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Improved Continuous Models for Discrete Media
The paper focuses on continuous models derived from a discrete microstructure. Various continualization procedures that take into account the nonlocal interaction between variables of the discrete media are analysed.
In the recent years new classes of ultra-dispersive and nanocrystalline materials [1–3], which require a different modern approach than that of a classical continuous media, have been proposed. For example, the nanocrystalline material is represented by a regular or quasiregular lattice with small size bodies (domains, granules, fullerenes, nanotubes, or clusters nanoparticles) possessing internal degrees of freedom occupying the lattice sites . The situation mentioned is also a characteristic for various problems of nanomechanics [5, 6], because the transition of a material to the nanostructural state is accompanied by dimensional effects in its mechanical properties. Models established on a classical continuous media cannot govern high frequency vibrations, material behavior in the vicinity of cracks and on the fronts of destruction waves, and during phase transitions . It is not possible to reach and overcome bifurcation points, that is, thresholds of lattice stability under catastrophic deformations . Wave dispersion in granular materials [9–11] represents an important example of microstructure effects too. Microstructural effects are essential for correct description of softening phenomena  in damage mechanics [13–16] and in the theory of plasticity [17, 18]. As it is mentioned in , “From the behaviour of calcium waves in living cells to the discontinuous propagation of action potentials in the heart or chains of neurons and from chains of chemical reactors or arrays of Josephson junctions to optical waveguides, dislocations and the DNA double strand, the relevant models of physical reality are inherently discrete.”
The effects mentioned may be analyzed within the frame of discrete models, using molecular dynamics , quasicontinuum analysis [21, 22], or other numerical approaches. However, a sought result is difficult to obtain using high tech computers in an economical way. For example, modern practical problems are still intractable for molecular dynamics-based analysis, even if the highest computing facility is at disposal.
Situation can be described by Dirac’s words : “The physical laws necessary for the mathematical theory of a large part of physics and whole of chemistry are thus completely known, and the difficulty is only that the exact application of these laws leads to equations much too complicated to be solvable. Therefore, it becomes desirable that approximate practical methods of applying quantum mechanics should be developed, which can lead to an explanation of the main features of complex atomic systems without too much computations.”
Hence, refinement of the existing theory of continuous media for the purpose of more realistic predictions seems to be the only viable alternative. In connection with this, one of the most challenging problems in multiscale analysis is that of finding continuous models for discrete, atomistic models. In statistical physics, these questions were already addressed 100 years ago, but many problems remain open even today. Most prominent is the question how to obtain irreversible thermodynamics as a macroscopic limit from microscopic models that are reversible. In this paper we consider another part of this field that is far from thermodynamic fluctuation. We are interested in reversible, macroscopic limits of atomic models. Debye approach is the simplest model of this type , but it does not take into account spatial dispersion.
Therefore, continuous modeling of micro- and nanoeffects plays a crucial role in mechanics. It seems that the simplest approach to realize this idea relies on a modification of the classical modeling keeping both hypothesis of continuity and main characteristic properties of a discrete structure. Here four strategies exist.
Phenomenological approach: additional terms are added to the energy functional or to the constitutive relation. The structure and character of these terms are postulated [25–31]. Phenomenological approach is very useful and accurate enough in the applied sciences when it is necessary to solve problems of practical significance [32–34]. But progress of natural sciences makes us look for ways of substantiated derivation of constitutive relations from “first principles.” In this connection one can recall the 6th Hilbert’s problem (mathematical treatment of the axioms of physics) : “Boltzmann’s work on the principles of mechanics suggests the problem of developing mathematically the limiting processes, there merely indicated, which lead from the atomistic view to the laws of motion of continua. Conversely, one might try to derive the laws of the rigid bodies’ motion by a limiting process from a system of axioms depending upon the idea of continuously varying conditions of a material filling all space continuously, these conditions being defined by parameters. The question on the equivalence of different systems of axioms is always of great theoretical interest.”
