Abstract
In this paper we develop and analyze the local discontinuous Galerkin (LDG) finite element method for solving the general Lax equation. The local discontinuous Galerkin method has the flexibility for arbitrary h and p adaptivity, and allows for hanging nodes. By choosing the numerical fluxes carefully we prove stability and give an error estimate. Finally some numerical examples are computed to show the convergence order and excellent numerical performance of proposed method.
1 Introduction
In this paper we develop a local discontinuous Galerkin (LDG) method for general Lax equation
where α are arbitrary nonzero and real parameters. We do not pay attention to boundary condition; hence the solution is considered to be either periodic or compactly supported.
There are only a few numerical works in the literature to solve the Lax equation. Xu and Shu [1] simulate the solutions of the Kawahara equation, the generalized Kawahara equation and Ito’s fifth-order mKdV equation. The general Lax equation discussed in our paper is different from the class of fifth-order equation in [1]. The general Lax equation (1) is an important mathematical model with wide applications in quantum mechanics, nonlinear optics, and describes motions of long waves in shallow water under gravity and in a one-dimensional nonlinear lattice [2,3,4]. Typical examples are widely used in various fields such as solid state physics, plasma physics, fluid physics and quantum field theory. It is well known that the Lax equation is completely integrable equation, and it has many sets of conservation laws [5,6]. For numerical study, Abdul-Majid Wazwaz [7] revealed solitons and periodic solutions for the fifth-order nonlinear KdV equation using the sine-cosine and the tanh methods. In [8] Cesar A studied the periodic and soliton solutions for the Lax equation using a generalization of extended tanh method. The DG method is beneficial for parallel computing and has high-order accuracy. Meanwhile, it is flexibility and efficiency in terms of mesh and shape functions. To our best knowledge, this is the first provably stable finite element method for the Lax equation.
The paper is organized as follows. In Section 2, notation and some preliminaries are described and cited. In Section 3, we discuss the LDG scheme for the general Lax equation, and prove the cell entropy inequality and L2 stability by choosing the fluxes carefully in Section 4. In Section 5 we give an error estimate, and some numerical experiments to illustrate the accuracy and capability of the method are given in Section 6. Concluding remarks are provided in Section 7.
2 Notations and auxiliary results
In this section we introduce notations and definitions to be used later in the paper and also present some auxiliary results.
2.1 Basic notations
We denote the mesh in [a, b] by
Note that functions in Vh are allowed to have discontinuities across element interfaces.
The solution of the numerical scheme is denoted by uh, which belongs to the finite element space Vh. We denote by
Lemma 2.1
([9]). For any piecewise smooth functionω ∈ L2(Ω), on each cell boundary point we define
wheref̂(ω−, ω+) is a monotone numerical flux consistent with the given fluxf. Thenβ(f̂;ω) is non-negative and bounded.
In the present paper we use C to denote a positive constant which may have a different value in each occurrence. The usual notation of norms in Sobolev spaces will be used. For any integer s ≥ 0, let Hs(Ω) represent the well-known Sobolev space equipped with the norm ∥⋅∥s, which consists of functions with (distributional) derivatives of order not greater than s in L2(Ω). Next, let the scalar inner product on L2 be denoted by (⋅, ⋅), and the associated norm by ∥⋅∥.
2.2 Projection
We will give the projection in one dimension [a, b], denoted by ℙ, i.e., for each j,
and special projection ℙ±, i.e., for each j,
There are some approximation results for the projection in [10,11,12]
where ωe = ℙω − ω or ωe = ℙ±ω − ω, and
The positive constant C, solely depending on ω, is independent of h. τh denotes the set of boundary points of all elements Ij.
3 LDG Scheme
In this section, we define our LDG method for the general Lax equation (1), written in the following form:
To define the local discontinuous Galerkin method, we rewrite equation (1) as a first-order system:
Now we can use the local discontinuous Galerkin method to equation (1), resulting in the following scheme: find uh, ph, wh, vh, qh, zh ∈ Vh, such that for all test functions ρ, ϕ, φ, η, ξ, θ ∈ Vh
The “hat” terms in (8) in the cell boundary terms from integration by parts are the so-called “numerical fluxes”, which are single valued functions defined on the edges and should be designed based on different guiding principles for different PDEs to ensure stability. It turns out that we can take the simple choices such that
where τ1, τ2 > 0. Some dissipation terms in the flux of
We remark that the choice for the fluxes (9) is not unique. In fact the crucial part is taking
With such a choice of fluxes we can get the theoretical results of the L2 stability.
