On the entropic property of
the Ellipsoidal Statistical model
with the Prandtl number below 2/3
Abstract.
Entropic property of the Ellipsoidal Statistical model with the Prandtl number Pr below 2/3 is discussed. Although 2/3 is the lower bound of Pr for the H theorem to hold unconditionally, it is shown that the theorem still holds even for , provided that anisotropy of stress tensor satisfies a certain criterion. The practical tolerance of that criterion is assessed numerically by the strong normal shock wave and the Couette flow problems. A couple of moving plate tests are also conducted.
Key words and phrases:
kinetic theory of gases, H theorem, ellipsoidal statistical model, rarefied gases, Boltzmann equation.1991 Mathematics Subject Classification:
Primary: 76P05; Secondary: 82C40.Shigeru Takata∗ and Masanari Hattori
Department of Aeronautics and Astronautics & Advanced Engineering Research Center,
Kyoto University, Kyoto 615-8540, Japan
Takumu Miyauchi
Department of Aeronautics and Astronautics, Kyoto University, Kyoto 615-8540, Japan
(Communicated by *****)
1. Introduction
The Ellipsoidal Statistical (ES) model is a relaxation-type kinetic equation proposed by Holway [9], which involves the celebrated Bhatnagar–Gross–Krook (BGK) model [3] as a special case. It has a simple structure as the other kinetic models but still satisfies the H theorem and reproduces a realistic value of the Prandtl number. Since the proof of its H theorem in Ref. [1], it has been attracting many researchers as an alternative to the BGK model, e.g., [4, 7, 8, 11, 10].
In the case of monatomic gases, that proof was made for the Prandtl number not less than 2/3. In some practical applications, however, such a restriction might affect our choice of the Prandtl number. Indeed, for the hard-sphere gas (one of the most representative models in the kinetic theory) the Prandtl number is known to be [14], which is slightly lower than .111In the case of the dense gas, the deviation from can be enhanced to be down to about of the value at the dilute gas limit, according to the Enskog theory; see, e.g., J. O. Hirschfelder, C. F. Curtiss and R. B. Bird, Molecular Theory of Gases and Liquids, John Wiley & Sons, New York, 1964, Sec. 9.3. In Refs. [15, 6], we were also in such an embarrassing situation that the Prandtl number of nitrogen gas is slightly below the corresponding bound for polyatomic gases and made a compromise (by around 10 %) in setting the value of the Prandtl number in numerical computations.
The above lower bound is, however, the condition that the H theorem holds unconditionally. There is still a room for that the H theorem holds even for the Prandtl number below that bound under some restriction. In the present paper, we are going to study this issue and provide a critical condition for the H theorem to be valid for the Prandtl number below 2/3. The paper is organized as follows. First, the ES model is briefly reviewed in Sec. 2. Then, the derivation of the concerned condition is delivered in Sec. 3, which is followed by some practical assessment tests in Sec. 4. The paper is concluded in Sec. 5.
2. ES model and H theorem
Let us denote by the velocity distribution function (VDF) of gas molecules, which is a function of time , space position , and molecular velocity . Then, the collision term of the ES model for monatomic gases reads [1]
(1a) | ||||
(1b) | ||||
(1c) | ||||
(1d) |
where , , and are respectively the density, flow velocity, and temperature of the gas; is the specific gas constant (the Boltzmann constant divided by the mass of a molecule); is the Kronecker delta; is a positive function of such that is the collision frequency of the gas molecules. Note that (or ) is a matrix, that (or ) is the stress tensor divided by the density, and that the summation convention applies in the definitions of and and throughout the present paper. The is an adjustable parameter to make the Prandtl number a realistic value, and the H theorem is proved to hold unconditionally in the range [1]. Because of the relation (or ), this range is identical to .
For our purpose, the relevant steps in the proof in Ref. [1] are to show that (i) is positive definite and that (ii) the inequality holds, where the equality holds only when is a scalar multiple of the identity matrix (see the Appendix A). If (i) and (ii) remain valid even for (or ) under some condition, the H theorem remains valid as well under that condition. In the present paper, we are concerned with the case , which corresponds to the case .
3. Derivation of condition
Thanks to its definition, is a symmetric positive definite matrix and thus has positive real eigenvalues , , and , as far as the VDF is non-negative. Hence, without loss of generality, we may assume that and accordingly may put , , and , where , , and . Since by definition is nothing else than the trace of , it is related to the eigenvalues as [or ]. Note that indicates the degree of deviation of the minimum from the maximum eigenvalue and that is the ratio of the difference between the largest two eigenvalues to that between the minimum and the maximum eigenvalue.