Statistical approach: starting from an inhomogeneous classical continuum, average values of the state variables are computed to produce enhanced field equations . Unfortunately, great mathematical problems can not give possibility of wide usage of this approach.
Continualization procedures are based on various approximations of local (discrete) operator by the nonlocal one. For this aim Taylor series [44, 45], one- and two-point Padé approximants [46–62], composite equations [63, 64], and other approaches are used. Independently of the strategy employed, the constitutive relation of the homogenized material becomes nonlocal. Mathematically this implies integral relations between stresses and strains, in which the stress in a point is not only related to the strain in the same point but also instantly to strains in the neighbouring points. We will analyse these approaches further.
The paper is organized as follows. Section 2 is devoted to some general remarks concerning a chain of elastically linear coupled masses. In Sections 3 and 4 the classical continuous approximation and so-called “splash effect” for 1D case are described. Section 5 is devoted to anticontinuum limit. Improved continuous approximations are studied is Sections 6 and 7 for natural and forced oscillations. Waves in 1D discrete and continuous media are compared in Section 8. 2D problems are analysed in Section 9. Nonlinear phenomenons are studied in Section 10. In Section 11 we analyse some possible generalization of described approaches. Section 12 is devoted to Navier-Stokes equations. Section 13 presents brief concluding remarks. In appendixes to the paper we describe one- and two-point Padé approximations, continuum limit of Toda lattice, and correspondence between functions of discrete arguments and approximating analytical functions.
2. A Chain of Elastically Coupled Masses
In this section we follow paper . We study a chain of material points with the same masses, located in equilibrium states in the points of the axis with coordinates and suspended by elastic couplings of stiffness (Figure 1).
Owing to the Hooke’s law the elastic force acting on the jth mass is as follows: where is the displacement of the th material point from its static equilibrium position.
Applying the 2nd Newton’s law one gets the following system of ODEs governing chain dynamics:
System (2.2) can be cast into the following form:
Let the chain ends be fixed
In general, the initial conditions have the following form:
As it has been shown in , for any solution of the BVP (2.2), (2.4), (2.5) the total energy is constant. Besides, the solutions mentioned so far are nonasymptotic and stable due to the Lyapunov stability definition.
A solution to the BVP (2.2), (2.4), (2.5) can be expressed by elementary functions applying the discrete variant of the method of variables separation. For this purpose normal vibrations are constructed of the form where constants are defined via solution of the following eigenvalue problem:
Function satisfies the following equation:
Since all values are distinct, then all eigenvalues are different. Therefore, each of the eigenvalues is associated with one eigenvector of the form
Eigenvectors are mutually orthogonal; whereas
Each of the eigenfrequencies (2.10) is associated with a normal vibration
Let us study now the problem of chain masses movement under action of a unit constant force on the point number zero. Motion of such system is governed by (2.3) with the following boundary and initial conditions:
In what follows the initial BVP with nonhomogeneous boundary conditions (2.3), (2.15) will be reduced to that of homogeneous boundary condition for (2.3) with nonhomogeneous initial conditions, and then the method of superposition of normal vibrations can be applied. The formulas of normal forms obtained so far can be applied in a similar way with exchange of for. In effect, the following exact solution to the BVP (2.3), (2.15) is obtained :
3. Classical Continuous Approximations
Formally, the approximation described so far can be obtained in the following way. Let us denote the difference operator occurring in (2.3) as , that is,
Applying the translation operator, one gets 
Let us explain (3.6) in more details. The McLaurin formula for infinitely many times differentiable function has the following form:
On the other hand, splitting the pseudo-differential operator into the McLaurin series is as follows:
Keeping in right hand of (3.9) only the first term, one obtains a continuous approximation (3.1). Note that an application of the McLaurin series implies that displacements of the neighborhood masses differ slightly from each other. From a physical point of view, it means that we study vibrations of the chain with a few masses located on the spatial period (Figure 2); that is, the long wave approximation takes place. Note that the vertical axis in Figure 2 represents the displacement in the direction, since the problem is 1D.
