A steady-state convection-diffusion problem with a small diffusion of order is considered in a thin three-dimensional graph-like junction consisting of thin cylinders connected through a domain (node) of diameter , where ε is a small parameter. Using multiscale analysis, the asymptotic expansion for the solution is constructed and justified. The asymptotic estimates in the norm of Sobolev space as well as in the uniform norm are proved for the difference between the solution and proposed approximations with a predetermined accuracy with respect to the degree of ε.
1. Convection-diffusion problems have recently attracted a lot of attention in the research literature (see e.g. recent monograph [23] and references there). In [13] many applied problems, where convection-diffusion equations involve, are indicated; these are both the drift-diffusion equations for modeling semiconductor devices and the Black–Scholes equation from financial modeling. Here one can also mention heat transfer and chemical concentration models, image processing in computer graphics and medical applications, simulations of multiphase flows and material crystallizations involving convection-diffusion equations. In [13] it also noted that “accurate modeling of the interaction between convective and diffusion processes is the most common and difficult problem in the numerical approximation of partial differential equations.”
In general form a steady-state convection-diffusion equation is as follows:
where u is the concentration for mass transfer, D is the diffusion matrix, is the velocity field that the quantity is moving with, f describes sources of the quantity u, is the gradient of u. If the velocity field is described as an incompressible flow, i.e., , then the equation is simplified: .
In the case when the Péclet number is large, that is, when diffusion is very small, then there is a small parameter ε near the diffusion terms
and the convection terms have a dominant and strong influence on the solution when ε is close to zero. Obviously, that the thorough justification both numerical approximations and asymptotic approximations for solutions to such convection-dominated problems is more hard task. The reason is that the corresponding solutions have boundary layers, i.e., there are narrow areas where solutions are bounded regardless of ε, but where their derivatives are large [23, Section 1.1].
In the majority of works devoted to error estimates for numerical approximations of convection-dominated problems with the Dirichlet boundary conditions, global estimates are proved in the weighted energy norm (see e.g. [23, Section 4.2.1], [24]). But, as was noted in [6] these bounds are not robust and in [23, Section 4.2] one points out that “It is in general difficult to derive sharp bounds on derivatives of solutions of convection-diffusion problems inside characteristic boundary and interior layers.” Error estimates for convection-dominated problems with mixed boundary conditions are missing.
2. Our work deals with the construction of the complete asymptotic expansion for the solution to a steady-state convection-dominated problem in a thin three-dimensional graph-like junction consisting of three thin cylinders connected through a domain (node) of diameter . In addition, we consider the Dirichlet boundary conditions on the bases of the thin cylinders and the perturbed Neumann type boundary condition
on the lateral surfaces, in which the flows of both the convective and diffusion parts are involved. The aim is to gain a fundamental understanding of how surface interactions influence transport processes in different media, including porous ones (a material consisted of solid and voids (cavities, channels or interstices)).
To construct the asymptotic expansion for the solution, we use the approach developed in our papers [7,8,12]. Here we have adapted this method to non-self-adjoint boundary value problems with a small parameter at the highest derivatives. The expansion consists of 3 parts, namely, the regular part of the asymptotics located inside of each thin cylinder, the inner part of the asymptotics discovered in a neighborhood of the node, and the boundary-layer asymptotics near the base of one thin cylinder. The principal new feature and novelty of this paper in comparison with the papers mentioned above are the following two points.
The terms of the inner part of the asymptotics are special solutions of boundary-value problems in an unbounded domain with different outlets at infinity. And if in the previous problems considered in [7,8,12] such solutions had polynomial growth at infinity, now they should stabilize at each outlet to some constant. The necessary and sufficient conditions for the existence of such solutions are proved in Section 3.2, moreover, it is shown that this stabilization is exponential.
Secondly, an a priori estimate for the solution of this convection-dominated problem in the usual energy norm of the Sobolev space is proved in Theorem 4.1 under additional reasonable assumptions for the velocity field . With the help of this estimate we justify the constructed asymptotics and prove estimates for the difference between the solution of the original problem and asymptotic approximations with a predetermined accuracy with respect to the degree of ε.