4 Stability analysis
Theorem 4.1
(cell entropy inequality). For periodic or compactly supported boundary conditions, the solutionuhto the semi-discrete LDG scheme (8) satisfies the following cell entropy inequality
Proof
Choosing the test function θ = −wh in (8f), we obtain
Since (8) holds for any test functions in Vh, we can choose
Then we have
Summing up Eqs. (12) and (14), we obtain
where F(uh) = ∫uhf(s)ds. We introduce a short-hand notation
Then we have
and the extra term Θ is given by
With the definition (9) of the numerical fluxes and after some algebraic manipulation, we easily obtain
and hence
where the last inequality follows from the monotonicity of the flux (10). This finishes the proof of the cell entropy inequality. □
Summing up over Ij, we obtain the following L2 stability of numerical solution.
Theorem 4.2
(L2 stability). The solutionuto the semi-discrete LDG scheme (8) satisfies the followingL2stability
5 Error estimates
We state the main error estimates of the semi-discrete LDG scheme (8). We have the following theorem.
Theorem 5.1
Letube the exact solution of the problem (1), which is sufficiently smooth with bounded derivatives. Letuhbe the numerical solution of the semi-discrete LDG scheme (8). For rectangular triangulations of Ii × Jj, if the finite element spaceVhis the piecewise polynomials of degree k ≥ 2, then for small enoughhthere holds the following error estimates
Proof
First we would like to make an a priori assumption that, for small enough h, there holds [17]
Suppose that the interpolation property (5) is satisfied, then the a priori assumption (21) implies that
where ℚ = ℙ or ℚ = ℙ± is the projection operator.
Notice that the equations (8) are also satisfied when the numerical solutions uh, ph, wh, vh, qh, zh are replaced by the exact solutions u, p, w, v, q, z. We then obtain the cell error equation
Define
and
Summing over j, the error equation (23) becomes
Denoting
Take the test fuctions
from the linearity of 𝔄j we obtain the energy equality
First we consider the left-hand side of the energy equation (28).
Lemma 5.2
The following equation holds
The proof is by the same argument as that used for the stability result in Section 4.
Lemma 5.3
There exist numerical entropy fluxes
Proof
As to the first term of right-hand side in (28), we first write out all the terms
Using the property of the special projection ℙ, ℙ– and ℙ+, the expression (31) becomes
where
Then we finish the proof of Lemma 5.3. □
The estimate for the second term of right-hand side in (28) is given in the following lemma.
Lemma 5.4
([18]). Suppose that the interpolation property (5) is satisfied; then we have the following estimate for
For the proof of this lemma, we refer readers to Lemmas 3.4 and 3.5 in [18]. For the linear flux f(u) = cu, this a priori assumption is unnecessary, hence the result in Theorem 5.1 holds for any k ≥ 0.
The estimate for the final term of right-hand side in (28) is given in the following lemma.
Lemma 5.5
([17]). Suppose that the interpolation property (5) is satisfied; then we have the following estimate for
For the proof of this lemma, we refer readers to Lemmas 4.6 in [17].
Plugging (29), (30), (34) and (35) into the equality (28), we can obtain
the fact that the initial error
and the interpolating property (5) finally give us the error estimate (20).
To complete the proof, let us verify the a priori assumption (21). For k ≥ 1, we can consider h small enough so that Chk <
6 Numerical examples
In this section, we perform numerical experiments of the local discontinuous Galerkin method applied to the general Lax equation. We use the third order Runge-Kutta method and time steps are suitably adjusted in order to show a dominant spatial accuracy. All the computations were performed in double precision. This is not the most efficient method for the time discretization to our LDG scheme. However, we will not address the issue of time discretization efficiency in this paper. We have verified that the results shown are numerically convergent in all cases with the aid of successive mesh refinements.
Example 6.1
We consider the standard Lax equation (1) with α = 10 in I = [–5, 5], the exact solution is of the form
The L2 and L1 errors and the numerical orders of accuracy at time t = 0.0001 are contained in Table 1. We can see that the method with Pk elements gives (k + 1)-th order of accuracy in both L2 and L1 norms.