Continuous system (3.1) possesses the following discrete infinite spectrum:
Relations (3.10) relatively good approximate low frequencies of discrete system (2.10), whereas the th frequency of a continuous system differs from the corresponding th frequency of a discrete system of order of 50%. Accuracy of continuous approximations can be improved, what will be discussed further.
From (4.1) one obtains the following estimation:
It was believed that estimation (4.2) with a help of relation (3.4) can be applied also to a discrete system . However, analytical as well as numerical investigations [66, 69–73] indicated a need to distinguish between global and local characteristics of a discrete system. In other words during investigation of lower frequency part a transition into continuous model is allowed. However, in the case of forced oscillations solutions to a discrete system may not be continuously transited into solution of a wave equation for . Numerical investigations show that for given masses in a discrete chain quantity the may exceed the values of 1 in certain time instants (reported in [69, Table 5.1]).
Observe that splash amplitude does not depend on the parameter m/c. In addition, the amplitude of the chain vibrations increases with an increase of ; whereas its total energy does not depend on . However, this is not a paradox. Namely, amplitude of vibrations has an order of sum of quantities; whereas its potential energy order is represented by a sum of squares of the quantities mentioned .
On the other hand, a vibration amplitude of a mass with a fixed number is bounded for , but amplitude of vibrations of a mass with a certain number increasing with increase of tends to infinity for following . “In the language of mechanics what we just said means that when analyzing the so-called “local properties” of a one-dimensional continuous medium, one cannot treat the medium as the limiting case of a linear chain of point masses, obtained when the number of points increases without limit” .
It should be emphasized that a rigorous proof of the mentioned properties has been obtained for a case, when + 1 is a simple digit or it is a power of 2. However, this assumption is not necessary, as it is mentioned in .
Earlier the same effect of continualization was predicted by Ulam, who wrote [74, pages 89, 90]: “The simplest problems involving an actual infinity of particles in distributions of matter appear already in classical mechanics.” A discussion on these will permit us to introduce more general schemes which may possibly be useful in future physical theories.
Strictly speaking, one has to consider a true infinity in the distribution of matter in all problems of the physics of continua. In the classical treatment, as usually given in textbooks of hydrodynamics and field theory, this is, however, not really essential, and in most theories serves merely as a convenient limiting model of finite systems enabling one to use the algorithms of the calculus. The usual introduction of the continuum leaves much to be discussed and examined critically. The derivation of the equations of motion for fluids, for example, runs somewhat as follows. One images a very large number N of particles, say with equal masses constituting a net approximating the continuum, which is to be studied. The forces between these particles are assumed to be given, and one writes Lagrange equations for the motion of N particles. The finite system of ordinary differential equations becomes in the limit one or several partial differential equations. The Newtonian laws of conservation of energy and momentum are seemingly correctly formulated for the limiting case of the continuum. There appears at once, however, at least possible objection to the unrestricted validity of this formulation. For the very fact that the limiting equations imply tacitly the continuity and differentiability of the functions describing the motion of the continuum seems to impose various constraints on the possible motions of the approximating finite systems. Indeed, at any stage of the limiting process, it is quite conceivable for two neighbouring particles to be moving in opposite directions with a relative velocity which does not need to tend to zero as N becomes infinite; whereas the continuity imposed on the solution of the limiting continuum excludes such a situation. There are, therefore, constraints on the class of possible motions which are not explicitly recognized. This means that a viscosity or other type of constraints must be introduced initially, singling out “smooth” motions from the totality of all possible ones. In some cases, therefore, the usual differential equations of hydrodynamics may constitute a misleading description of the physical process.
Splash effect was observed numerically in 2D linear and 1D nonlinear case (A. M. Filimonov, private communication). By the way, due to this effect many papers “justifying” usual continualization can be treated as naive. For example, in  the continuous limit was derived based on the hypothesis that the microscopic displacements are equal to the macroscopic ones. In  authors supposed that the displacements of the particles which are connected by elastic springs are small in the following sense: This inequality can be justified only for lower part of spectrum for natural oscillations.
