Abstract
We introduce new necessary conditions for the existence and uniqueness of stationary weak solutions and the existence of the weak solutions for the evolution problem in the system arising from the modeling of the bioconvective flow problem. Our analysis is based on the application of the Galerkin method, and the system considered consists of three equations: the nonlinear Navier–Stokes equation, the incompressibility equation, and a parabolic conservation equation, where the unknowns are the fluid velocity, the hydrostatic pressure, and the concentration of microorganisms. The boundary conditions are homogeneous and of zero-flux-type, for the cases of fluid velocity and microorganism concentration, respectively.
MSC:
35Q35; 76Z05; 35Q30; 76D05
1. Introduction
In this paper, we consider the analysis of the existence of solutions for the governing equations modeling the bioconvective flow problem. In order to define the system, we consider a bounded and regular domain with rigid boundary where the outward normal unitary vector to is given by . The flow induced by the upward swimming of certain microorganisms in and during an interval of time is given by the following system [1]:
where is the velocity of the fluid; q is related to the pressure and defined by with p the hydrostatic pressure and g the acceleration gravity constant; m is related to the local concentration of the microorganisms c and defined by with k a positive constant; is a positive constant defined as follows with and the densities of the fluid and the microorganisms, respectively; is the viscosity of the fluid; is the unit vector in the vertical direction; is the external source; is a constant defining the diffusion rate of microorganisms; and U is the average velocity of swimming for the microorganisms. Moreover, the notations ∇, , , and denote the gradient, Laplacian, divergence, and convection operators, respectively.
The system (1)–(6) was derived by Y. Moribe [2] and independently by M. Levandowsky, W. S. Hunter, and E. A. Spiegel [3] (see also [1,4,5] for the mathematical analysis). More recently, some new bioconvective flow models have been introduced, for instance: [6] (see also [7]) considered a generalized model with a nonconstant viscosity and the symmetric part of the deformation rate tensor, and Tuval et al. [8] constructed a mathematical model by considering as an additional unknown variable: the oxygen concentration (see also [9,10,11]).
In order to study the well-posedness of (1)–(6), we applied the Galerkin method twice. Firstly, we study the existence and uniqueness of solutions for the stationary problem by using the Galerkin method. Then, we study the existence of the evolution problem by combining the Galerkin method and perturbation arguments in a neighborhood where the stationary problem is well-posed. As a consequence of our analysis, we obtained the two main results: (i) we proved the existence and uniqueness of weak solutions for the stationary problem associated with (1)–(6) (see Theorem 1); (ii) we proved the existence of solutions of the evolution problem (see Theorem 3). We also proved the existence of weak solutions of a transformed problem defined as a change of variable for the stationary problem associated with (1)–(6) (see Theorem 1).
In this paper, we introduce two necessary conditions. The first one was assumed to obtain the uniqueness of weak solutions of the stationary problem associated with (1)–(6), and the second one is a necessary condition condition for the existence of weak solutions of the evolution problem (1)–(6). To be more specific, we proved the existence of stationary solutions assuming that the external force is of regularity and the coefficients satisfy the inequality:
with defined in (13) for .
To prove the uniqueness of weak stationary solutions, in addition to (7), we assumed that the parameters , and are small enough such that, for any stationary solution and some independent of , the inequalities:
are satisfied. To prove existence of weak solutions for the evolution problem, we considered that the stationary problem is solvable, the external force is of regularity, and the constants , and are small enough such that:
The condition (7) is the standard assumption considered for instance in [1,6,7]. However, to the best of our knowledge, the conditions (8) and (9) have not been considered before. Moreover, we remark that the assumption (8) improves the recent result given in [6], where the authors obtained the uniqueness assuming that stationary solution is small enough without a precise bound in terms of the parameters and the constant .
On the other hand, we mention two facts. The conditions (7)–(9) are useful in several situations, for instance in the implementation and analysis of the convergence for numerical methods approximating the stationary solution.However, we must clarify that there could be some situations where these conditions may not be valid. The authors of [12] deduced the existence of a weak solution for a generalized bioconvective model by uniquely considering the condition instead of (7)–(9).
