Abstract
In this article, an effective finite element method based on dimension reduction scheme is proposed for a fourth-order Steklov eigenvalue problem in a circular domain. By using the Fourier basis function expansion and variable separation technique, the original problem is transformed into a series of radial one-dimensional eigenvalue problems with boundary eigenvalue. Then we introduce essential polar conditions and establish the discrete variational form for each radial one-dimensional eigenvalue problem. Based on the minimax principle and the approximation property of the interpolation operator, we prove the error estimates of approximation eigenvalues. Finally, some numerical experiments are provided, and the numerical results show the efficiency of the proposed algorithm.
1 Introduction
Fourth-order Steklov eigenvalue problems with eigenvalue parameter in boundary conditions are widely used in mathematics and physics, such as the surface wave research, the stability analysis of mechanical oscillator in a viscous fluid, the study of vibration mode of structure in contact with an incompressible fluid, and so on [1,2,3, 4,5]. The first eigenvalue
There are many existing results about the fourth-order Steklov eigenvalue problems, but they mainly focus on the qualitative analysis. Kuttler [8] proved that the first eigenvalue is simple and the corresponding eigenfunction does not change the sign. Ferrero et al. [7] and Bucur et al. [9] studied the spectrum on a bounded domain, and the explicit representation of the spectrum is given when the domain is a ball. Recently, the existence of an optimal convex shape among domains of a given measure is proved in [10], and the Weyl-type asymptotic formula for the counting function of the biharmonic Steklov eigenvalues also is established in [11]. For the numerical methods of the fourth-order Steklov eigenvalue problems, a conforming finite element method was first proposed in [12], then some spectral methods are also developed [13].
As we all know, if the conforming finite element method is directly used to solve a fourth-order problem, the boundary of the element requires the continuity of the first derivative, which not only brings the difficulty of constructing the basis function but also costs a lot of calculation time and memory capacity, especially for some special regions, such as circular region, spherical region, and so on. How to efficiently solve a fourth-order Steklov eigenvalue problem in a circular domain? To the best of our knowledge, there are few reports on using some efficient numerical to solve this problem. Thus, the aim of this article is to propose an effective finite element method based on a dimension reduction scheme for a fourth-order Steklov eigenvalue problem in a circular domain. By using the Fourier basis function expansion and variable separation technique, the original problem is transformed into a series of radial one-dimensional eigenvalue problems with boundary eigenvalue. Then we introduce essential polar conditions and establish the discrete variational form for each radial one-dimensional eigenvalue problem. Based on the minimax principle and the approximation property of the interpolation operator, we prove the error estimates of approximation eigenvalues. Finally, some numerical experiments are provided, and the numerical results show the efficiency of the proposed algorithm.
This article is organized as follows. In Section 2, a reduced scheme based on polar coordinate transformation is presented. In Section 3, the weighted space and discrete variational form are derived. In Section 4, the error estimation of approximation solutions is proved. In Section 5, we present the process of effective implementation of the algorithm. We present some numerical experiments in Section 6 to illustrate the accuracy and efficiency of our proposed algorithm. Finally, we give in Section 7 some concluding remarks.
2 Reduced scheme based on polar coordinate transformation
The fourth-order Steklov eigenvalue problems read:
where
Then the equivalent form of (2.1)–(2.3) in polar coordinates is as follows:
Since
Substituting (2.8) into (2.4), we derive that
Following the discussion in [14,15], to overcome the pole singularity introduced by polar coordinate transformation, we need to introduce the essential pole conditions, which make (2.9) meaningful, as follows:
Using the fact that
From (2.11) we can further obtain that
Let
3 Weighted space and discrete variational form
Without losing generality, we only consider the case of
Define the usual weighted Sobolev space:
equipped with the following inner product and norm:
where
equipped with the inner product and norm:
Then the variational form of (2.15)–(2.18) is: Find
where
Let us denote by
4 Error estimation of approximation solutions
For the sake of brevity, we shall use the expression
Lemma 1
For any
with
with
Proof
Using integration by parts, pole conditions, and boundary conditions, we derive that
Then when
When
Theorem 1
Proof
From Cauchy-Schwarz inequality, we derive that
Lemma 3.2.