Accuracy test for Lax equation with the exact solution (38). Periodic boundary condition in [–5, 5]. Uniform meshes with N cells at final time T = 0.0001
N | L2-error | order | L1-error | order | |
---|---|---|---|---|---|
P0 | 30 | 0.250025095519879 | - | 0.505252806535136 | - |
35 | 0.214456885190837 | 1.00 | 0.430576720947450 | 1.04 | |
40 | 0.187734914641832 | 1.00 | 0.378541378730034 | 0.96 | |
45 | 0.166927435692666 | 1.00 | 0.335344338561188 | 1.03 | |
50 | 0.150268168708905 | 1.00 | 0.302686728389871 | 0.97 | |
P1 | 30 | 1.879039441453699E-002 | - | 3.286545740223012E-002 | - |
35 | 1.517793447466294E-002 | 1.39 | 2.648611321788866E-002 | 1.40 | |
40 | 1.175185014958489E-002 | 1.92 | 2.051650636107464E-002 | 1.91 | |
45 | 9.301100063281460E-003 | 1.99 | 1.623421704551745E-002 | 1.99 | |
50 | 7.543588974233264E-003 | 1.99 | 1.316444163568550E-002 | 1.99 | |
P2 | 30 | 5.437341211792110E-003 | - | 9.452351537362624E-003 | - |
35 | 2.586643947316112E-003 | 4.82 | 4.388740273521469E-003 | 4.98 | |
40 | 1.634177482372270E-003 | 3.44 | 2.801872130043346E-003 | 3.36 | |
45 | 1.131356506174137E-003 | 3.12 | 1.911467182749563E-003 | 3.25 | |
50 | 8.272791940860751E-004 | 2.97 | 1.442019800374107E-003 | 2.67 |
Example 6.2
In this example, we test the scheme for the standard Lax equation with α = 10 in I = [–10, 10]. We take the soliton solutions of the form
We choose the constants c = 16. The L2 and L1 errors and the numerical orders of accuracy for u at time t = 0.0001 with uniform meshes are contained in Table 2. Periodic boundary conditions are used. We can see that the method with Pk elements gives a uniform (k + 1)-th order of accuracy for u in both norms.
Accuracy test for Lax equation with the exact solution (39) choosing c = 16. Periodic boundary condition in [–10, 10]. Uniform meshes with N cells at time t = 0.0001
N | L2-error | order | L1-error | order | |
---|---|---|---|---|---|
P0 | 45 | 0.262562836987084 | - | 0.442363863105017 | - |
50 | 0.236725114862793 | 0.98 | 0.407435575492229 | 0.78 | |
55 | 0.215485037022766 | 0.99 | 0.363985847157329 | 1.18 | |
60 | 0.197724527583503 | 0.99 | 0.338792804920091 | 0.82 | |
65 | 0.182656542818417 | 0.99 | 0.308965096338155 | 1.15 | |
70 | 0.169714225008466 | 0.99 | 0.290019731047581 | 0.85 | |
P1 | 45 | 3.880589332295393E-002 | - | 5.917128300448593E-002 | - |
50 | 3.206033525121685E-002 | 1.81 | 4.853508770943189E-002 | 1.88 | |
55 | 2.671598323277074E-002 | 1.91 | 3.977612736077588E-002 | 2.09 | |
60 | 2.262802545703084E-002 | 1.91 | 3.386667345536551E-002 | 1.85 | |
65 | 1.940528673241487E-002 | 1.92 | 2.904070662670210E-002 | 1.92 | |
70 | 1.682010624218387E-002 | 1.93 | 2.485815847211677E-002 | 2.10 | |
P2 | 45 | 1.506187123768599E-002 | - | 2.442327109945212E-002 | - |
50 | 1.019076038429557E-002 | 3.71 | 1.683162047008102E-002 | 3.53 | |
55 | 6.815580704424561E-003 | 4.22 | 1.089819034720809E-002 | 4.56 | |
60 | 4.952438129993914E-003 | 3.67 | 7.619139588922541E-003 | 4.11 | |
65 | 3.872358100972614E-003 | 3.07 | 5.450917599415668E-003 | 4.18 | |
70 | 3.191727848648557E-003 | 2.61 | 4.358328765569666E-003 | 3.02 |
Example 6.3
In this example, we test the scheme for the Lax equation with α = 20. The solutions are of the form
We choose the constants λ = –16. The L2 and L1 errors and the numerical orders of accuracy for u at time t = 0.0001 with uniform meshes are contained in Table 3. Periodic boundary conditions are used. We can see that the method with Pk elements gives a uniform (k + 1)-th order of accuracy for u in both norms.