It should be stressed that the error estimates are very important both for justification of adequacy of one-dimensional models that aim at description of actual three-dimensional thin bodies and for the study of boundary effects and effects of local (internal) inhomogeneities in applied problems. We also hope that the a priori estimate proved here will help to construct robust numerical approximations for convection-dominated problems.
3. Investigations of various physical and biological processes in thin channels, junctions, and networks are urgent for numerous fields of natural sciences (see e.g. [21,22]). We refer the reader to [8] for the review of different asymptotic approaches to study boundary-value problems in thin graph-like domains. Here we mention some papers connected to convection-diffusion problems in thin tubular structures.
An asymptotic expansion is constructed with a draft justification for the solution to a convection-diffusion equation , with very specific structures of the diffusion and the velocity field in a -thin tubular structure in [3]; the Neumann condition, which involved only flux of the diffusion part, is posed on the lateral boundary and inflow and outflow concentrations are given at the ends of thin bars.
In [18] the leading terms of the asymptotics are constructed for the solution to a stationary convection-diffusion equation defined in a thin cylinder that is the union of two nonintersecting cylinders with a junction at the origin. In each of these cylinders the coefficients are rapidly oscillating functions that are periodic in the axial direction, and the microstructure period is of the same order as the cylinder diameter. On the lateral boundary of the cylinder the Neumann boundary condition, which involved only flux of the diffusion part, is considered, while the Dirichlet boundary conditions are posed at the cylinder bases.
Convection-diffusion problems can be obtained from linearization Navier–Stokes equations with a large Reynolds number. The method of the partial asymptotic domain decomposition was applied to study the Navier–Stokes flow in thin tube structures in [19,20]. Asymptotic analysis of the steady incompressible flow of a Bingham fluid in a thin T-like shaped plane domain, under the action of given external forces and with no-slip boundary condition on the whole boundary, is made in [2].
4. After the statement of the problem in Section 2, the paper is organized as follows. Section 3 deals with the construction formal asymptotic expansions for the solution to the problem (2.5) in different parts of the thin graph-like junction. In particular, as was noted above, we introduce a special inner asymptotic expansion in a neighborhood of the node, determine its coefficients and study some their properties as solutions to corresponding boundary-value problems in an unbounded domain in Section 3.2. Writing down the solvability conditions for such problems, Kirchhoff conditions are derived at the vertex of the graph for terms of the regular expansion, in particular, the limit problem on the graph is obtained in Section 3.2.1. In Section 4, we construct a complete asymptotic expansion in the whole thin graph-like junction and prove the corresponding asymptotic estimates. In Conclusion the obtained results are analyzed and research perspectives are considered.
Statement of the problem
The model thin graph-like junction consists of three thin cylinders
that are joined through a domain (referred in the sequel “node”). Here ε is a small parameter; ; the constant are positive; the symbol is the Kroneker delta, i.e., and if .
Denote the lateral surface of the thin cylinder by
and by
its cross-section at the point .
The node (see Fig. 1) is formed by the homothetic transformation with coefficient ε from a bounded domain , i.e., . In addition, we assume that its boundary contains the disks , and denote .
The node .
Thus the model thin graph-like junction (see Fig. 2) is the interior of the union and we assume that the surface is smooth.
The model thin graph-like junction .
We can consider more general thin graph-like junctions with arbitrary orientation of thin cylinders and their number can be also arbitrary (see [7]). But to avoid technical and huge calculations and to demonstrate the main steps of the proposed asymptotic approach we consider the model thin junction , in which the cylinders are placed along the coordinate axes.
The given vector-valued function depends on the parts of and has the following structure:
Here
All components of the vector-valued function are smooth and bounded in . In addition, the functions are equal to constants in neighbourhoods of the origin, respectively; the other components of the vector-functions , , have compact supports with respect to the corresponding longitudinal variable in ; and
These assumptions are natural and mean than the velocity field enters in the thin cylinder and outgoes from the other cylinders and .
