where is the outward unit normal to , denotes the derivative along , the intensity parameter α is less then 1. Given functions are determined as follows
where the function , and the functions
belong to the class in their domains of definition. In addition, vanishes uniformly with respect to in neighborhoods of , the functions vanish uniformly with respect to t and in neighborhoods of the ends of the corresponding closed interval .
Given functions are smooth and nonnegative. To satisfy the zero- and first-order matching conditions for the problem (2.7), we assume that
Thus, due to the classical theory of parabolic initial-boundary problem there exists a unique classical solution to the problem (2.7) (see e.g. [16, Chapt. IV, §5]). Obviously, it is also a weak solution in the Sobolev space .
Our goal is to construct the complete asymptotic expansion for the solution to the problem (2.7) as , i.e., when the thin junction is shrunk into the graph
where , .
Formal asymptotics
To approximate the solution , the following Puiseux series approaches are suggested:
for the regular part of the asymptotics in each thin cylinder ();
for the node-layer part of the asymptotics in a neighborhood of the node ;
for the boundary-layer part of the asymptotics in a neighborhood of the base ().
The ansatzes (3.1)–(3.3) are suitable for constructing the asymptotics of the solution to the problem (2.7) for any real value of the parameter α. Each of these ansatzes is the formal sum of two ansatzes, namely
In the case of , these ansatzes are transformed into ansatzes in integer powers of ε, which have the following form:
In this paper we consider the more complicated case and , always assuming that coefficients with negative integer indices and coefficients with indices less than vanish in all series and equations.
For such series, we give the following definition of an asymptotic expansion.
Let 𝔹 be a Banach space, be an element in 𝔹, which depends on a small parameter ε, and , . We say that a Puiseux series
whose coefficients belong to 𝔹 is the asymptotic expansion of in the Banach space 𝔹 if for any there exists a positive integer such that for all and
where is the partial sum of (3.5), which is defined as follows
and is the floor function. The first sum is called the principal part of the Puiseux series (3.5).
It can be seen from Definition 3.1 that the number of terms in the principal part of the Puiseux series (3.5) depends on the parameter α and each term in the principal part is unbounded as . For example, if , then the principal part contains only one term .
Formally substituting (3.1) into the differential equation of the problem (2.7) and into the boundary condition on the lateral surface of the thin cylinder (the index i is fixed), collecting coefficients at the same power of ε, we get the following relations for each and :
where , , “′” denotes the derivative with respect to the longitudinal variable ,
and
where is the derivative along the outward unit normal to the boundary of the disk , is the Kronecker delta, is the scalar product of the vectors and .
In (3.9) and below, we will omit the dependence of some coefficients on variables to simplify the writing of equations, if this does not cause confusion.
The equations (3.8) and (3.9) form the Neumann problems in with respect to the variables to find . In the right-hand sides of (3.8) and (3.9) there are coefficients of the ansatz (3.1) with lower priorities. The variables and t in these problems are considered as parameters from the set , where . To ensure uniqueness, we provide each problem with the condition
Considering the last part of Remark 3.1, the Neumann problem for (, ) is as follows
whence . Similarly, we obtain ().
For , in (3.8) and (3.9), we have the problem
and for , the problem
Writing down the solvability condition for each of these problems, we deduce the differential equations for the coefficients and :
and
where
Let and be solutions to the equations (3.14) and (3.15), respectively. We will show below how to choose suitable unique solutions. Then there exist unique solutions to the problems (3.13) and (3.12), respectively, and the differential equations in these problems become
Writing down the solvability condition for the problem (3.8)–(3.10), we get the differential equation
Let be a solution of (3.17). Then there exists a unique solution to the problem (3.8)–(3.10) and the differential equation in this problem becomes
Since the functions and have compact supports with respect to the corresponding longitudinal variable, the coefficients vanish in the corresponding neighborhoods of the ends of the segment .
To find transmission conditions for the functions at the point 0, we should run the node-layer part (3.2) of the asymptotics in a neighborhood of the node . For this purpose we pass to the scaled variables . Then, letting ε to 0, we see that the domain is transformed into the unbounded domain Ξ that is the union of the domain and three semi-infinite cylinders
i.e., Ξ is the interior of the set .