The paper is organized as follows. In Section 2, we introduce the notation, some previous results, and the general assumptions. In Section 3, we study the well-posedness and the stationary problem. In Section 4, we study the existence of weak solutions of the evolution problem. Finally, in Section 5, we give some conclusions and challenges.
2. Preliminaries
2.1. Functional Framework
We use the standard notation of functional spaces, which are used in the analysis of Navier–Stokes and the related equations of fluid mechanics; see for instance [13,14,15]. To be more precise, we considered the Lebesgue, Sobolev, and Bochner spaces. The Lebesgue space for is defined by:
where:
We recall that the spaces are Banach spaces with the norm given in (10) and is a separable Hilbert space. For and , the Sobolev spaces are defined as follows:
In particular, when , we use the notation . The spaces of vector-valued functions are defined in the usual componentwise sense and are denoted by bold symbols, for instance , and . Let X be a Banach space and . The Bochner spaces are defined as follows:
where:
Moreover, we considered the following spaces and notation:
We notice that is the space of smooth solenoidal vector fields with compact support on .
2.2. Some Classical Inequalities
We use some classical inequalities and Sobolev embeddings with the appropriate notation. To be more precise, we use the notation in the following three inequalities:
- (i)
- The Young and Cauchy inequalities. Let us consider such that , then:which are called the Young and Cauchy inequalities. We observe that, when , the inequality (12) is reduced to the standard Cauchy inequality;
- (ii)
- The Poincaré inequality. Let be a connected, bounded Lipschitz domain, then the estimate:is satisfied for a positive constant depending only on p and . For a generalized version of the Poincaré inequality on , we refer to Proposition III.2.39 in [14];
- (iii)
- The Gagliardo–Nirenberg inequality. Let be a bounded Lipschitz domain, then there exists a positive constant depending only on q and such that:Other forms of the Gagliardo–Nirenberg inequality were given for instance on Proposition III.2.35 of [14], and for a recent review, we refer to [16].
Moreover, we considered the continuous embedding of in for some to be a bounded Lipschitz domain, or equivalently, we have that the estimate:
is satisfied for a positive constant .
2.3. The Stokes Operator and the Friedrichs Extension
The notation is used for the Stokes operator defined with P the orthogonal projection of onto induced by the Helmholtz decomposition of . We recall that A has the following properties: linear, unbounded, positive, self-adjoint, and characterized by the identity:
where is the standard scalar product in .
The Friedrichs extension is denoted by and is defined from to X by for all with:
and the orthogonal projection of onto X. The operator is an unbounded linear and positive self-adjoint operator and satisfies the inequalities:
for all We refer to [1] for other properties on A and .
2.4. The Trilinear Forms and
Let us consider from to and from to . defined as follows:
The applications and are well-defined trilinear forms with the following properties:
for all , and .
3. The Stationary Problem
The stationary problem associated with the bioconvective system (1)–(6) is defined as follows: given , find the functions such that:
Our analysis is based on recalling and adapting the results of Boldrini et al. [6] (see also [1]). Indeed, we introduce the change of variable:
and we obtain that the problem (24)–(29) can be rewritten as follows:
The deduction of (31)–(36) is straightforward by noticing that in and on . Then, we use the concept of the weak solution for (31)–(36).
Definition 1.
Proof.
The proof is made by using the Galerkin method. Let us consider a Schauder basis for and for B. For each , we define the spaces and and consider the Galerkin approximations:
satisfying the approximate problem:
Applying the Galerkin method requires proving two facts: the existence of satisfying (41) and (42) for each and the convergence of along subsequences to the weak solution of (31)–(36).