5. Anticontinuum Limit
A classical continuous approximation allows for relatively good description of a low part of the vibration spectrum of a finite chain of masses. In what follows we study now another limiting case, so-called anticontinuum limit, that is, completely uncoupled limit for lattice (Figure 3).
In this case one has, and equation for reads
This is so-called anticontinuum limit.
In the case of vibrations close to the saw-tooth one, the short-wave approximation is applied “envelope continualization” [76–79] (Figure 4). Namely, first we use staggered transformation and then (2.3) and (2.15) are reduced to the following BVP:
Then, the following relations are applied:
Appropriate boundary and initial conditions for (5.7) follow
Observe that practically the whole frequency interval of discrete model is well approximated for two limiting cases, that is, for the case of the chain and for the case of the envelope.
6. Improved Continuous Approximations
In what follows we are going to construct improved continuous approximations. Modeling of such systems (nonlocal theories of elasticity) requires integral or gradient formulation. The integral formulation may be reduced to a gradient form by truncating the series expansion of the nonlocality kernel in the reciprocal space . In what follows we apply the gradient formulation approach.
If, in the series (3.9), we keep three first terms, the following model is obtained:
However, a nontrivial problem regarding boundary conditions for (6.1) appears [81, 82]. The conditions mentioned can be defined only assuming the chain dynamics behavior for ; . In other words, a boundary point is replaced by a boundary domain [44, 45]. In particular, in the case of periodic spatial extension “simple support” one gets
Assuming for ; , instead of the boundary conditions (6.2) we have “clamping”
Comparison of th frequency of a continuous system (6.1), (6.2) with that of a discrete system exhibits essential accuracy improvement (applying coefficient 2.1 instead of 2 in an exact solution yields an error of ~5%). Observe that an estimation of the accuracy of continuous approximation on the basis of comparison of discrete and continuous systems frequencies rather simple but yielding reliable results.
Boundary conditions for (6.4) have the following form: or
The corresponding BVPs are correct (and also stable during numerical solution) for odd . In this case (6.4) is of hyperbolic type . Application of intermediate continuous models allows catching the mentioned splashes effect.
For, intermediate continuous models (6.4) are unstable.
One also can mention the momentous elasticity theories [14, 25–27, 83–87]. For example, taking into account dependence of energy of deformation from the higher gradients of displacements leads to the concept of momentous stresses . Le Roux was the first who showed the importance of the higher gradients of displacements . In momentous theories of elasticity the method of macrocells is also widely used [89–91]. The dynamics of the continuous media is described by the equations of displacement of the centre of mass of a macro cell and by the equations of moments of various orders. The spectrum of this media tends to the complete spectrum of a linear chain with increasing number of moments. Critical reexamination of this approach can be found in .
The construction of intermediate continuous models is mainly based on the development of a difference operator into Taylor series. However, very often application of Padé approximants (PAs) is more effective for approximation [52, 92] (for description of PA see Appendix A). Collins  proposed to construct continuous models using PA. Then this approximation was widely used by Rosenau [55–60]. More exactly, Collins and Rosenau did not use PA straightforward; this was done later [61, 62, 93]. Sometimes these continuous models are called quasicontinuum approximations.
If only two terms are left in the series (3.9), then the PA can be cast into the following form:
For justification of this procedure Fourier or Laplace transforms can be used.
The corresponding quasicontinuum model reads
The boundary conditions for (6.8) have the form
Equation (6.8) is usually called Love equation  (but as Love mentioned  this equation was obtained earlier by Rayleigh [96, 97]). Term can be treated as the lateral inertia. Equation (6.8) has hyperbolic type.
Kaplunov et al.  refer to these type theories as theories with modified inertia.
Passage to (6.8) can be treating as regularization procedure. The model governed by (6.8) is unconditionally stable and propagating waves cannot transfer energy quicker than the velocity c. However, the model governed by (6.8) predicts that short waves transfer elastic energy with almost zero speed .