Let
Proof
See Theorem 3.1 in [17].□
Lemma 3.3.
Let
where
Proof
See Lemma 3.2 in [17].□
For the discrete form (3.2), the following minimax principle is also effective (see [17]).
Lemma 3.4.
Let
Define an orthogonal projection
Theorem 2
Let
Proof
According to the positive definite property of
From the bilinear property of
Thus, we obtain that
The proof is complete.□
Define the interpolation operator
where
From the remainder theorem of cubic Hermite interpolation, we have
where
Theorem 3
Let
where
Proof
Since
then we have
Thus, we obtain
Thus,
Furthermore, we have
The proof is complete.□
Theorem 4
Let
where
Proof
For brief, we only give the proof for the case of
From Cauchy-Schwarz inequality we have
When
Since
from Lemma 1 we have
Then we derive that
Similarly, when
Since
we obtain from Theorems 2 and 3 the desired results.□
5 Efficient implementation of the algorithm
In order to efficiently solve the problems (3.2), we start by constructing a set of basis functions which satisfy boundary conditions. Let
where
Denote
where
Next, we will derive the matrix form of the discrete variational scheme (3.2).
Case 1. When
Plugging the expression (5.1) in (3.2) and taking
where
Similarly, when
Plugging the expression (5.3) in (3.2) and taking
where
When
Plugging the expression (5.5) in (3.2) and taking
where
Note that we know from the properties of cubic hermit interpolation basis function that the stiff matrices and mass matrices in (5.4)–(5.6) are all sparse. Thus, they can be efficiently solved.
6 Numerical experiments
In order to show the accuracy and convergence of the proposed algorithm, we will carry out a series of numerical tests. We operate our programs in MATLAB 2016b.
Example 1
We take
Eigenvalues for
| h |
|
|
|
|
|---|---|---|---|---|
| 1/8 | 2.000000024461073 | 4.000000073005518 | 6.000025208583129 | 8.000307091454056 |
| 1/16 | 2.000000015899493 | 4.000000072449404 | 6.000001539514262 | 8.000019101762424 |
| 1/32 | 2.000000006492949 | 4.000000084945128 | 6.000000095601314 | 8.000001192525161 |
| 1/64 | 2.000000002660813 | 4.000000091047035 | 6.000000005945074 | 8.000000074519297 |
We know from Table 1 that the eigenvalues achieve at least six-digit accuracy with

Errors between numerical solutions and the reference solution for
Example 2
We take
Eigenvalues for
| h |
|
|
|
|
|---|---|---|---|---|
| 1/8 | 1.000000012230537 | 2.000000036502759 | 3.000012604291565 | 4.000153545727028 |
| 1/16 | 1.000000007949747 | 2.000000036224702 | 3.000000769757131 | 4.000009550881212 |
| 1/32 | 1.000000003246474 | 2.000000042472564 | 3.000000047800657 | 4.000000596262581 |
| 1/64 | 1.000000001330406 | 2.000000045523517 | 3.000000002972537 | 4.000000037259649 |
Similarly, we observe from Table 2 that the eigenvalues have at least six-digit accuracy with

Errors between numerical solutions and the reference solution for

Error curves in semilog scale between the numerical solution and the reference solution for

Error curves in semilog scale between the numerical solution and the reference solution for
Next, we shall provide a numerical example for some larger Fourier norm
Example 3
We take
Eigenvalues for
|
|
|
|
|
|
|---|---|---|---|---|
| 1/4 | 10.0238272394670 | 12.0756338414226 | 14.1876937235392 | 16.3931316663901 |
| 1/8 | 10.0014906003953 | 12.0048786723652 | 14.0126111745548 | 16.0277527229022 |
| 1/16 | 10.0000931108253 | 12.0003074765839 | 14.0008034680874 | 16.0017927950984 |
| 1/32 | 10.0000058180331 | 12.0000192583640 | 14.0000504622624 | 16.0001129998648 |
| 1/64 | 10.0000003635851 | 12.0000012042859 | 14.0000031577541 | 16.0000070775063 |
| 1/128 | 10.0000000229184 | 12.0000000756600 | 14.0000001974885 | 16.0000004427145 |
Likewise, we observe from Table 3 that the eigenvalues have at least five-digit accuracy with

Errors between numerical solutions and the reference solution for
Introducing the usual definition of convergence order:
For brevity, we shall use formula (6.1) to calculate the convergence order of the approximation eigenvalues of
Convergence order
|
|
|
|
|
|
|---|---|---|---|---|
| 1/2 | 3.9924 | 3.8459 | 3.6960 | 3.5770 |
| 1/4 | 3.9985 | 3.9522 | 3.8902 | 3.8150 |
| 1/8 | 4.0008 | 3.9873 | 3.9709 | 3.9499 |
| 1/16 | 4.0003 | 3.9968 | 3.9926 | 3.9872 |
| 1/32 | 4.0010 | 3.9997 | 3.9982 | 3.9968 |
Finally, we plot the eigenvalue error in log-log scale to describe the algebra convergence rate in Figure 6.