3.1. On the condition for to be positive definite
In the frame of the mutually orthogonal eigenvectors of , the as well as is diagonalized:
where is the identity matrix. Since the three diagonal components multiplied by are eigenvalues of , the condition for to be positive definite is simply reduced to
(2) |
in the present parameter range . Note that, since by construction, the constraint (2) is effective only when the right-hand side of the last inequality is less than unity, namely
(3) |
is fulfilled. The above varies monotonically from to when varies from to .
3.2. On the condition for to hold and the restriction on the equality
After straightforward manipulations, the difference of with is written as
(4) |
Here, we need to care the restriction in (ii) of the last paragraph of Sec. 2 that holds only when is a scalar multiple of the identity matrix, which is identical to in the present notation. Hence the condition for with this restriction is reduced to that the inside of the curly brackets is positive, i.e.,
(5) |
for in the range . The left-hand side is non-negative because , while the sign of the right-hand side depends on that of the factor . Let the smaller and larger zeros of with fixed be and , i.e., and . Then, it is readily seen that and that for and elsewhere. Hence, we have the following condition:
(6) |
3.3. Combined condition
Let us start with the observation that , so that for . As described before, the condition (2) becomes effective only when . Our first concern is the size relation between in (2) and in (6) in the range . Then, checking the size relation is reduced to checking the sign of the following quantity
because all of , , and are positive. Here, implies . The simple substitution of shows, after some manipulations, that
(7) |
Remind that for . Thus , i.e., for . Our next concern is the size relation between and unity in the range , because is over or equal to unity in this range. Then, because for , we have , so that there is no restriction on in the concerned range of .
To summarize, we have arrived at the following statement of criterion.
4. Simple test problems
In order to see how much the derived condition (8) is practically restrictive, we shall carry out a couple of numerical tests such that the strong anisotropic behavior of the gas be expected. One is the strong shock wave problem, the other is the time-dependent Couette flow problem. A couple of additional tests, which are simple but severe, motivated by the result of the Couette flow will be conducted as well.
4.1. Shock wave test
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(a) | (b) |
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(c) | (d) |
Consider a normal shock wave standing at rest against a uniform flow of a monatomic gas. Let be the spatial coordinate along the flow direction whose origin is located at the center of the shock.222The center of the shock is defined by the position where the density takes the average of the densities at the upstream and downstream infinities. Let , , and be the density, temperature, and flow velocity of the uniform equilibrium state at upstream infinity, while , , and be those at downstream infinity. Then, under the spatially uniform and the null flow-velocity assumption in the - and -directions, the problem is formulated as
(9a) | ||||
under the upstream and the downstream condition | ||||
(9b) |
where the upstream and the downstream quantities are related by the Rankine–Hugoniot conditions [12]:
(10) |
Here and is the Mach number of the flow at upstream infinity, i.e., .
The problem can be reduced to that of the marginal VDFs [5]. After the reduction, it is solved numerically by the standard iterative finite-difference method. The numerical accuracy is carefully checked enough to assure the main conclusions drawn from the present computations. Here we omit the details of the numerical method itself, grid resolution, etc. and simply present the obtained results.
It is readily seen that is diagonal333Thanks to the assumption made just before (9a), the problem is rotationally invariant around the -axis. The off-diagonal components are thus null. in the present coordinates system, and its diagonal components are nothing else than the eigenvalues , , and [or , , and ]. Firstly, the computations have been performed for , , , 20, , and under the setting . Figure 1 shows the structure of the shock wave in some typical cases. In all the cases, is found to be the largest among the diagonal components. Because the problem is isotropic in the directions normal to -direction, and thus . Then, the condition (8) is simplified as
(11) |
or equivalently
(12) |
using the relation . Note that monotonically increases from to as increases from to . The obtained profiles of , which is given by here, inside the shock are also shown by dash-dotted lines in Figure 1. With the aid of (12), the lower bound of the acceptable Prandtl number for each Mach number is suggested from the figure, the result of which is shown in Table 1.
2 | 5 | 10 | 20 | 40 | 60 | |
---|---|---|---|---|---|---|
0.2786 | 0.5506 | 0.6137 | 0.6387 | 0.6478 | 0.6499 | |
0.5184 | 0.5454 | 0.5539 | 0.5576 | 0.5590 | 0.5593 | |
0.7776 | 0.8181 | 0.8309 | 0.8364 | 0.8385 | 0.8390 |

With these results in mind, further computations have been carried out for different Prandtl numbers as well. The maximum values of in individual computations are plotted against for each Mach number in Figure 2. It is seen that they depend only weakly on for every fixed value of . The intersections of solid lines and the curve are indicated by the symbol . Their abscissas indicate the actual lower bounds of acceptable Prandtl number for the individual . They are all slightly smaller than the values of in Table 1 for those . It is seen that in the present test the condition (8) [or (12)] is tolerant; even for , can be down to , i.e., a reduction of by around from is acceptable.