Finally, having in hand both long and short waves asymptotics, one may also apply two-point PA (description of two-point PA see Appendix A). In what follows we construct two-point PA using the first term of the series (3.9) as a one of limiting cases. We suppose
The improved continuous approximation is governed by the following equation:
Now we require the n-th frequency of a continuous and discrete system to coincide
For large value of one may approximately assume that with the boundary conditions (6.9).
Now, using (6.14) one gets .
The highest error in estimation of the eigenfrequencies appears for and consists of 3%.
Observe that equations similar to the (6.14) are already known. Eringen [103–106] using a correspondence between the dispersion curves of the continuous approximation and Born-von Kármán model [82, 107] obtained . This value is very close to that proposed in [108, 109] on the basis of a certain physical interpretation, where also model (6.14) is referred to as the “dynamically consistent model.”
Dispersion relation (6.15) does not satisfy condition at the end of first Brillouin zone . That is why in [105, 113] so-called bi-Helmholtz type equation was proposed. In  this equation is where
Boundary conditions associated with this equation are or
7. Forced Oscillations
In order to study forced vibrations we begin with a classical continuous approximation. A solution to (3.1) is sought in the following form: and the function is defined by the following BVP:
For the approximation the motion of the chain, one must keep in an infinite sum only n first harmonics
Observe that solutions (2.16) and (7.4) differ regarding frequencies and (relations (2.8) and (3.10), resp.). In addition, the coefficients in series (2.16) and (7.4) differ from each other, that is, projections onto normal vibrations of discrete and continuous systems, and , respectively, are strongly different for . This is because during projection into normal vibrations for the discrete system one must use summation due k from 0 to n, whereas for the continuous system—integration due from 0 to l. The problem occurring so far can be overcome using the Euler-McLaurin formulas  where are the Bernoulli numbers, having the following values:
In addition, the following formulas hold :
The corresponding integrals read
Owing to (7.11), one can construct a simple expression relatively good approximating sum (7.8) for arbitrary j values from j = 1 to j = n. For this purpose we change second term of the right-hand side of (7.11) in the following way:
8. Wave Processes in Discrete and Continuous 1D Media
Let us study wave propagation in the infinite 1D medium (Figure 5). Assuming that when time instant t = 0, a force acts on a mass with number 0 in direction of the axis . Governing equations can be written in the following way :
We reduce (8.1) to the dimensionless form
Due to the linearity of the problem one can suppose .
Observe that the term can be developed in the vicinity of either (classical continuous approximation) or (envelope continualization)
Solving (8.3) and applying inverse Fourier transform one obtains wave velocity propagation in discrete media:
The obtained solution is exact one and will be further used for the error estimation of improved continuous models.
Applying the classical continuous approximation instead of system (8.2), the following wave equation with the Dirac delta-function in right hand-side is obtained:
The following relation between discrete and continuous systems holds:
Now, applying the Fourier transform in and the Laplace transform in , one obtains
So, a wave propagation in a discrete media strongly differs from this phenomenon in the classical continuous media. In what follows we give solutions on a basis of the theories of elasticity described so far. The intermediate continuous model is as follows:
Applying both Fourier transform in and Laplace transform in , the following equation governing wave velocity propagation is obtained:
The quasicontinuum model is as follows:
The associated wave velocity propagation follows:
Model (6.14) for our case has the following form:
In this case the associated wave velocity propagation reads
Since analytical comparison of the obtained wave velocity propagation is difficult, we apply numerical procedures.
As it has been already mentioned, exact solution of the joined discrete problem governed by relation will serve us as the standard solution used for estimation of other solutions. Results of computations are shown on Figures 6(a)–6(c) and Figures 7(a)–7(c). One can conclude that above described improved continuous models give possibility qualitatively taking into account effect of media discreteness: (i) occurrence of oscillations, being gradually damped at x = const; (ii) infinite velocity of perturbations propagation (owing to assumption of instantaneous masses interaction during their draw near); (iii) occurrence of the quasi-front domain, where the stresses increase relatively fast, but without jump, as on the wave front set; velocities and deformations exponentially decay while the quasi-front increases finally becoming negligibly small.
