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Abstract
It has been well known that the analytic neutron transport solution tends to the analytic solution of a diffusion problem for optically thick systems with small absorption and source. The standard technique for proving the asymptotic diffusion limit is constructing an asymptotic power series of the neutron angular flux in small positive parameter , which is the ratio of a typical mean free path of a particle to a typical dimension of the problem domain. In this paper, first, we provide an analysis of the asymptotic properties of the SN transport eigenvalues. Then, we show that the analytical SN transport solution satisfies the diffusion equation in the asymptotic diffusion limit based on a recently obtained closed-form analytical solution to the one-dimensional monoenergetic SN neutron transport equation. The boundary conditions for the diffusion equation are discussed.
I. INTRODUCTION
The asymptotic analysis methodology originally developed by Larsen and others has proved to be a powerful technique to study transport problemsCitation1–5 and analyze numerical methods.Citation6–9 The essential idea of the asymptotic analysis method is to assume a solution (the flux) that depends on a small parameter by a simple asymptotic expansion:
. Larsen et al. used the asymptotic analysis to show the transition from analytic transport to analytic diffusion for the SN transport equation.Citation6 Most recently, to study the asymptotical properties of numerical schemes for the SN transport equation, we proposed a different asymptotic analysis method that is based on the scaled Taylor expansion.Citation10
In this paper, we present a direct proof to show that the analytical solution of the SN transport equation satisfies the diffusion equation in the asymptotic diffusion limit. To facilitate the discussion, we first present a new closed-form analytical expression of the solution to the monoenergetic SN transport equation in slab geometry,Citation11 which is essential for the proof. Then, the proof will follow naturally as the asymptotic properties of the SN transport eigenvalues.
It should be noted that a number of analytical solutions and their numerical implementations have been proposed for the one-dimensional SN transport equation.Citation12–17 Our solution is essentially similar to those matrix exponential formulations.Citation14,Citation15,Citation18 A comprehensive review of the matrix-exponential formalism in radiative transfer can be found in the literature.Citation19 The SN transport equation is decoupled by eigen decomposition. In general, we can consider the eigenvalues and eigenvectors as known since they can be easily obtained using a modern software with arbitrarily high precision.Citation20 The decoupled set of linear first-order ordinary differential equations is solved analytically in matrix form based on the classical method of characteristics. One can find the detailed derivation in CitationRef. 11. Here, we briefly summarize the solution as follows.
The steady monoenergetic SN equation in slab geometry assuming isotropic scattering and constant neutron source is written as
where
in which
in which
total macroscopic cross section
macroscopic scattering cross section
constant neutron source.
EquationEquation (1)(1)
(1) is a system of coupled first-order differential equations. Matrices
and
contain the nodes and weights of a symmetric quadrature set (e.g., Gauss-Legendre quadrature).
We can write EquationEq. (1)(1)
(1) as
where
The transport matrix is diagonalizable, and we have
where is the diagonal matrix with the eigenvalues of the matrix
and
is the matrix with the columns consisting of eigenvectors. We can find
and
through eigen decomposition. If
the eigenvalues and eigenvectors are simply
and the identity matrix I, respectively.
We write as
where
We will show in Sec. II that all the eigenvalues are real and that they occur in positive-negative pairs as
and
The detailed solution process can be found in CitationRef. 11. We just give the final analytical solution for the angular flux as just
Then, the scalar flux can be calculated as
where
Remark: We derived the general solution in a straightforward way by combining the left and right incoming angular flux vectors into a single vector as shown in EquationEq. (18b)(18b)
(18b) . The final solution is an explicit closed-form expression of eigen exponential functions, and it applies for
. When the scattering ratio
is extremely close to 1, there will be a loss of precision in the solution. To achieve high-precision solutions, one needs to use software with multiprecision capability.Citation20 Our solution does not apply for the case of conservative scattering (
), in which the smallest eigenvalues vanish and the transport matrix becomes singular. However, in numerical computation we can always calculate the conservative case with our solution by limiting
. It is worth noting that an analytical approach to overcoming the difficulty with the conservative scattering is described by Efremenko et al.Citation19 In addition, the analytical solution can be extended to solve the anisotropic scattering case and handle heterogeneous geometry without iterating on surface fluxes.Citation21 It is also worth mentioning that a novel analytical nodal discrete ordinates method has recently been developed for solving the SN equation in two-dimensional Cartesian geometry based on the analytical solution derived for slab geometry.Citation22
The remainder of this paper is organized as follows. In Sec. II, we present an analysis of the eigenvalues of the SN equation in the asymptotic diffusion limit. Section III presents the proof of diffusion theory; i.e., the analytical solution of the SN equation asymptotically satisfies the diffusion equation in the diffusion limit. The boundary conditions (BCs) for the diffusion equation are discussed. A numerical example is given in Sec. IV to compare the difference between the SN transport solution and its diffusion counterpart. Finally, conclusions are given in Sec. V.