The eigenvalue errors in log-log scale between numerical solutions and the reference solution for
7 Conclusion
We present in this article a novel finite element method based on a dimension reduction scheme for a fourth-order Steklov eigenvalue problem in a circular domain. The main advantage of this method is that the original problem is transformed into a series of one-dimensional problems which can be solved in parallel. Then, by introducing the polar conditions and the weighted Sobolev space, we prove the error estimates of approximation eigenvalues by using the minimax principle. The method developed in this article can be applied to more complex problems or more general polar geometric domains which will be the subject of our future endeavors.
-
Funding information: The work of Zixin Liu is supported by the National Natural Science Foundation of China (No. 62062018), Guizhou Province University Science and Technology top talents project (No. KY[2018]047), and Guizhou Key Laboratory of Big Data Statistics Analysis (No. BDSA20200102). The work of Jun Zhang is supported by the Science and Technology Program of Guizhou Province (No. ZK[2022]006).
-
Author contributions: H. Zhang analyzed most of the data and wrote the initial draft of the article. J. Zhang contributed to refining the ideas, carrying out additional analyses, and finalizing this article. Z. X. Liu contributed the central idea.
-
Conflict of interest: The authors declare that we have no conflict of interest.
-
Data availability statement: Some or all data, models, or code generated or used during the study are available from the corresponding author by request.
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© 2022 Hui Zhang et al., published by De Gruyter
This work is licensed under the Creative Commons Attribution 4.0 International License.
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- Robust estimation for varying coefficient partially functional linear regression models based on exponential squared loss function
- Hessian equations of Krylov type on compact Hermitian manifolds
- Class fields generated by coordinates of elliptic curves
- The lattice of (2, 1)-congruences on a left restriction semigroup
- A numerical solution of problem for essentially loaded differential equations with an integro-multipoint condition
- On stochastic accelerated gradient with convergence rate
- Displacement structure of the DMP inverse
- Dependence of eigenvalues of Sturm-Liouville problems on time scales with eigenparameter-dependent boundary conditions
- Existence of positive solutions of discrete third-order three-point BVP with sign-changing Green's function
- Some new fixed point theorems for nonexpansive-type mappings in geodesic spaces
- Generalized 4-connectivity of hierarchical star networks
- Spectra and reticulation of semihoops
- Stein-Weiss inequality for local mixed radial-angular Morrey spaces
- Eigenvalues of transition weight matrix for a family of weighted networks
- A modified Tikhonov regularization for unknown source in space fractional diffusion equation
- Modular forms of half-integral weight on Γ0(4) with few nonvanishing coefficients modulo ℓ
- Some estimates for commutators of bilinear pseudo-differential operators
- Extension of isometries in real Hilbert spaces
- Existence of positive periodic solutions for first-order nonlinear differential equations with multiple time-varying delays
- B-Fredholm elements in primitive C*-algebras
- Unique solvability for an inverse problem of a nonlinear parabolic PDE with nonlocal integral overdetermination condition
- An algebraic semigroup method for discovering maximal frequent itemsets
- Class-preserving Coleman automorphisms of some classes of finite groups
- Exponential stability of traveling waves for a nonlocal dispersal SIR model with delay
- Existence and multiplicity of solutions for second-order Dirichlet problems with nonlinear impulses
- The transitivity of primary conjugacy in regular ω-semigroups
- Stability estimation of some Markov controlled processes
- On nonnil-coherent modules and nonnil-Noetherian modules
- N-Tuples of weighted noncommutative Orlicz space and some geometrical properties
- The dimension-free estimate for the truncated maximal operator