4.2. Couette flow and sliding plate test
Consider a monatomic rarefied gas in the gap between two parallel plates which are kept at a common uniform temperature . The confined gas is in the equilibrium state at rest with the temperature and the density . Set the -direction to be normal to the plates, with its origin at the middle of the gap. Let the gap width be . At the instance , the two plates suddenly start sliding with a constant speed in the directions opposite to each other: the plate at moves in the -direction, while that at in the -direction. Assuming the diffuse reflection boundary condition on the plates, the problem is formulated as
(13a) | ||||
under the initial and the boundary condition | ||||
(13b) | ||||
(13c) | ||||
where | ||||
(13d) |
This is the time-dependent Couette flow problem.
As the previous test case, the problem can be reduced to that of the marginal VDFs [5]. After the reduction, it is solved numerically by the standard finite-difference method implicit in time. The numerical accuracy is carefully checked enough to assure the main conclusions drawn from the present computations. We again omit all the details of the numerical computations. In the present test, is not diagonal in the specified Cartesian coordinates, and the three eigenvalues are given by and .
The computations have been carried out for various values of , the reference Knudsen number, and the Prandtl number. In the present test, is found to be always and to take its maximum value on the plates at the initial stage of the time evolution. Consequently, that value is found to depend only on the plate speed, neither on the Knudsen number nor the Prandtl number, because at the initial stage the collision integral is not effective. These observations imply that the most severe situation is identical to the initial stage of the Rayleigh problem [2, 13] and is represented by the combination of the initial data for incident molecules and the boundary condition for reflected molecules on the plates. That is, the most severe test can be conducted by the following VDF:
(14) |
Note that this is identical to the steady free molecular solution of the Couette flow with one plate sliding with speed and the other plate at rest. The above reduction of test, which we call a sliding plate test, allows us to assess the condition of our interest in detail.
For the above VDF (14), and are readily obtained as
(15) |
where . Note that (a) from the above, while in the range or . It is also found that . Hence, plugging (15) into (8) yields the following criterion for the H theorem to remain valid in the present test:
(16) |
where the relation has been used to convert to . The function is plotted by solid lines for various values of in Figure 3, together with by a dashed line. It is seen from the figure that, by the 20 % (resp. 16 %) reduction of Prandtl number from , the condition (16) is satisfied for the sliding speed (resp. 1.59).

Incidentally, in the time-dependent Couette flow test, even when the condition (8) is violated, numerical computations have been carried out stably and consistently, as far as the condition (2) is satisfied. This observation agrees with the shock wave test for .
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(a) | (b) |
4.3. Pushing or pulling plate test
Motivated by the sliding plate test, we consider another severe test by the following VDF:
(17) |
where
The above VDF mimics the gas on the plate at the initial instance of a sudden plate motion in the normal direction with a constant speed , by supposing that, before starting the plate motion, the gas is in the equilibrium state at rest with density and temperature . Here, implies the pushing plate while implies the pulling plate.
In this case, is diagonal with (thus ) as in the shock wave test, and the diagonal components are given by
(18) |
where and is the gas density divided by . Note that because of its definition. Accordingly, for and is written as
(19) |
in the present test. Since , the condition (8) takes the same form as (12). Substitution of (19) into (12) eventually leads to the following condition:
(20) |
where
(21) |
Figure 4 shows the functions and respectively in (a) and (b), where the values of are also shown for reference in (a). The present test assesses the robustness of the desired entropic property for small Prandtl numbers against the anisotropy caused by strong compression (or expansion). In this sense, the type of test is similar to that in the shock wave case. Nevertheless, the observed robustness looks quite different. One possible explanation is the compression rate measured by the density. In the shock wave test, the ratio of density between the upstream and the downstream infinity is at most four even in the limit , see (10). But here, the ratio of the density to its initial value or its inverse is beyond this value already around or . The present test is thus much harder than the shock wave test.
5. Conclusions
In the present paper, we have investigated the criterion for the H theorem to hold even for the ES model with the Prandtl number below . The derived condition that covers the range shows that indeed there is a room for the H theorem to remain valid. The practical tolerance of the condition is assessed numerically by a couple of tests, i.e., the strong shock wave and the time-dependent Couette flow problem, and then further assessed by the sliding and the pushing/pulling plate problem. The condition is tolerant in the shock wave test enough to accept about reduction of below even for the strong shock wave with , while it is rather restrictive in the Couette flow, the sliding plate, and the pushing/pulling plate test in the sense that the acceptable reduction of of the same level is achieved only within for both and . The latter three tests show that the collisionless gas state caused by the sudden motion of boundary can be a practical source of restriction on the entropic property of the ES model for small Prandtl numbers below .