(a) Wave propagation for z = 2.0
(b) Wave propagation for z = 10.0
(c) Wave propagation for z =100.0
(a) Wave propagation for τ = 2.0
(b) Wave propagation for τ = 10.0
(c) Wave propagation for τ = 100.0
Equation (8.10) has sixth order in spatial variable, (8.12) and (8.14) have second order in spatial variable, so, they are simpler for practice applications. Equations (8.12), and (8.14) give for case of wave motion qualitatively the similar results.
9. D Lattice
In order to analyse the 2D case we use 9-cell square lattice (Figure 8) [87, 117]. The central particle is supposed to interact with eight neighbours in the lattice. The mass centres of four of them are on horizontal and vertical lines, while the mass centres of the other four neighbouring particles lie along diagonals. Interactions between the neighbouring particles are modelled by elastic springs of three types. Horizontal and vertical springs with rigidity define interaction forces of extension/compression of the material. The diagonal longitudinal springs have rigidity and shear axial spring - . Governing equations of motion are 
Here is the displacement vector for a particle situated at point, .
The standard continualization procedure for (9.1) involves introducing a continuous displacement field such that, and expanding into Taylor series around . Second-order continuous theory in respect to the small parameter h is 
Naturally, one can construct equations of higher order, but, as it is shown in , generally it is not possible to create asymptotic theories that do not possess extraneous solutions in the nonscalar context.
Using staggered transformations one obtains in anticontinuum limit.
The existence of the continuous approximations (9.2) and (9.4) gives a possibility to construct the composite equations, which is uniformly suitable in the whole interval of the frequencies and the oscillation forms of the 2D lattice of masses. Let us emphasize, that the composite equations, due to Van Dyke , can be obtained as a result of synthesis of the limiting cases. The principal idea of the method of the composite equations can be formulated in the following way [118, page 195].(i)Identify the terms in the differential equations, the neglection of which in the straightforward approximation is responsible for the nonuniformity.(ii)Approximate those terms insofar as possible while retaining their essential character in the region of nonuniformity.
In our case the composite equations will be constructed in order to overlap (approximately) with (9.2) for long wave solution and with (9.4) for short wave solution. As a result of the described procedure one gets
For 1D case from (9.5) one obtains (6.14) for and the same equation for . For small variability in spatial and time variables equations (9.5) can be approximated by (9.2), for large variability in spatial and time variables equations (9.5) can be approximated by (9.4).
10. Nonlinear Case
Fundamental methods of analysis of linear lattices are those based on either discrete or continuous Fourier transformations [44, 45, 119] and the integral Fourier operators method proposed by Maslov . In a nonlinear case the similar methods, in general, are not applicable. However, there exists class of piece-wise acting forces-springs extensions relations, opening the doors for analytical tools application .
Besides, one may achieve even a solution to a nonlinear problem using the following observation [61, 62, 119, 121]. Let nonlinear springs in 1D problem have potential energy , where is a difference between the neighborhood masses regarding their equilibrium positions. In this case the stretching force is . The chain dynamics is governed by the following infinite system of ODEs: where .
Assume that solution to the ODEs is a traveling wave, . Then (10.1) is cast into the following form: where .
Introducing notation and applying the Fourier transformation to (10.2) one gets In the conjugated space one obtains where .
Term can be approximated by PA or two-point PA in the following way: where .
In result one obtains equation of continuous approximation or
We show also a simultaneous application of PA matched with a perturbation procedure using an example of the Toda lattice 
In continuum limit one obtains (for details see Appendix B) where: .
Then, (10.9) yields (up to the highest terms)
On the other hand, there are nonlinear lattices with a special type nonlinearities allowing to achieve exact solutions as soliton and soliton-like solutions (Toda, Ablowitz and Ladik, Langmuir, Calogero, and so forth, [119, 126–130]) in the case of infinite lattices or in the case of occurrence of physically unrealistic boundary conditions. In many cases nonintegrable systems like a discrete variant of sine-Gordon equation possess soliton-like solution.