- A human error risk priority number calculation methodology using fuzzy and TOPSIS grey
- Compact mappings and s-mappings at subsets
- The structural properties of the Gompertz-two-parameter-Lindley distribution and associated inference
- A monotone iteration for a nonlinear Euler-Bernoulli beam equation with indefinite weight and Neumann boundary conditions
- Delta waves of the isentropic relativistic Euler system coupled with an advection equation for Chaplygin gas
- Multiplicity and minimality of periodic solutions to fourth-order super-quadratic difference systems
- On the reciprocal sum of the fourth power of Fibonacci numbers
- Averaging principle for two-time-scale stochastic differential equations with correlated noise
- Phragmén-Lindelöf alternative results and structural stability for Brinkman fluid in porous media in a semi-infinite cylinder
- Study on r-truncated degenerate Stirling numbers of the second kind
- On 7-valent symmetric graphs of order 2pq and 11-valent symmetric graphs of order 4pq
- Some new characterizations of finite p-nilpotent groups
- A Billingsley type theorem for Bowen topological entropy of nonautonomous dynamical systems
- F4 and PSp (8, ℂ)-Higgs pairs understood as fixed points of the moduli space of E6-Higgs bundles over a compact Riemann surface
- On modules related to McCoy modules
- On generalized extragradient implicit method for systems of variational inequalities with constraints of variational inclusion and fixed point problems
- Solvability for a nonlocal dispersal model governed by time and space integrals
- Finite groups whose maximal subgroups of even order are MSN-groups
- Symmetric results of a Hénon-type elliptic system with coupled linear part
- On the connection between Sp-almost periodic functions defined on time scales and ℝ
- On a class of Harada rings
- On regular subgroup functors of finite groups
- Fast iterative solutions of Riccati and Lyapunov equations
- Weak measure expansivity of C2 dynamics
- Admissible congruences on type B semigroups
- Generalized fractional Hermite-Hadamard type inclusions for co-ordinated convex interval-valued functions
- Inverse eigenvalue problems for rank one perturbations of the Sturm-Liouville operator
- Data transmission mechanism of vehicle networking based on fuzzy comprehensive evaluation
- Dual uniformities in function spaces over uniform continuity
- Review Article
- On Hahn-Banach theorem and some of its applications
- Rapid Communication
- Discussion of foundation of mathematics and quantum theory
- Special Issue on Boundary Value Problems and their Applications on Biosciences and Engineering (Part II)
- A study of minimax shrinkage estimators dominating the James-Stein estimator under the balanced loss function
- Representations by degenerate Daehee polynomials
- Multilevel MC method for weak approximation of stochastic differential equation with the exact coupling scheme
- Multiple periodic solutions for discrete boundary value problem involving the mean curvature operator
- Special Issue on Evolution Equations, Theory and Applications (Part II)
- Coupled measure of noncompactness and functional integral equations
- Existence results for neutral evolution equations with nonlocal conditions and delay via fractional operator
- Global weak solution of 3D-NSE with exponential damping
- Special Issue on Fractional Problems with Variable-Order or Variable Exponents (Part I)
- Ground state solutions of nonlinear Schrödinger equations involving the fractional p-Laplacian and potential wells
- A class of p1(x, ⋅) & p2(x, ⋅)-fractional Kirchhoff-type problem with variable s(x, ⋅)-order and without the Ambrosetti-Rabinowitz condition in ℝN
- Jensen-type inequalities for m-convex functions
- Special Issue on Problems, Methods and Applications of Nonlinear Analysis (Part III)
- The influence of the noise on the exact solutions of a Kuramoto-Sivashinsky equation
- Basic inequalities for statistical submanifolds in Golden-like statistical manifolds
- Global existence and blow up of the solution for nonlinear Klein-Gordon equation with variable coefficient nonlinear source term
- Hopf bifurcation and Turing instability in a diffusive predator-prey model with hunting cooperation
- Efficient fixed-point iteration for generalized nonexpansive mappings and its stability in Banach spaces