Accuracy test for Lax equation with the exact solution (40) choosing λ = –16. Periodic boundary condition in [–5, 5]. Uniform meshes with N cells at time t = 0.0001
N | L2-error | order | L1-error | order | |
---|---|---|---|---|---|
P0 | 30 | 9.885941626628193E-002 | - | 0.169366079037095 | - |
35 | 8.485448377283446E-002 | 0.99 | 0.143501208768824 | 1.08 | |
40 | 7.431484018739452E-002 | 0.99 | 0.126755684746074 | 0.93 | |
45 | 6.609867111817130E-002 | 0.99 | 0.111915629567131 | 1.06 | |
50 | 5.951526640818351E-002 | 1.00 | 0.101306503082584 | 0.95 | |
P1 | 30 | 1.019279381151275E-002 | - | 1.535758890466971E-002 | - |
35 | 8.340246396509980E-003 | 1.30 | 1.239027721246629E-002 | 1.39 | |
40 | 6.482260809629124E-003 | 1.89 | 9.583787194704823E-003 | 1.92 | |
45 | 5.146246954540782E-003 | 1.96 | 7.574137237557694E-003 | 2.00 | |
50 | 4.183737195964606E-003 | 1.97 | 6.140217793902676E-003 | 2.00 | |
P2 | 30 | 2.704100139391892E-003 | - | 3.924975265062904E-003 | - |
35 | 1.514846548183961E-003 | 3.76 | 2.201195114825479E-003 | 3.75 | |
40 | 8.785309061922388E-004 | 4.08 | 1.282439894082946E-003 | 4.05 | |
45 | 5.986846947394631E-004 | 3.26 | 7.895185077491700E-004 | 4.11 | |
50 | 4.319620667412239E-004 | 3.10 | 5.491810801293127E-004 | 3.45 |
7 Conclusion
We have discussed the application of local discontinuous Galerkin methods to solve the general Lax equation. We prove stability and give an error estimate. Numerical examples for general Lax equation are given to illustrate the accuracy and capability of the methods. Although not addressed in this paper, the method is flexible for general geometry, unstructured meshes and h-p adaptivity, and has excellent parallel efficiency. These results indicate that the LDG method is a good tool for solving such nonlinear equations in mathematical physics.
Acknowledgement
This work is supported by the Foundation of Henan Educational Committee (19A110005), the Fundamental Research Funds for the Henan Provincial Colleges and Universities in Henan University of Technology (31490090), and the National Natural Science Foundation of China (11461072).
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© 2018 Wei and Mu, published by De Gruyter.
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.
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- Multi-term fractional differential equations with nonlocal boundary conditions
- Homoclinic and heteroclinic solutions to a hepatitis C evolution model
- Regularity of one-sided multilinear fractional maximal functions
- Galois connections between sets of paths and closure operators in simple graphs
- KGSA: A Gravitational Search Algorithm for Multimodal Optimization based on K-Means Niching Technique and a Novel Elitism Strategy
- θ-type Calderón-Zygmund Operators and Commutators in Variable Exponents Herz space
- An integral that counts the zeros of a function
- On rough sets induced by fuzzy relations approach in semigroups
- Computational uncertainty quantification for random non-autonomous second order linear differential equations via adapted gPC: a comparative case study with random Fröbenius method and Monte Carlo simulation
- The fourth order strongly noncanonical operators
- Topical Issue on Cyber-security Mathematics
- Review of Cryptographic Schemes applied to Remote Electronic Voting systems: remaining challenges and the upcoming post-quantum paradigm
- Linearity in decimation-based generators: an improved cryptanalysis on the shrinking generator
- On dynamic network security: A random decentering algorithm on graphs
Artikel in diesem Heft
- Regular Articles
- Algebraic proofs for shallow water bi–Hamiltonian systems for three cocycle of the semi-direct product of Kac–Moody and Virasoro Lie algebras
- On a viscous two-fluid channel flow including evaporation
- Generation of pseudo-random numbers with the use of inverse chaotic transformation
- Singular Cauchy problem for the general Euler-Poisson-Darboux equation
- Ternary and n-ary f-distributive structures
- On the fine Simpson moduli spaces of 1-dimensional sheaves supported on plane quartics
- Evaluation of integrals with hypergeometric and logarithmic functions
- Bounded solutions of self-adjoint second order linear difference equations with periodic coeffients
- Oscillation of first order linear differential equations with several non-monotone delays
- Existence and regularity of mild solutions in some interpolation spaces for functional partial differential equations with nonlocal initial conditions
- The log-concavity of the q-derangement numbers of type B
- Generalized state maps and states on pseudo equality algebras
- Monotone subsequence via ultrapower