II. TRANSPORT EIGENVALUES IN THE ASYMPTOTIC LIMIT
Before we present the proof to show that the solution of the SN transport equation tends to that of the diffusion equation in the asymptotic diffusion limit, we need to investigate the asymptotic properties of the eigenvalues of the transport matrix
Let
The matrix can be rewritten as
where ,
,
, and
are defined in EquationEqs. (3)
(3)
(3) through (Equation6
(6)
(6) ), respectively.
is the identity matrix.
We can obtain the eigenvalues through the following determinant of the matrix:
The value of the determinant does not change by adding the second row to the first row:
The value of the determinant does not change by adding the first column to the second column:
The value of the determinant does not change by multiplying the second column with and then adding it to the first column:
The value of the determinant does not change by adding the () multiple of the first row to the second row, and then we obtain
Since is a nonsingular matrix, the determinant can be expressed as
Since , we obtain
Using the Sherman-Morrison formula,Citation23 we obtain
where
and
If , which is the purely absorbing case, then we have
and thus,
Here, we are interested in the case of . Now that
, we have
Then, we have
The characteristic equation, EquationEq. (34(34)
(34) ), implies that all eigenvalues
are real and occur in positive-negative pairs for the case of
. If the roots of
were imaginary numbers, then
, and we would have
since
, which is contradictory with
. The eigenvalues degenerate to zero in the limit of
, and they become imaginary roots for
. Here, we assume a symmetric quadrature with weights
and
for our argument. It should be noted that Davison deduced the same result for the monoenergetic SN transport equation with isotropic scattering by using a heuristic approach.Citation24 A general proof on the spectrum of the transport operator was given by Kuscer and Vidav.Citation25
If (it is shown later that the condition is satisfied for the smallest eigenvalue in the asymptotic diffusion limit), the above summation term can be expanded in a series of polynomials of
:
It is known that the weights and nodes
of the Gauss-Legendre quadrature can allow the quadrature rule to integrate degree
polynomials exactly. Therefore, for
sufficiently large, the summation in EquationEq. (34)
(34)
(34) is almost exactly equal to the following integral:
Then, we have
It is interesting to note that we arrive at the same formula as derived for the integrodifferential transport equation based on the singular eigenfunction method (separation of variables).Citation26
Now, we introduce the following scaling of cross sections:
and
which implies
and
where is a small positive parameter and
and
are constants.
Substituting the scaling EquationEqs. (38)(38)
(38) and (Equation41
(41)
(41) ) into EquationEq. (37)
(37)
(37) and letting
, we can find the two roots for
, which are denoted by
:
It shows that in the asymptotic diffusion limit, the absolute value of tends to a constant, which corresponds to the inverse of the diffusion length in reactor physics. Now, we verify
. Since
, we only need to have
. We have
, which goes to zero quickly as
.
Next, we investigate the properties of other eigenvalues in the asymptotic diffusion limit. Since are the two eigenvalues of the transport matrix, they should satisfy EquationEq. (34)
(34)
(34) as
Subtracting EquationEq. (43)(43)
(43) from EquationEq. (34
(34)
(34) ), we obtain
Since , we have
Applying the cross-section scaling by substituting EquationEq. (38)(38)
(38) into EquationEq. (45
(45)
(45) ), we obtain
As ,
. Then, EquationEq. (46)
(46)
(46) can be simplified as
From EquationEq. (47(47)
(47) ), we can see that if
, then
, which is contradictory to
. Thus, we must have
or
where .
Take the S12 Gauss Legendre quadrature as an example. Six positive eigenvalues are given in , for , 0.001 and 0.0001, respectively. It shows that
when
. The eigenvalue
is almost the same as the theoretical one calculated by EquationEq. (37
(37)
(37) ), and it tends to the inverse of the diffusion length as well. It can also be seen that all the other eigenvalues increase inversely with
on the order of
, which confirms our analysis in Sec. II.
Remark: The eigenvalues of the SN transport equation in the diffusion limit are separated into two groups. The first group contains only two eigenvalues with the same absolute value, which is limited to a constant (i.e., the inverse of the diffusion length), while the second group contains all the rest of the eigenvalues, which also appear in positive/negative pairs and are proportional to . The properties of these discrete eigenvalues in the diffusion limit are indeed consistent with those for the continuous integrodifferential transport equation.
TABLE I Eigenvalues of the S12 Gauss Legendre Quadrature*
III. PROOF OF DIFFUSION THEORY
Given the asymptotic properties of the transport eigenvalues, now we complete the final proof for which the analytical SN solution satisfies the diffusion equation in the diffusion limit. The analytical scalar flux given by EquationEq. (17) allows us to show that the asymptotic flux satisfies a diffusion solution. We differentiate the scalar flux as
and
Multiplying EquationEq. (17) with
, we have
where
with
It can be seen that the parameter is actually the inverse of the diffusion length.
Subtracting EquationEq. (52)(52)
(52) from EquationEq. (51
(51)
(51) ), we obtain
Then, we can rewrite EquationEq. (55)(55)
(55) as
where
with
The eigenvalues are given in diagonal matrix (EquationEq. 59(59)
(59) ):
where . Note that we use a symmetric quadrature set for our analysis (e.g., Gauss-Legendre). It is shown in Sec. II that the eigenvalues in the diffusion limit are given as follows:
and
Thus, we have the following for away from the boundary (i.e.,
):
for .