In , we consider the following the convection-diffusion problem:
where is the conormal derivative of u; is the outward unit normal to ; the given constants are positive; for each the given function belongs to the space . Also, the diffusion matrix depends on the parts of the thin junction , namely,
In addition, all matrices are symmetric, i.e., for all we have , and there exist positive constants , and such that for all , , and
and their elements are smooth in all variables and bounded in . From (2.6) it follows that the constants are positive.
For any functions , Green’s formula hold, i.e.
and
where and . Formulae (2.7) and (2.8) mean that the operator is formal adjoint of .
A function such that for is called a weak solution to the problem (2.5) if
for any function , where .
It follows from the theory of linear elliptic boundary-value problems that, for any fixed value of ε, the problem (2.5) possesses a unique weak solution. Indeed, if there are two solutions to the problem (2.5) then their difference, the function , is a weak solution of
This problem is adjoint to the problem
Due to our assumptions and the result of problem 3.1 [4, Section 3] the solution to the problem (2.11) is trivial. Therefore, employing the Fredholm theory, we can state that there is a unique weak solution to the problem (2.5).
Our aim is to construct the asymptotic expansion for the solution , to derive the corresponding limit problem , and to prove the corresponding asymptotic estimates.
Formal asymptotic expansions
Regular part of the asymptotics
We seek it in the form
For each , the ansatz is located inside of the thin cylinder and their coefficients depend both on the corresponding longitudinal variable and so-called “quick variables” .
Formally substituting into the corresponding differential equation of problem (2.5), into the boundary condition on the lateral surface of the thin cylinder , and collecting terms of the same powers of ε, we obtain
and
where , the symbol “′” denotes the derivative with respect to , , is the outward unit normal to the boundary of the disk ,
and
Equating the coefficients of the same powers of ε in (3.2) and (3.3), we deduce recurrent relations of boundary-value problems. The problem for is as follows:
Here the variable is regarded as a parameter from ,
For each value of , the problem (3.5) is the inhomogeneous Neumann problem in the disk with respect to the variable . Writing down the necessary and sufficient condition for the solvability of problem (3.5), we get the following differential equation for the coefficient :
Let be a solution of (3.6). Then, there exists a solution to problem (3.5) and the third relation in (3.5) supplies its uniqueness.
For determination of the other coefficients , we get the following problems:
Repeating the previous reasoning and taking into account the third relation in (3.5), we find
whence
where constants will be defined later. Then the solution to problem (3.7) is uniquely determined and problem (3.7) can now rewritten as follows:
Since the functions have compact supports, the coefficients vanish in the corresponding neighborhoods.
Besides, as the functions are constant in neighborhoods of the origin, the coefficients are also constant in the same intervals.
Inner part of the asymptotics
To uniquely define the coefficients we should launch the inner part of the asymptotics for the solution to problem (2.5). For this purpose we pass to the variables . 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 semibounded cylinders
i.e., Ξ is the interior of the set (see Fig. 3).
Domain Ξ.
For parts of the boundary of the domain Ξ we introduce notation
The following ansatz is proposed
Substituting into the corresponding differential equation of problem (2.5), into the boundary condition on , collecting terms of the same powers of ε taking into account the second part of Remark 3.1, we get for each the following relations:
where , is the outward unit normal to , if ,
(the coefficients are positive constants due to our assumptions), if , if , if , and if . Relations in the third line of (3.11) appear by matching the regular and inner asymptotics in a neighborhood of the node, namely the asymptotics of the terms as have to coincide with the corresponding asymptotics of terms of the regular expansions (3.1) as , respectively.
Thus, we must find a solution to the problem (3.11) so for each it stabilizes to the constant as in the outlet . We look for a solution to the problem (3.11) with a fixed index in the form
where is a cut-off function such that , if and if . Then has to be a solution to the problem
and has to satisfy the conditions:
where ,
Hereafter, to simplify the formulas, we omit the conjugation conditions on .
Boundary-value problems in unbounded domains are well studied (see e.g. [1,9,10,14–17]). We will use the approach proposed in [17, Section 2.2] and [15, Section 3].
