Abstract
The conditional Lie–Bäcklund symmetry method is applied to investigate the functionally generalized separation of variables for quasi-linear diffusion equations with a source. The equations and the admitted conditional Lie–Bäcklund symmetries related to invariant subspaces are identified. The exact solutions possessing the form of the functionally generalized separation of variables are constructed for the resulting equations due to the corresponding symmetry reductions.
    1. Introduction
The separation of variables is the most widely used method for solving linear heat- and mass-transfer equations and other linear equations of mathematical physics. The productive separable solutions were presented in [,]. The additive separable solutions were constructed for some classes of nonlinear first-order partial differential equations (PDEs) in [,], and for some nonlinear heat- and mass-transfer and wave equations of the second and higher orders in [,]. The functional separation of variables (FSV)
      
      
        
      
      
      
      
    
      is sought for some nonlinear wave and heat equations. The solutions of this form were also obtained [] for the nonlinear diffusion equation .
The nonlinear separation of variables (NSV)
      
      
        
      
      
      
      
    
      was introduced [,] for the study of the nonlinear parabolic equation. The generalized separation of variables (GSV)
      
      
        
      
      
      
      
    
      can also provide exact solutions involving more summands, which was extensively discussed by the invariant subspace method [].
The additive separable solutions and the productive separable solutions are both the particular case of the FSV (1) and the GSV (3). A further extension to the separable solutions is of the form
      
      
        
      
      
      
      
    
      which we call the functionally generalized separation of variables (FGSV). It can be regarded as a natural generalization of GSV in a similar way to how FSV is a generalization of the additive separation of variables. The more general separable solutions
      
      
        
      
      
      
      
    
      are proposed due to the additional generating condition method in []. All these different types of separable solutions are very useful to study different kinds of PDEs. This is particularly true for nonlinear diffusion equations [,,,].
Conditional Lie–Bäcklund symmetry (CLBS) []
      
      
        
      
      
      
      
    
      is introduced to study FSV (1). The key point is due to the compatibility of  and the governing equation. As a consequence, CLBS
      
      
        
      
      
      
      
    
      can be used to study FGSV (4). It is noted that  and .
A great number of publications have been devoted to study the quasi-linear diffusion equation with a source
      
      
        
      
      
      
      
    
      where  and  are respectively the diffusion and source term. The involved methods include the Lie-point symmetry method [], the nonclassical symmetry method [,], the CLBS method [,,,], the nonlocal symmetry method [], the truncated Painlevé approach [], the differential constraints method [], the sign-invariant and invariant subspace method [,], the transformation method [,], the ansatz-based method [], the spectral volume method [], etc.
The studies about FSV (1), NSV (2), and FGSV (4) of Equation (7) can respectively refer to [,], [,], and [,]. CLBS (6) is the key point to consider FGSV (4) of Equation (7). Equation (7) admits CLBS (6) is equivalent to saying that the equation
      
      
        
      
      
      
      
    
      admits the CLBS
      
      
        
      
      
      
      
    
In fact, Equation (8) can be derived from Equation (7) due to the transformation , and these two equations are related as
      
      
        
      
      
      
      
    
      where  is the inverse function of .
CLBS (9) is the key point to give a symmetry interpretation to the invariant subspace method proposed by Galaktionov and Svirshchevskii []. Since Equation (8) admits CLBS (9), it is easy to know that the corresponding group invariant solutions of Equation (8) are exactly defined on the linear solution space
      
      
        
      
      
      
      
    
      determined by the linear ordinary differential equation (ODE) . It is proved that the maximal dimension of the linear solution space is five for the second-order diffusion Equation (8) []. This confines oneself to study CLBS (9) with  of Equation (8).
The classifications and reductions of the nonlinear diffusion equations with convection and the source
      
      
        
      
      
      
      
    
      due to CLBS (6) were studied in [], where the studies were concerned with the case of . Indeed, some results can degenerate to the case of . However, most of these degenerated cases correspond to x-independent  and x-independent . Here, we are mainly concerned with x-dependent .
2. Conditional Lie-Bäcklund Symmetry (6) of Equation (7)
Consider a nonlinear evolution equation
      
      
        
      
      
      
      
    
      with Lie–Bäcklund vector field (LBVF)
      
      
        
      
      