Next, repeating the same procedure with the ansatz (3.2), considering the incompressibility of in , and matching ansatzes (3.1) and (3.2), we get the problem
for each and , where
Note that the variable t appears as a parameter in the steady convection-diffusion problems (3.19).
A solution with such a polynomial asymptotics at different exits to infinity is sought in the form
where is a smooth cut-off function such that , if and if . Then must be a solution to the problem
where
Proposition A.1 from [21, Appendix A] asserts that the necessary and sufficient condition for the unique solvability of the problem (3.22) in the Sobolev space of functions exponentially decreasing to zero is the equality
Since
the difference
Using (3.24), the equality (3.23) can be rewritten as the gluing condition for the functions at the origin
where
For , and , the value . Thus, to determine and we get the following problems on the graph :
and
In these problems, there is only one boundary condition at the end because there is only one input cylinder with respect to the vector field . This is in full agreement with the approach proposed in [20, §3.2.1]. According to this approach, we first find a solution to the corresponding hyperbolic mixed problem with a given boundary condition and initial condition. For example, for (3.27) this is the following problem:
The solvability criteria base on the characteristics method. Since , the problem (3.29) has a unique classical solution; in addition the explicit representation is possible for it (see [20, §3.2.1]). From this representation it follows that .
Then and are defined as classical solutions to the problems
, respectively. Since and , the solvability conditions are satisfied for these problem. Moreover, thanks to (2.5), the gluing condition at the origin is fulfilled in the problem (3.27).
Thus, the problem (3.27) has a unique classical solution, and, interestingly, the continuity condition and the Kirchhoff condition are simultaneously satisfied at the graph vertex. In the same way, we justify the existence and uniqueness of the classical solution to the problem (3.28) (now due to (2.8)), for which the continuity condition and the Kirchhoff condition are also satisfied.
Having found these solutions, we can uniquely determine both solutions to the problems (3.12) and (3.13) and solutions to the problems
for , and for , respectively. Since the right-hand sides in the problem (3.31) are uniformly bounded with respect to and have compact supports, the corresponding solutions and have the following asymptotics uniform with respect to :
for , and . It is easy to verify that and have similar uniform asymptotics as well. In addition,
for , and .
It follows from the differential equations (3.17) and (3.18) that and are defined in terms of the second derivatives of and . This means that and , as well as the other coefficients, must be infinitely differentiable. Therefore, additional smoothness of the given functions and additional matching conditions are necessary, namely
belong to the class in their domains of definition, the function is infinitely differentiable in ,
for each and
Using the explicit representation and additional assumptions, it can be verified that and for each . This means also that for , and .
The influence of the interaction on the node boundary begins to manifest itself from the coefficient that is a solution to the problem (3.19) for , . In this case, the solvability condition (3.25) for has the non-zero right-hand side
The coefficients form a solution to the problem
As before, is a solution to the corresponding hyperbolic mixed problem. But now, since , we cannot additionally satisfy the continuity condition at the vertex, as for the problems (3.27) and (3.28). Following approach of [21], we propose the weighted incoming concentration average in the boundary conditions for and , namely
Taking into account the assumptions made in Remark 3.5, we check the validity of the classical solvability criteria and the infinitely differentiability of solutions.
Thus, the problem (3.35) has a classical solution. This means that the solvability condition both for the problem to define (the problem (3.22) for and ) and for the Neumann problem (3.18), (3.9) and (3.10) to define is satisfied. In addition, since uniformly in decreases exponentially to zero (see (3.32)) and the other summands in the right-hand side
in the problem (3.22) are uniformly bounded with respect to and have the compact supports, the solution to the problem (3.19) has the following asymptotics uniform with respect to :
It is easy to verify that
Next, assuming that all coefficients
are determined and that they and their derivatives in t vanish at , we first determine the value by (3.26), then the coefficients
as a solution to the problem
then for each the coefficient as a solution to the corresponding Neumann problem (3.18), (3.9), (3.10);
and finally, the coefficient as a solution to the problem (3.19), which has the following asymptotics uniform with respect to :
where is defined in (3.20), , and .