Let us define a weighted Sobolev space , where , as the set of all functions from with the finite norm
where ϱ is a smooth function such that
There existssuch that for allthe problem (
3.13
)–(
3.14
) has unique solution in the spaceif and only if the equalityis satisfied. The equality (
3.16
) is equivalent to
As follows from [17, Section 2.2] and [15, Section 3], we should consider in each cross-section of the semi-cylinder the following spectral problem (for definiteness, the case is considered)
Here i is the imaginary unit, .
Obviously, that is an eigenvalue of (3.18) and is the corresponding eigenfunction. Let us show that there is no adjoint function. Really, if is the eigenfunction and is an adjoint function, then it must be a solution to the Neumann problem
but this is impossible.
Now we will prove that only one eigenvalue of the spectral problem (3.18) lies on the real axis. Assume that there is another eigenvalue of (3.18) and Φ is an eigenfunction corresponding to μ. Then it easy to verify that the function
is a solution to the problem
Let , where , . Then the function
is also a solution to the problem (3.20). But is periodic in and according to the maximum principle (see, e.g., [4]) it must be constant. This is possible if and only if .
The spectrum of the problem (3.18) is discrete (see [5]). In addition, there are no eigenvalues of this problem in any strip if is big enough. Indeed, multiplying the differential equation of the problem (3.18) by , integrating by parts and taking (2.6) into account, we derive
The right-hand side in the inequality (3.21) is negative for sufficiently large (recall that the constant coefficient is positive). Hence, this inequality is possible only in the case .
Considering the facts obtained above, we conclude that there exists such that in the strip there is only one eigenvalue of the problem (3.18) and the corresponding eigenfunction has no adjoint functions (generalized eigenvectors).
As follows from [15, Section 3], a necessary and sufficient condition the unique solvability of the problem (3.13)–(3.14) in the space , where , is the equality (3.16) that is equivalent to (3.17). □
Thus, if we can choose functions so to satisfy condition (3.17), then problem (3.11) has a unique solution that exponentially stabilizes to the constant in each semi-cylinder .
Limit problem
Relations (3.6) and (3.17) form the problem
where , which is called limit problem for problem (2.5). The last two equalities in (3.22) appeared thanks to the boundary conditions on and in (2.5).
From the differential equations in problem (3.22) we find
To satisfy the boundary conditions in (3.22), we take
and to satisfy the Kirchhoff condition in (3.22), we should choose
Thus, the limit problem has the unique solution. Next we can uniquely determine the first term of the inner asymptotic expansion (3.10) as the corresponding solution to problem (3.11) with . For each the coefficient is a unique solution to problem (3.5) that now can be rewritten in the form
Then, sequentially, we can uniquely determine all coefficients as solutions to the corresponding problems (3.9).
In addition, we can determine all coefficients with the help of formula (3.8). In order to unambiguously find the corresponding constants , we put the ansatz (3.1) with in the boundary conditions on and . Appealing to the first part of Remark 3.1, we get and for . From these relations and (3.8) we find that
We choose the remaining constants in such a way that the solvability conditions (3.17) are satisfied. Now appealing to the second part of Remark 3.1, we obtain from (3.8) that
Then, from (3.17) we deduce that
Since for each the solvability conditions (3.17) is fulfilled, there exists a unique solution to problem (3.11). Thus, we have uniquely determined all coefficients of the inner expansion (3.10).
It remains to satisfy the boundary condition on the base of the thin cylinder . For this we should launch the boundary-layer asymptotics.
Boundary-layer part of the asymptotics
We seek it in the form
in a neighborhood of .
We additionally assume that component of the vector-function are independent of the variable in a neighborhood of , i.e.,
in a neighborhood of . This is a technical assumption. In the general case, the coefficients need to be expanded in the Taylor series in a neighborhood of the point .
Substituting the ansatz (3.25) into (2.5) and collecting coefficients with the same powers of ε, we get the following mixed boundary-value problems:
where the matrix is determined in (3.4), , , ,
For each index , with the help of the Fourier method, we determine the solution
of problem (3.26). Since and , the solution tends to zero as .