Lattice discreteness allows the existence of new types of localized structures that would not exist in the continuum limit. Nonlinearity transfers energy to higher wavenumbers but it can be suppressed and balanced by the bound of the spectrum of discrete systems. Such balance can generate highly localized structures, that is, the discrete breathers [100–102, 131]. Improved continuous models give possibility to construct such type of localized solutions [100–102].
On the other hand, it is more appropriate changing a system of Fermi-Pasta-Ulam not by KdV equation, but by Toda lattice. In the latter case one gets an asymptotic regarding nonlinear parameter instead of applying direct substitution of a discrete system by a continuous one. Occurrence of exact solutions of a discrete system allows applying the following approach; fast changeable solution part is constructed using a discrete model, whereas a continuous approximation is applied for slow components. The latter observation is very well exhibited by Maslov and Omel’yanov , who analysed Toda lattice with variable coefficients
They construct soliton solutions in the following way: rapidly changing part of soliton is constructed using Toda lattice with constant coefficients, and for slowly part of solution continuous approximation is used. Then these solutions are matched.
11. Some Generalization
Let us show that PA for constructing of improved continuous models can be used iteratively. For three terms in expansion (3.9) one has PA and continuous model or
Now we use PA as follows: and obtain new improved continuous model
Now let us consider the continuous models of the chain with two different particles in primitive cell, that is, the chain with alternating masses
Continuous approximation for (11.6) is (rod with localized masses)
Improved continuous approximation for (11.6) can be written as follows: or
Homogenization and other asymptotic approaches can be use for this continuous system [132, Section 3]).
12. Modified Navier-Stokes Equations
The Navier-Stokes equations have a long and glorious history but remain extremely challenging, for example, the issue of existence of physically reasonable solutions of these equations in 3D case was chosen as one of the seven millennium “million dollar” prize problems of the Clay Mathematical Institute . Many famous mathematicians (Smale et al. , Yudovich ) also wrote about this problem as one of the most important problems of the 21st century. The 3D problem remains open until today , although in the 1950s Ladyzhenskaya obtained the key result of global unique solvability of the initial boundary value problem for the 2D Navier-Stokes Equations Ladyzhenskaya believed that in the 3D case the Navier-Stokes Equations, even with very smooth initial data, do not provide uniqueness of their solutions on an arbitrary time interval. She introduced the modified Navier-Stokes equations [133, 137–139] (see also ):
Equations (12.1), (12.2) differ from the classical ones only in large-velocity gradients and coincide with them for. For (12.1) and (12.2) Ladyzhenskaya proved global unique solvability under reasonably wide assumptions.
As it is mentioned in , “From the kinetic point of view these equations represent the long-wavelength limit. However, it often happens that the dynamics predicted by the hydrodynamics equations involves relatively short-wavelength scales. This, formally at least, contradicts the conditions under which the macroscopic system was derived.” Note that the modified Navier-Stokes equations (12.1), (12.2) allow for taking into account higher order harmonics influence via artificially separated terms.
It should be emphasized a role of mathematical approaches in proving various physical theories . Although nowadays a physical experiment plays a crucial role in verification of many novel theories, but it is difficult sometimes to realize a sure and proper experimental verification and validation of the developed theories. In those cases it seems that the proper support of mathematical rigorous approaches may serve as a tool of “experimental” validation of the introduced theories. In other words the rigorous mathematical approaches validating the physical theories can be treated as experimental ones for the so called “theoretical mathematics.”
Therefore, the modified Navier-Stokes equations are more suitable for fluid dynamics description for large Re from a point of view of theoretical mathematics. For small Re they are more close to the Navier-Stokes equations. In the latter case one gets a unique global solutions to the initial-boundary value problems as well as the solvability of the stationary boundary value problems for arbitrary Re numbers.