      
      
    
      where  is the characteristic of LBVF (13) and the total differentiation operators respectively denote
      
      
        
      
      
      
      
    
Definition 1. 
Definition 2. 
The following proposition is useful for further study.
Proposition 1 
A direct conclusion of this proposition is that Equation (8) admits the CLBS with the characteristic (9) if
      
      
        
      
      
      
      
    
      where M is the set of all differential consequences of the equation, that is,
      
      
        
      
      
      
      
    
      and L denotes the set of all differential consequences of equation  with respect to x, that is,
      
      
        
      
      
      
      
    
      (14) is equivalent to
      
      
        
      
      
      
      
    
      which is the right sufficient condition that the linear space (11) is invariant with respect to the operator  [].
Different cases will be considered respectively according to different cases of . For , a direct computation from (15) gives a polynomial about . The vanishing of all the coefficients yields the following over-determined system about the unknown functions in Equation (8) and the CLBS (9), which is listed as
      
      
        
      
      
      
      
    
We can not give the general solutions of the determining system (16) since it is a coupled nonlinear system of PDEs. The workable way is to find as many particular solutions as possible.
The first equation of the determining system (16) gives . As a consequence, the second one of (16) can be simplified as
      
      
        
      
      
      
      
    
Thus, we consider two cases for further study.
- Case 1. .
 
Substituting  and  into the system (16) and solving the resulting system, we can finally determine , and . The corresponding results are listed as
      
      
        
      
      
      
      
    
In [], it is shown that the IS(11) is also invariant with respect to the operator  if (11) is invariant with the operator . Thus,  admits linear CLBS (9) if Equation (8) admits the linear CLBS (9). Hence, we can omit the linear term about v in . For the case , the second one of (10) becomes
      
      
        
      
      
      
      
    
It is well known that the diffusion coefficient  is a power function or exponential function. In general, we consider the following five cases to identify the transformation , which are presented as
      
      
        
      
      
      
      
    
For the case of , the second one of (10) is simplified as
      
      
        
      
      
      
      
     can be obtained by solving this equation, which is of the canonical coordinate form without considering the translation and scaling transformations. Consequently,  and  are given from the first one and third one of (10) due to the transformation . A similar discussion for Cases 2–5 will identify the corresponding governing Equation (7) and the admitted CLBS (6). The procedure of solving the system (16) for the case of (ii) is almost the same as that for the case of (i). Since the obtained  and  for these two cases are both x-independent and the resulting CLBS (6) and the governing Equation (7) are all special cases of the ones in [], we do not consider these special cases for further study. So is the case for all the similar ones appearing below.
For the case of (iii), Equation (8) is invariant with respect to scaling transformation about x. Therefore, we consider  without loss of generality. The transformation  is obtained by solving the second one of (10). Consequently,  and  are given.  satisfy the nonlinear ODE
      
      
        
      
      
      
      
    
      Now that the general solution of this ODE is in terms of the Weierstrass function, the solution of second-order linear ODE  is not analytic. Hence, the analytic solution of Equation (8) can not be constructed due to the corresponding symmetry reductions. However, the particular CLBS (9) will lead to symmetry reductions of the governing Equation (8). Thus, we can satisfy our study by finding CLBS (9) in particular cases. Considering the form of the equation about , we apply the power law function constraint.  is determined, which will yield the analytic solution of Equation (8). The corresponding result is listed as Case 9 for  in Table 1. The corresponding results for Case (iv) is also presented as Case 1 of Table 1.
- Case 2. .
 
 is given by solving . Since the power or exponential law diffusion is the usual phenomenon,  and  take the form of
      
      
        
      
      
      
      
    
Accordingly,
      
      
        
      
      
      
      
    
      will be derived due to the the first two equation of (10). For the case of ,  can be derived from the third one of the determining system (16). Then, the last one of the system becomes
      
      
        
      
      
      
      
     and  will be respectively considered.
For the case of , the determining system (16) is finally simplified as
      
      
        
      
      
      
      
    
It is easy to know that  and  satisfy the system. In addition, this system can be rewritten as  and
      
      
        
      
      
      
      
    
The form of  can be represented as
      
      
        
      
      
      
      
    
For the case of ,  must hold. The third one of (16) is simplified as
      
      
        
      
      
      
      