We prove the existence of solutions for (41) and (42) by the application of Brouwer’s fixed point theorem. Let , and consider satisfying the linearized equations:
We note that (43) and (44) is a linear system with equations where the unknowns are the coefficients of the expansion and Thus, is uniquely defined, since is the only solution of the homogeneous system, i.e., when and . To prove this fact, we consider that is a solution of the homogeneous system. Then, multiplying (43) by and (44) by and summing on and , respectively, we obtain:
Then, from (48) and the hypothesis (39), we obtain . This implies that is constant and by a reformulation of (36), we deduce, that . Now, replacing in (47), we obtain that , which implies that Moreover, from (43) and (44), we obtain the following estimate:
see the deduction of (54) for the details. Then, (43) and (44) define a continuous application from to such that the closed convex set is invariant. Thus, by Brouwer’s fixed point theorem, we deduce that has at least one fixed point, which is the solution of (41) and (42).
Let us prove the convergence of along subsequences to the weak solution of (31)–(36). Multiplying (41) by and (42) by , summing on and , respectively, and adding E to the second result, we obtain:
From (21) and using the Hölder and Poincaré–Friedrichs inequalities, we obtain:
Then, by the application of the Young inequality, we obtain:
for any Now, by (39), we can select:
such that by applying (53), we deduce an estimate for , and using this result in (52), we can obtain an estimate for . Then, adding both estimates, we obtain:
Thus, the sequence is bounded in Now, using the fact that is compactly immersed in and B is compactly immersed in X, we can select a subsequence of and such that:
Thus, letting in (41) and (42) and using the properties of and , we conclude the proof of theorem. □
Theorem 2.
Proof.
From Theorem 1, we have that there is satisfying the variational formulation (37) and (38). Then, using (30) and applying regularity arguments similar to the proof of Theorem 3.1 in [1], we follow the existence of the and solution of the system (24)–(29).
Let us consider that for are two solutions of (24)–(29). By the application of Theorem 1, we have that and for are weak solutions of (31)–(36). Then, we have that the functions and satisfy the identities:
for all In particular, considering , we deduce some useful estimates. Indeed, from (56), using the properties of given in (20)–(23) and (17), we deduce that:
Now, using (55), we have the bound:
Replacing (59) in (58) and simplifying, we obtain that or, equivalently, that . Consequently, (59) implies , and hence, by (17). Thus, from (34), (36), and , we deduce that or equivalently that . The uniqueness of up to a constant follows by standard arguments in the Stokes equation; see [17] for the details. □
Remark 1.
By applying similar arguments to those used in the proof of Theorem 4.1 in [6], we can deduce the existence of:
with such that:
that is the existence of strong solutions of (24)–(29). To prove (60) and (61), we introduce the following modifications in the proof of Theorem 3: (i) we consider that for and for B are given by the eigenfunctions of A and respectively; (ii) using the identities , multiplying (43) by and (44) by , and summing on and , respectively, we deduce the system:
(iii) from (63) and (64), applying the Hölder, Poincaré–Friedrichs, and Cauchy inequalities, and using the equivalence of the -norm of operator A (respectively the -norm of operator ) and the norm of (respectively, the norm of ), we deduce the estimates:
which implies that:
with C a generic positive constant; (iv) using (65) we can define appropriately , such that we can apply Brouwer’s fixed point theorem to the operators with , and also, we can deduce that the approximate solutions of (41) and (42) are uniformly bounded in ; and (v) taking the limit when , we conclude the proof of the required statements. Meanwhile, we can deduce the equation in (62) by the standard arguments, which were given for instance in [17].
4. The Evolution Problem
Let us consider satisfying the bioconvective system (1)–(6) with the initial condition and a solution of the stationary problem (24)–(29). Then, we analyze the relation of the evolution problem and the corresponding stationary problem by studying the perturbations of the stationary problem. Indeed, let us consider the change of variable:
which satisfies the following relations:
Definition 2.
Theorem 3.
Proof.
The proof is performed by using the Galerkin method. Indeed, let us consider a Schauder basis for and for . For each , we define the spaces and and consider the Galerkin approximations:
satisfying the approximate problem:
where and are orthogonal projections on and , respectively. We note that the system (76) and (77) is a system of ordinary differential equations for the coefficients and with the initial conditions and The initial value problem for and has a maximal solution on the interval for some . Moreover, we note that we can choose as a consequence of the fact that the properties:
are satisfied. Indeed, we detail the proofs of (79) and (80).