Note that the modified Navier-Stokes equations (12.1), (12.2) allow for taking into account higher order harmonics influence via artificially introduced terms. It is clear that it will be very challenging in getting the modified Navier-Stokes equations starting in modeling from a molecular structure, as it has been demonstrated so far using simple examples of discrete lattice. Here we can mention paper by Rosenau, who applied regularization procedure to the Chapman-Enskog expansion . This approach, however, requires further investigations.
Classical molecular dynamics simulations have become prominent as a tool for elucidating complex physical phenomena, such as solid fracture and plasticity. However, the length and time scales probed using molecular dynamics are still fairly limited. To overcome this problem it is possible to use molecular dynamics only in localized regions in which the atomic-scale dynamics is important, and a continuous simulation method (e.g., FEM) everywhere else . Then the problem of coupling molecular dynamics and continuum mechanics simulations appears. In this case, one can apply a concept of bridging domain [142–144]. We think that in the latter case an application for describing bridging domain of improved continuous models can result in efficient computational time saving.
Let us compare an impact of the methods illustrated and discussed so far on the improved continuous models. Continuous models based on the PA and two-point PA can be applied in the case of 1D problems (in spite of some artificially constructed examples ). Intermediate continuous models and BVP obtained on the basis of the composite equations can be used for problems of any dimensions.
It will be very interesting to use for study investigation of 2D lattices 2D PA .
Let us finally discuss problems closely connected with brittle fracture of elastic solids [120, 146–150]. Observe that a continuous model, which does not include material structure, is not suitable since any material crack occurs on the material structure level. This is a reason why some of the essential properties of damages of the classical continuous model theory are not exhibited. For instance, in a discrete medium the propagated waves transport part of the energy from the elastic body into the crack edges. This is why application of nonlocal theories during explosion process modeling (e.g., for the composite materials) looks very promising. As it is mentioned in , “The continuous development of advanced materials ensures that a “one size fits all” approach will no longer serve the engineering community in terms of predicting and preventing fatigue failures and reducing their associated costs.”
A. Padé Approximants
Let us consider Padé approximants, which allow us to perform, to some extent, the most natural continuation of the power series. Let us formulate the definition . Let where the coefficients ai, bi are determined from the following condition: the first (m + n) components of the expansion of the rational function Fmn (ε) in a McLaurin series coincide with the first (m + n +1) components of the series F(ε). Then Fmn is called the [m/n] PA. The set of Fmn functions for different and forms the Padé table.
Now we give the notion of two-point Padé approximants . Let
The TPPA is represented by the rational function where k + 1 (k = 0, 1,, n + m + 1) coefficients of a McLaurin expansion, if , and m + n + 1 − k coefficients of a Laurent series, if , coincide with the corresponding coefficients of the series (A.2).
B. Continuum Limit of Toda Lattice
Here we describe construct of the continuum limit of the Toda lattice
Equation (B.1) can be approximately factorized
For wave spreading in right direction one obtains
Formally expanding function in a Maclaurin series up to the terms of the third-order one obtains from (B.4)
Using variables transform one obtains
C. Correspondence between Functions of Discrete Arguments and Approximating Analytical Functions
Let us suppose system is the external force acting on jth point.
Further we follow .
In continuum limit we must construct a function s(x,t) representimg a continuous approximation of the function of discrete argument . Observe that it is defined with an accuracy to any arbitrary function, which equals zero in nodal points x = j, j = 0,1,2,,n. For this reason, from a set of interpolating functions one may choose the smoothest function owing to filtration of fast oscillating terms. As it is shown in , the interpolating function is determined uniquely, if one requires its Fourier image to differ from zero only on the segment . From this condition one obtains
For function one has the following relation (from [115, formula 22.214.171.124])
The authors thank Professors H. Askes, A. M. Filimonov, W. T. van Horssen, L.I. Manevitch for their comments and suggestions related to the obtained results, as well as Dr. G. A. Starushenko for help in numerical calculations. This work was supported by the German Research Foundation (Deutsche Forschungsgemeinschaft), Grant no. WE 736/25-1 (for I.V. Andrianov). The authors are grateful to the anonymous reviewers for valuable comments and suggestions, which helped to improve the paper.
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