- Note on group irregularity strength of disconnected graphs
- On the security of the Courtois-Finiasz-Sendrier signature
- A further study on ordered regular equivalence relations in ordered semihypergroups
- On the structure vector field of a real hypersurface in complex quadric
- Rank relations between a {0, 1}-matrix and its complement
- Lie n superderivations and generalized Lie n superderivations of superalgebras
- Time parallelization scheme with an adaptive time step size for solving stiff initial value problems
- Stability problems and numerical integration on the Lie group SO(3) × R3 × R3
- On some fixed point results for (s, p, α)-contractive mappings in b-metric-like spaces and applications to integral equations
- On algebraic characterization of SSC of the Jahangir’s graph 𝓙n,m
- A greedy algorithm for interval greedoids
- On nonlinear evolution equation of second order in Banach spaces
- A primal-dual approach of weak vector equilibrium problems
- On new strong versions of Browder type theorems
- A Geršgorin-type eigenvalue localization set with n parameters for stochastic matrices
- Restriction conditions on PL(7, 2) codes (3 ≤ |𝓖i| ≤ 7)
- Singular integrals with variable kernel and fractional differentiation in homogeneous Morrey-Herz-type Hardy spaces with variable exponents
- Introduction to disoriented knot theory
- Restricted triangulation on circulant graphs
- Boundedness control sets for linear systems on Lie groups
- Chen’s inequalities for submanifolds in (κ, μ)-contact space form with a semi-symmetric metric connection
- Disjointed sum of products by a novel technique of orthogonalizing ORing
- A parametric linearizing approach for quadratically inequality constrained quadratic programs
- Generalizations of Steffensen’s inequality via the extension of Montgomery identity
- Vector fields satisfying the barycenter property
- On the freeness of hypersurface arrangements consisting of hyperplanes and spheres
- Biderivations of the higher rank Witt algebra without anti-symmetric condition
- Some remarks on spectra of nuclear operators
- Recursive interpolating sequences
- Involutory biquandles and singular knots and links
- Constacyclic codes over 𝔽pm[u1, u2,⋯,uk]/〈 ui2 = ui, uiuj = ujui〉
- Topological entropy for positively weak measure expansive shadowable maps
- Oscillation and non-oscillation of half-linear differential equations with coeffcients determined by functions having mean values
- On 𝓠-regular semigroups
- One kind power mean of the hybrid Gauss sums
- A reduced space branch and bound algorithm for a class of sum of ratios problems
- Some recurrence formulas for the Hermite polynomials and their squares
- A relaxed block splitting preconditioner for complex symmetric indefinite linear systems
- On f - prime radical in ordered semigroups
- Positive solutions of semipositone singular fractional differential systems with a parameter and integral boundary conditions
- Disjoint hypercyclicity equals disjoint supercyclicity for families of Taylor-type operators
- A stochastic differential game of low carbon technology sharing in collaborative innovation system of superior enterprises and inferior enterprises under uncertain environment
- Dynamic behavior analysis of a prey-predator model with ratio-dependent Monod-Haldane functional response
- The points and diameters of quantales
- Directed colimits of some flatness properties and purity of epimorphisms in S-posets
- Super (a, d)-H-antimagic labeling of subdivided graphs
- On the power sum problem of Lucas polynomials and its divisible property
- Existence of solutions for a shear thickening fluid-particle system with non-Newtonian potential
- On generalized P-reducible Finsler manifolds
- On Banach and Kuratowski Theorem, K-Lusin sets and strong sequences
- On the boundedness of square function generated by the Bessel differential operator in weighted Lebesque Lp,α spaces
- On the different kinds of separability of the space of Borel functions
- Curves in the Lorentz-Minkowski plane: elasticae, catenaries and grim-reapers
- Functional analysis method for the M/G/1 queueing model with single working vacation
- Existence of asymptotically periodic solutions for semilinear evolution equations with nonlocal initial conditions
- The existence of solutions to certain type of nonlinear difference-differential equations
- Domination in 4-regular Knödel graphs
- Stepanov-like pseudo almost periodic functions on time scales and applications to dynamic equations with delay
- Algebras of right ample semigroups
- Random attractors for stochastic retarded reaction-diffusion equations with multiplicative white noise on unbounded domains