By applying Young’s inequality, we obtain:
for any , where:
Now, noticing that in (55) and (75) implies that , we can select:
such that and . Consequently, by adding (85) and (86), we deduce that:
Then, from the Gronwall inequality, the initial condition (78) and recalling that P and are orthogonal projections, i.e., and , we have that:
with a continuous function independent of n and defined by:
Proof of (80). Let us consider the orthogonal projectors and defined on and , respectively, with norms less than or equal to one, and also, we define the following operators:
Then, from (76) and (77) and using the arguments of Lions [18], we obtain:
where and are the adjoint operators of and , respectively. Now, noticing that:
we deduce that (80) is satisfied.
From (79) and (80) and applying Corollary 6 of [19], we conclude that the sequence is relatively compact in for all . Then, there is a subsequence of labeled again by and such that:
Moreover, we can deduce that is a weak solution of (67)–(72). Indeed, multiplying (76) and (77) by a function such that and integrating on , we have that:
Then, letting and using the standard density arguments, we obtain that satisfy the variational relations in Definition 2.
On the other hand, for , we have that . Then:
Similarly:
Remark 2.
Recently, in [12], the authors considered a generalized bioconvective problem and obtained the existence and uniqueness over two-dimensional domains and the existence over three-dimensional domains. They applied the Galerkin method without using the perturbation of steady states and deduced their existence result requiring uniquely that (see Theorem 3.5 in [12]).
5. Conclusions and Future Work
This paper presented new necessary conditions to obtain the existence and uniqueness of stationary weak solutions and the existence of the weak solutions for the evolution problem of the bioconvective system introduced in [1]. The new conditions were formulated in terms of the Poincaré constant, the coefficients, and the external force of the system (see (7)–(9)). The conditions introduced in the paper generalize the assumptions given in [6] for the stationary problem and differ from the hypothesis considered in [1] for the evolution problem. In [1], the authors considered a different smallness condition for the solution of the stationary problem and did not consider any relation between the parameters of the system as those considered in (75). The relation (75) is easy to verify, for instance, in the case of the implementation of numerical methods.
In our future work, we plan to continue the research of bioconvective system in at least three ways. First, we plan to study other analogous new conditions for the case of the generalized bioconvective system studied in [7]. The second idea is to apply the Galerkin methodology to the generalized bioconvective system introduced in [8] (see also [9] for stationary problem results). Moreover, we expect to develop an analysis of the bioconvective system of this paper, under the methodology and the conditions considered in [12].
Author Contributions
Conceptualization, A.C. and M.R.-M.; methodology, A.C. and M.R.-M.; formal analysis, A.T. and A.C.; investigation, A.T. and F.H.; resources, A.C. and F.H.; writing—original draft preparation, A.C. and A.T.; writing—review and editing, A.C.; visualization, A.T.; supervision, F.H.; project administration, A.C.; funding acquisition, A.C. and F.H. All authors read and agreed to the published version of the manuscript.
Funding
A.C. and F.H. acknowledge the partial support of Universidad del Bío-Bío (Chile) through the research project of the Postdoctoral Program as a part of the project “Instalación del Plan Plurianual UBB 2016-2020”, Universidad del Bío-Bío (Chile) through the research project 2120436 IF/R, and Universidad Tecnológica Metropolitana through the project supported by the Competition for Research Regular Projects, year 2020, Code LPR20-06. A.T. acknowledges the partial support of “ayudantes de investigacion” at Universidad del Bío-Bío (Chile) and ANID (Chile) through the program “Becas de Doctorado”. M.R-M was funded the research project MTM 2012-32325 (Spain).
Institutional Review Board Statement
Not applicable.
Informed Consent Statement
Not applicable.
Data Availability Statement
The data used for supporting the findings are included within the article.
Conflicts of Interest
The authors declare no conflict of interest.
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