Then, EquationEq. (58)(58)
(58) can be simplified as follows:
Since , we obtain
and therefore,
. Then, EquationEq. (56)
(56)
(56) can be simplified as
Substituting ,
(source scaling),
, and
into EquationEq. (64
(64)
(64) ), we obtain inhomogeneous diffusion equation (65):
It is concluded that the analytical solution of the SN transport equation satisfies the diffusion solution in the asymptotic diffusion limit.
Now, we neglect the terms containing ,
in EquationEq. (17
), to find the BCs for the diffusion equation as
and
where
and
It can be seen that the diffusion BCs depend on the transport BCs on both sides of the slab. Only when the slab thickness becomes relatively large will the influence from the opposite side be negligible.
By employing the boundary layer analysis, Habetler and Matkowsky derived the following diffusion BCs for slab geometryCitation2:
and
where
incoming angular flux at
incoming angular flux at
Note that is tabulated for
in CitationRef. 27. The function
is smooth and well approximated by the polynomialCitation7
where
It should be pointed out that the diffusion BCs of Habetler and Matkowsky are valid only for half-space problems with the external source and that they would be inappropriate for a finite slab since the derived BCs do not account for the effects from the transport BC on the other side of the slab as shown in EquationEqs. (66a)
(66a)
(66a) and (Equation66b
(66b)
(66b) ) for the SN case.
For a half-space problem with the external source , EquationEq. (66a)
(66a)
(66a) yields the diffusion BC at
as
where is the incoming angular flux at
for the transport equation.
Now, we compare the SN diffusion BCs with those given by Habetler and Matkowsky for a half-space test problem with the incoming flux and
, respectively. The results are summarized in . It can be seen that when
tends to zero (i.e., diffusion limit), the SN diffusion BCs tend to those of Habetler and Matkowsky. However, for less diffusive cases (e.g.,
), the SN diffusion BCs would be better than those of Habetler and Matkowsky because their BCs were derived in the limit of
. In addition, it is interesting to notice that there are almost no appreciable differences between S16 and S512.
Remark: Larsen constructed an asymptotic diffusion solution from Case’s analytic solution for a simple source-free (i.e., the homogeneous transport equation with ), half-space transport problem.Citation4 A similar result was presented earlier by Case and Zweifel.Citation27 Most recently, we extended diffusion theory for inhomogeneous transport problems (
) in slab geometry based on Case’s analytic solution.Citation28 A direct proof for the stationary transport problem in the whole space is reported in CitationRef. 29, in which an analytical solution is obtained for an isotropic point source by using Fourier transformation.
TABLE II Comparison of Diffusion BCs*
IV. NUMERICAL RESULTS
Here, we give a numerical example to compare the analytical transport solutions with their diffusion solutions. The model problem is a slab problem. The Gauss-Legendre S64 quadrature set is used for angular discretization. The specifications of the problem are given as
, h = 0.1,
,
,
BCs: at
, and
at
,
where is the slab thickness and h is the reference mesh size in units of centimeter;
and
are in units of inverse centimeter. The problem becomes thick and diffusive as
decreases.
The SN analytical solution is obtained using EquationEq. (17). The analytical solution of the asymptotic diffusion equation is given as
where
The diffusion BCs and
are determined by EquationEqs. (66a)
(66a)
(66a) and Equation(66b)
(66b)
(66b) .
shows the results of the analytical solution and diffusion solution. plots the scalar flux for showing an excellent agreement between the two solutions in the interior region of the slab. The boundary layers develop in the transport solution on both sides of the slab due to the anisotropic BCs. shows that the flux L1 error (transport – diffusion) decreases with
. For the case of
, the flux L1 error is on the order of
in the interior region. This model problem demonstrates that the SN analytical solution asymptotically tends to the diffusion solution in the diffusion limit, and the diffusion BCs calculated by EquationEqs. (66a)
(66a)
(66a) and (Equation66b
(66b)
(66b) ) give a very accurate diffusion solution. However, the diffusion BCs proposed by Habetler and Matkowsky would give large differences for this case.
V. CONCLUSIONS
We have presented a new proof of the asymptotic diffusion limit of the SN transport equation by directly showing that the SN analytical solution satisfies the diffusion equation in the asymptotic diffusion limit. The proof is made possible by showing that the smallest eigenvalue of the transport matrix tends to a constant (which is the inverse of the diffusion length), while other eigenvalues increase on the order of , and thus, their contribution to the diffusion solution in the interior of the domain can be neglected. It is natural to find the BCs for the diffusion equation when the analytical transport solution is available. It is noted that there is a deficiency in the BCs derived by Habetler and Matkowsky based on the boundary layer analysis technique. In the strict sense, they are valid only for half-space source-free transport problems in the diffusion limit (i.e., ε = 0) and would be inappropriate for inhomogeneous problems in a finite domain like slab geometry. We have demonstrated with a numerical example that the SN analytical solution asymptotically tends to the diffusion solution.
Acknowledgments
We thank the anonymous reviewers whose comments/suggestions helped improve and clarify this manuscript.
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