In addition, it is easy to verify that all these coefficients vanish at .
Unfortunately, the regular ansatzes and don’t satisfy the boundary conditions at the bases and , respectively. Therefore, we must run the boundary-layer parts (3.3) of the asymptotics compensating the residuals of the regular one at and .
It is additionally assumed that the component of the vector-valued function is independent of the variable in a neighborhood of (). This is a technical assumption. In the general case, the function must be expanded in a Taylor series in a neighborhood of the point .
Substituting (3.3) into the differential equation and boundary conditions of the problem (2.7) in a neighborhood the base of the thin cylinder and collecting coefficients at the same powers of ε, we get the following problems:
for , , . In this sequence of problems, , , ,
Using the Fourier method, we find solutions to these problems step by step, e.g.,
Since and the factor near are bounded with respect to ,
uniformly in , where . Obviously, .
Thus, we can successively determine all coefficients of the ansatzes (3.1)–(3.3).
Justification and asymptotic estimates
With the help of the smooth cut-off functions (see (3.21)) and
where δ is a sufficiently small fixed positive number such that vanishes in the support of , and the ansatzes (3.1)–(3.3), we construct the following series in :
where γ is a fixed number from the interval ,
and the parts of the thin graph-like junction are defined as follows
Take any and and denote by the partial sum of (4.2) (see Definition 3.1). Based on the properties of the coefficients of the series (3.1)–(3.3) proved above, we have
In
and due to (3.17) and (3.18) this partial sum satisfies the differential equation
where
for . Thanks to our assumptions,
where the constant is independent of ε.
Hereinafter, all constants in inequalities are independent of the parameter ε.
In and the partial sum additionally contains the partial sum of the boundary-layer ansatz (see (4.2)). Therefore, residuals from this partial sum in the corresponding differential equation are the sum of the terms , where is estimated in the same way as in (4.6) , and
The supports of summands in the second and third lines coincide with , where the functions exponentially small as ε tends to zero (see (3.42)). Therefore, residuals from in the differential equation in are also of order for sufficiently small ε.
Using (3.9) and taking the zero Neumann boundary condition for the solutions (see (3.40)) into account, we have
where the lateral surfaces , ,
and there are positive constants and such that for all
In addition, the functions vanish at circular strips on the lateral surfaces of the thin cylinders near their bases , since the functions and vanish there.
Now it remains to calculate and estimate residuals left by in the differential equations in the thin and small cylinders , , and in the boundary conditions on their lateral surfaces. Since , vanish there,
on the corresponding lateral surface of . Similar to (4.4) and (4.10), but now taking into account Remark 3.4, we find
The terms in the first line of the right-hand side of (4.13) are of order . The rest of the terms are localized in the support of . Therefore, using the Taylor formula for the functions at the point and the formula (3.21), the summands in the other lines of (4.13) can be rewritten as follows
Taking into account (3.21) and (3.39), the maximum of and over
are of order , i.e., these terms exponentially decrease as the parameter ε tends to zero. Thus, the right-hand side of (4.13) is of order , and these values are infinitesimal as , since , , and . In addition, if , then , and therefore, . In what follows, we consider the parameter
It should be noted here that and .
As was noted in Remark 4.1, constants in inequalities are independent of ε, but they depend on the value of the parameters M, α, γ, and i. In what follow we indicate only the dependence of M and use the same notation for all constants.
Let assumptions made in Section
2
, in Remark
3.5
and (
4.14
) hold. Then the series (
4.2
) is the asymptotic expansion for the solutionto the problem (
2.7
) in both the Banach spaceand the Sobolev space; and for anyandthere existandsuch that for allthe estimatesandare satisfied, whereis the partial sum of the series (
4.2
),, andis the Lebesque measure of.
1. From calculations above it follows that the partial sum leaves the biggest residuals in , . Therefore, taking into account the estimates of residuals carried out in this section, the difference between the partial sum of (4.2) and the solution to the problem (2.7) satisfies the following relations:
where for , the residual is determined in (4.8) and satisfied the estimate (4.9),
From the maximum principle proved in [20, Lemma 5.1] for parabolic problems in thin graph-like junctions, we obtain
Since M is an arbitrary natural number and , the inequality (4.18) means, based on Definition 3.1, that the series (4.2) is the asymptotic expansion of the solution in .