Complete asymptotic expansion and its justification
Thus, we can successively determine all coefficients of series (3.1), (3.10) and (3.25). With their help, we construct the following series:
where
are smooth cut-off functions defined by formulas
and δ is a sufficiently small fixed positive number.
To justify the asymptotics constructed above we additionally assume that
where , , ;
and the velocity field is conservative in the node and its potential p is a solution of the boundary-value problem for the Laplacian
where is the derivative along the outward unit normal to .
Obviously, that due to (4.5) the Neumann problem (4.6) has a weak solution. It is not unique and for its uniqueness we will regard that . Thus,
It is well known that the Laplacian of a velocity potential is equal to the divergence of the corresponding flow. Hence, is incompressible, i.e., in .
Let the velocity fieldbe conservative in, relations (
4.3
)–(
4.5
) hold, and functions. Then for a weak solution to the problemwe have the estimatewhere the constant C does not depend on.
Multiplying the differential equations of the problem (4.8) by and integrating by parts, we get
In view of the ellipticity conditions (2.6) and the Cauchy–Bunyakovsky–Schwarz inequality, we have
Due to the uniform Dirichlet conditions on the bases we deduce that
and with the help of the inequality
proved in [11], we obtain
Now let’s tackle the integral in the left-hand side of (4.11). It is equal to the sum of four integrals over the respective parts of the domain . Using the representation (4.7),
Now, for definiteness, consider the integral over the first cylinder and make the following calculations:
Summing all these integral and taking (4.3) into account, the inequality (4.11) can be rewritten as follows
whence, using the inequalities (4.10), we obtain
To complete the proof, we need to recall the assumption (4.4) and the inequality
which was proved in [12]. □
Hereinafter, all constants in inequalities are independent of the parameter ε.
Series (4.1) is the asymptotic expansion for the solution to the problem (2.5) in the Sobolev space, i.e.,whereis the partial sum of (
4.1
).
Take an arbitrary . Substituting the partial sum (4.17) in the equations and the boundary conditions of problem (2.5) and taking into account relations (3.5), (3.7), (3.11), (3.26) for the coefficients of series (4.1), we find
where
Due to the functions tend to zero as (see (3.27)) and the fact that the support of the derivatives of cut-off function belongs to the set , we arrive that
similarly we obtain that
It follows from (4.21) that there exist positive constants and such that
Using estimates (4.22)–(4.25) we obtain the following estimates:
Thus, the difference satisfies the following relations:
This means that the series (4.1) is a formal asymptotic solution to the problem (2.5). Considering the estimate (4.9), we get the asymptotic estimate (4.16) and prove the theorem. □
The differences between the solutionof problem (
2.5
) and the partial sum(see (
4.17
)) admit the following asymptotic estimates:In thin cylinders, the following estimates hold:in addition,whereand
In the neighbourhoodof the joint, we get estimates
In the neighbourhoodof the base, we have
Using the smoothness of the functions and the exponential decay of the functions and , at infinity, we deduce the inequality (4.31) from estimate (4.16) at :
The estimate (4.32) can be proven similarly with the help of (4.16) at and the -norm of corresponding terms.
Again with the help of estimate (4.16) at , we deduce
whence we get (4.33).
Using the Cauchy–Buniakovskii–Schwarz inequality and (4.33), we obtain inequalities (4.34). Since the space continuously embedded in , from (4.34) it follows inequalities (4.35).
From inequalities
it follows more better energetic estimates (4.36), (4.37) in a neighbourhood of the joint and in a neighbourhood of the base . □
Conclusion
1. In this paper, we have presented asymptotic analysis of transport phenomena in non-homogeneous environments that can fill thin cracks, channels and junctions between them. In Section 3, formal asymptotic expansions are constructed under general classical assumptions for the velocity field . Here we wanted also to study the influence of surface transport phenomena on the lateral surfaces of the thin cylinders, in which the flows of both the convective and diffusion parts are involved. This influence is taken into account through the terms of the regular asymptotics, which are the solutions of the problems (3.9), respectively. The impact also manifests itself in the limit problem (3.22) through the given functions (the right-hand sides in the Neumann type conditions in the problem (2.5)).