Appendix A A brief review of the H theorem in Ref. [1]
Proposition 2.1 (the H theorem) of Ref. [1], together with the outline of its proof, is shown here in terms of the notation in the present paper.
Let
(22) |
where , , and is the set defined by . Then, the following proposition is proved in Ref. [1].
Proposition: For symmetric positive definite tensor and we have
-
(a)
the tensor defined in (1c) is symmetric positive definite and the set is not empty,
- (b)
-
(c)
the entropy of the Gaussian satisfies ,
-
(d)
consequently the entropy inequalities
(23) (24) hold.
-
(e)
the equality implies .
The outline of proof of (a)–(e) given in Ref. [1] is as follows.
-
On (a):
The first part is assured by straightforward manipulations in terms of the eigenvalues of (i.e., , , and ) for . Then second part is valid for such , because belongs to that set.
-
On (b):
The proof relies on the definition of and its convexity.
-
On (c):
The equality is nothing else than (b). The inequality is first reduced to by using (b). Then, the reduced inequality is validated by an extension of the Brunn–Minkowsky inequality in the range . The inequality is a consequence of the definition of .
-
On (d):
This is an immediate consequence of (c) and the convexity of .
-
On (e):
Because of (d), the equality implies , which in turn implies that is the Gaussian with being replaced by . It also implies , which leads to . Then, direct calculations of this equality show that is a scalar multiple of the identity matrix and thus is the Maxwellian given in (e).
As is clear from the above outline, the clue steps for the extension of the validity range of the H theorem are to show that (i) is positive definite and (ii) , including that the equality in (ii) holds only when is the Maxwellian. The discussions in Sec. 3 of the present paper focus on the above (i) and (ii).
References
- [1] P. Andries, P. Le Tallec, J.-P. Perlat and B. Perthame, The Gaussian-BGK model of Boltzmann equation with small Prandtl number, Eur. J. Mech. B-Fluids, 19 (2000), 813–830.
- [2] G. K. Batchelor, An Introduction to Fluid Dynamics, Cambridge University Press, Cambridge, 1967, Sec. 4.3.
- [3] P. L. Bhatnagar, E. P. Gross and M. Krook, A model for collision processes in gases. I. Small amplitude processes in charged and neutral one-component systems, Phys. Rev., 94 (1954), 511–525.
- [4] S. Brull and J. Schneider, A new approach for the ellipsoidal statistical model, Contin. Mech. Thermodyn., 20 (2008), 63–74.
- [5] C. K. Chu, Kinetic-theoretic description of the formation of a shock wave, Phys. Fluids, 8 (1965), 12–22.
- [6] H. Funagane, S. Takata, K. Aoki and K. Kugimoto, Poiseuille flow and thermal transpiration of a rarefied polyatomic gas through a circular tube with applications to microflows, Bollettino U. M. I. Ser. IX, IV (2011), 19–46.
- [7] M.A. Gallis and J.R. Torczynski, Investigation of the ellipsoidal-statistical Bhatnagar–Gross–Krook kinetic model applied to gas-phase transport of heat and tangential momentum between parallel walls, Phys. Fluids, 23 (2011), 030601.
- [8] M. Groppi, S. Monica and G. Spiga, A kinetic ellipsoidal BGK model for a binary gas mixture, Europhys. Lett., 96 (2011), 64002.
- [9] L. H. Holway, New statistical models for kinetic theory: Methods of construction, Phys. Fluids, 9 (1966), 1658–1673.
- [10] C. Klingenberg, M. Pirner and G. Puppo, Kinetic ES-BGK models for a multi-component gas mixture, in XVI International Conference on Hyperbolic Problems: Theory, Numerics, Applications, Springer, (2016), 195–208.
- [11] J. Meng, L. Wu, J. M. Reese and Y. Zhang, Assessment of the ellipsoidal-statistical Bhatnagar–Gross–Krook model for force-driven Poiseuille flows, J. Comp. Phys., 251 (2013), 383–395.
- [12] H. W. Liepmann and A. Roshko, Elements of Gasdynamics, Dover, New York, 2001, Sec. 2.13.
- [13] Y. Sone, Kinetic theory analysis of linearized Rayleigh problem, J. Phys. Soc. Jpn, 19 (1964), 1463–1473.
- [14] Y. Sone, Molecular Gas Dynamics, Birkhäuser, Boston, 2007, Sec. 3.1.9; Supplementary Notes and Errata is available from Kyoto University Research Information Repository (http://hdl.handle.net/2433/66098).
- [15] S. Takata, H. Funagane and K. Aoki, Fluid modeling for the Knudsen compressor: Case of polyatomic gases, Kinetic and Related Models, 3 (2010), 353–372.