The partial sum contains terms that are infinitesimal with respect to for . Therefore, from (4.18) it follows the inequality
where ; it is easy to verify that .
2. We multiply the differential equations (4.16) and (4.17) with and integrate them over the corresponding domain and over , where τ is an arbitrary number from . Integrating by parts and taking into account the boundary conditions and the initial condition for , (4.10), (4.9), and the volume of the domains being integrated over, we derive
Owing to the assumptions for the vector field , in particular the incompressibleness of in and the Dirichlet conditions for on ,
Using (4.18), we derive from (4.20) and (4.21) the inequality
The inequality (4.22) implies that the series (4.2) is the asymptotic expansion of the solution in the Sobolev space . It should be emphasized that for any function from the Sobolev space whose traces on the bases are equal to zero (for more detail see [18, Section 2]). From (4.22) follows (4.15), with the rescaled -norm on the left side. □
For applied problems it is not necessary to construct a complete asymptotic expansion of the solution. It is sufficient to approximate the solution to the required accuracy. Weaker assumptions about the smoothness of the coefficients and the given functions are then required. For instance, let us consider case when . Then, writing (4.19) and (4.15) for , we get
and
where γ is a fixed number from the interval . The partial sum
where the coefficients , and form classical solutions to the problems (3.27), (3.28) and (3.35), respectively; the terms , , and are determined in (3.41); and , , and are solutions to the problem (3.19) for the corresponding values of the indices p and k.
To obtain the estimate (4.23), it is necessary to construct the partial sum that additionally contains the coefficients , , and . This means that , and must have and smoothness, respectively, on the corresponding edges of the graph (see Remark 3.5). To derive (4.24), the partial sum should be constructed and, as a result of which additional smoothness of the coefficients is required. Therefore, the following statements hold.
Letand, in addition to the assumptions made in Section
2
the functionsbelong to the smoothness classin their domains,, and
1. We have studied the influence of large boundary interactions on the asymptotic behaviour of the solution to the problem (2.7). The constructed asymptotic expansion has revealed the dependence of the solution on the parameters ε and α and other parameters of the problem (the geometric structure of the thin junction, including the local geometric irregularity of the node, through the constants and the values in the relations (3.25) and (3.26)). The principal part of the Puiseux asymptotic expansion (4.2) shows that the physical processes on the lateral surfaces of thin cylinders do cause cardinal changes in the global behavior of the solution (it becomes larger as the parameter ε decreases). From a physical point of view, it is advisable to consider the parameter α from the interval , since for smaller values of the parameter α the solution becomes too large, indicating the instability of the transport process in this case.
The approximation constructed for the case indicates that
the principal coefficients are directly affected by the boundary interactions on the lateral surfaces of the thin cylinders through the solutions , respectively;
the coefficients take into account the inhomogeneous Dirichlet conditions on the bases of the thin cylinders;
and only the coefficients begin to feel the influence of the node boundary condition and physical processes inside the node through the value (see (3.34)), which depends on both the interaction on the node boundary and on the solution .
The node-layer solutions , , and ensure the smoothness of the approximation at the node, while the boundary-layer solutions , , and ensure the fulfillment of the boundary condition at the base of the thin cylinder , .
The estimates (4.15) and (4.19), proved in Theorem 4.1, allow us to construct approximations of the solution with a given accuracy with respect to the small parameter ε, which indicates the efficiency and usefulness of the proposed asymptotic approach.
2. In the case when different intensities of boundary processes are observed in different parts of the boundary of a thin network, it is necessary to consider the corresponding intensity parameters. For example, , , respectively for the lateral surfaces of the thin cylinders , , , and for the node boundary. Then, for instance, the regular part of the asymptotics in each thin cylinder will have the form
The ansatz (5.1) shows that if is less than , , , then activities at the node boundary can cause crucial changes in the entire transport process in a thin network.
Footnotes
Acknowledgements
The authors thank for funding by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) – Project Number 327154368 – SFB 1313.
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