The local geometric irregularity of the node and physical processes inside do not affect the view of the limit problem. However, these ones are taken into account by the terms of the inner asymptotics, which are solutions to the problems (3.11).
Due to a small diffusion the limit problem (3.22) consists of three first order differential equations on the graph with the special Kirchhoff condition at the vertex and with only two boundary conditions at the corresponding ends of this graph. This is in complete agreement with asymptotic theory of boundary value problems with a small parameter at the highest derivatives (in the limit, such problems turn into problems of a lower order). As simple examples show (see e.g. [23, Section 1.1], where one-dimensional convection-dominated problem was considered) such solutions have boundary layers near some parts of the domain boundary. In our case it is the base of the thin cylinder . Therefore, we introduce the boundary-layer expansion (see Section 3.3) in a neighborhood of the base in order to satisfy the boundary condition and to neutralize the discrepancies from the regular part of the asymptotics.
2. An important task of each proposed asymptotic approach is its stability and accuracy. This is provided by proving a priori estimates for solutions. In addition, such estimates help to obtain the error estimate between the constructed approximation and the exact solution and hence to analyse effectiveness of the proposed asymptotic method (or numerical one).
Proving such estimates for convection-dominated problems can demand additional restrictions on coefficients of the equation (see e.g. [23, Lemma 4.14], where an a priori estimate for two-dimensional problem with the Dirichlet boundary condition in the weighted energy norm was proved). For our problem we additionally imposed conditions (4.3)–(4.6) for the velocity field . The conditions (4.3) are restrictions on the components of in the axial directions of the thin cylinders and mean that the convective terms really dominate significantly in these directions. At the same time, it follows from (2.1)–(2.3) that the diffusion terms and convection ones are the same order in the perpendicular direction to the lateral surfaces of thin cylinders, and the conditions (4.4) mean that diffusion processes prevail in this direction. In the node the velocity field is conservative and incompressible and (4.5) signifies that the flow entering the disk of the node boundary from the first thin cylinder is equal to the sum of flows outgoing from the second and third disks into the other thin cylinders.
3. The results obtained in Theorem 4.2 and Corollary 4.1 show that convection-diffusion problems on graphs do not correctly model real processes in thin graph-like junctions, because they do not take into account local geometric heterogeneities of nodes and physical processes inside, and the behaviour of solutions near bases of some thin cylinders. It means that the perturbed boundary-value problem (2.5) cannot be replaced by the corresponding 1-dimensional limit problem (3.22) on the graph from physical point of view. The estimate (4.32) shows that the zero approximation
contains terms from both the internal and boundary-layer asymptotics. Thus, the main our conclusion is as follows:
In parallel with the limit problem, the problems for the first termsandof the inner and boundary-layer asymptotics should be necessarily considered.
4. For convection-diffusion problems it is very important to know the behaviour of the solution gradient. Thanks to estimates (4.33), (4.37) and (4.36), we get the zero-order approximation of the gradient (flux) of the solution
in each cylinder , ,
in the neighbourhood of the node, and
in the neighbourhood of the base .
Also, finding the concentration of a substance at each point is especially important for applied problems; just the uniform pointwise estimates (4.35) show how to find it without knowing the exact solution.
5. The method proposed in the present paper can be used for the asymptotic investigation of convection-diffusion problems in thin graph-like junctions with more complex structures (e.g., variable thickness of thin curvilinear cylinders, perforated thin cylinders). It would also be very interesting to consider the case when the velocity field is not conservative, or incompressible in the node.
Footnotes
Acknowledgements
The first author is very grateful to Professor Christian Rohde for bringing the author attention to convection-diffusion problems in thin graph-like junctions, as well as for the hospitality and excellent working conditions at Stuttgart University, where this study was started in January 2020 under the support of the SFB 1313 center of the University of Stuttgart.
This work has been supported by the Grant of the Ministry of Education and Science of Ukraine for perspective development of a scientific direction “Mathematical sciences and natural sciences” at Taras Shevchenko National University of Kyiv.
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