- Nontrivial periodic solutions to delay difference equations via Morse theory
- A note on the three-way generalization of the Jordan canonical form
- On some varieties of ai-semirings satisfying xp+1 ≈ x
- Abstract-valued Orlicz spaces of range-varying type
- On the recursive properties of one kind hybrid power mean involving two-term exponential sums and Gauss sums
- Arithmetic of generalized Dedekind sums and their modularity
- Multipreconditioned GMRES for simulating stochastic automata networks
- Regularization and error estimates for an inverse heat problem under the conformable derivative
- Transitivity of the εm-relation on (m-idempotent) hyperrings
- Learning Bayesian networks based on bi-velocity discrete particle swarm optimization with mutation operator
- Simultaneous prediction in the generalized linear model
- Two asymptotic expansions for gamma function developed by Windschitl’s formula
- State maps on semihoops
- 𝓜𝓝-convergence and lim-inf𝓜-convergence in partially ordered sets
- Stability and convergence of a local discontinuous Galerkin finite element method for the general Lax equation
- New topology in residuated lattices
- Optimality and duality in set-valued optimization utilizing limit sets
- An improved Schwarz Lemma at the boundary
- Initial layer problem of the Boussinesq system for Rayleigh-Bénard convection with infinite Prandtl number limit
- Toeplitz matrices whose elements are coefficients of Bazilevič functions
- Epi-mild normality
- Nonlinear elastic beam problems with the parameter near resonance
- Orlicz difference bodies
- The Picard group of Brauer-Severi varieties
- Galoisian and qualitative approaches to linear Polyanin-Zaitsev vector fields
- Weak group inverse
- Infinite growth of solutions of second order complex differential equation
- Semi-Hurewicz-Type properties in ditopological texture spaces
- Chaos and bifurcation in the controlled chaotic system
- Translatability and translatable semigroups
- Sharp bounds for partition dimension of generalized Möbius ladders
- Uniqueness theorems for L-functions in the extended Selberg class
- An effective algorithm for globally solving quadratic programs using parametric linearization technique
- Bounds of Strong EMT Strength for certain Subdivision of Star and Bistar
- On categorical aspects of S -quantales
- On the algebraicity of coefficients of half-integral weight mock modular forms
- Dunkl analogue of Szász-mirakjan operators of blending type
- Majorization, “useful” Csiszár divergence and “useful” Zipf-Mandelbrot law
- Global stability of a distributed delayed viral model with general incidence rate
- Analyzing a generalized pest-natural enemy model with nonlinear impulsive control
- Boundary value problems of a discrete generalized beam equation via variational methods
- Common fixed point theorem of six self-mappings in Menger spaces using (CLRST) property
- Periodic and subharmonic solutions for a 2nth-order p-Laplacian difference equation containing both advances and retardations
- Spectrum of free-form Sudoku graphs
- Regularity of fuzzy convergence spaces
- The well-posedness of solution to a compressible non-Newtonian fluid with self-gravitational potential
- On further refinements for Young inequalities
- Pretty good state transfer on 1-sum of star graphs
- On a conjecture about generalized Q-recurrence
- Univariate approximating schemes and their non-tensor product generalization
- Multi-term fractional differential equations with nonlocal boundary conditions
- Homoclinic and heteroclinic solutions to a hepatitis C evolution model
- Regularity of one-sided multilinear fractional maximal functions
- Galois connections between sets of paths and closure operators in simple graphs
- KGSA: A Gravitational Search Algorithm for Multimodal Optimization based on K-Means Niching Technique and a Novel Elitism Strategy
- θ-type Calderón-Zygmund Operators and Commutators in Variable Exponents Herz space
- An integral that counts the zeros of a function
- On rough sets induced by fuzzy relations approach in semigroups
- Computational uncertainty quantification for random non-autonomous second order linear differential equations via adapted gPC: a comparative case study with random Fröbenius method and Monte Carlo simulation
- The fourth order strongly noncanonical operators
- Topical Issue on Cyber-security Mathematics
- Review of Cryptographic Schemes applied to Remote Electronic Voting systems: remaining challenges and the upcoming post-quantum paradigm
- Linearity in decimation-based generators: an improved cryptanalysis on the shrinking generator
- On dynamic network security: A random decentering algorithm on graphs