    
It becomes  in view of .  can be derived from the fourth one of (16), which is contrary to  and . For the case of , the fourth equation of (16) becomes
      
      
        
      
      
      
      
    
      due to
      
      
        
      
      
      
      
    
Thus, the fourth one of (16) holds for the case of . In addition, the last one becomes
      
      
        
      
      
      
      
    
Although it is impossible to present the general solution of this nonlinear ODE, we can find that
      
      
        
      
      
      
      
    
      satisfy the system (16). For the case of ,  and  can be obtained by solving the determining system (16). The corresponding Equation (7) and the admitted CLBS (6) for these cases are all listed in Table 1. We omit the tedious computational procedure for Cases (2) and (3) and just list the corresponding results in Table 1. It is noted that , and q in Table 1 are arbitrary constants hereafter.
Although the determining system (16) is exactly the special case of the one in [], we find many particular solutions of System (16) that are not special cases of the results listed in []. As a consequence, new forms of Equation (7) and the admitted CLBS (6) are obtained. A similar procedure as for  will yield CLBS (6) with  of Equation (7), and these results are also listed in Table 1.
It is interesting to note that some particular equations (including the ones in Cases 1, 8, and 10 of Table 1) admit several CLBSs. These different CLBSs of the same governing equation will naturally lead to different forms of exact solutions.
3. Exact Solutions of Equation (7)
In this section, we construct exact solutions of Equation (7) due to the compatibility of  and the governing Equation (7).  is exactly the invariant surface condition of the corresponding CLBS (6) admitted by Equation (7). Since  can be linearized due to the transformation , the corresponding solution is exactly defined on the space (11) and possesses the form
      
      
        
      
      
      
      
    
      which is known as FGSV. Substituting the resulting solution into (7) will finally yield that the t-dependent coefficients  satisfy the finite-dimensional dynamical system. Here, we just present several examples to illustrate the reduction procedure.
Example 1. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    
The corresponding solutions are given by
      
      
        
      
      
      
      
    
      where  and  are listed as below.
(i) For 
      
        
      
      
      
      
    
(ii) For 
      
        
      
      
      
      
    
For the case of , the solutions have the asymptotical behavior  as  and exhibit singularity along the curves .
Example 2. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    for the case of  and
      
        
      
      
      
      
    for the case of .
The corresponding separable solutions are respectively
      
      
        
      
      
      
      
    
      and
      
      
        
      
      
      
      
    
      where  and  satisfy two-dimensional dynamical system
      
      
        
      
      
      
      
    
For , the solutions are x-periodic with the period .
Example 3. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    for the case of  and
      
        
      
      
      
      
    for the case of .
The corresponding separable solutions are respectively
      
      
        
      
      
      
      
    
      and
      
      
        
      
      
      
      
    
      where  and  satisfy two-dimensional dynamical system
      
      
        
      
      
      
      
    
 and  are listed as below.
(i) For 
      
        
      
      
      
      
    
(ii) For 
      
        
      
      
      
      
    
(iii) For 
      
        
      
      
      
      
    
Example 4. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    
The corresponding separable solutions are given as follows.
(i) For 
      
        
      
      
      
      
    
(ii) For 
      
        
      
      
      
      
    
Example 5. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    
The corresponding solutions are given by
      
      
        
      
      
      
      
    
It is easy to see that the solutions have the asymptotical behavior  as  and  as .
Example 6. 
Equation
      
        
      
      
      
      
    admits the CLBS
      
        
      
      
      
      
    for  and the CLBS
      
        
      
      
      
      
    
The corresponding solutions are given respectively as follows.
(i) For ,
      
      
        
      
      
      
      
    
(ii) For ,
      
      
        
      
      
      
      
    
The unknown functions in the solutions satisfy three-dimensional dynamical system
      
      
        
      
      
      
      
    
It is noted that the constant  can be removed from all the resulting solutions because Equation (7) is invariant with respect to time translation. The exact solutions of Example 1 were found in [] for the first time and later rediscovered in []. The exact solutions presented in Example 3 are also constructed due to conditional symmetry [].  In addition, the exact solutions of Examples 2 and 3 are both particular cases of those derived in [,]. The exact solutions listed in Example 5 are obtainable from the dynamical system presented in [].
4. Conclusions
We obtained the classification of the quasi-linear diffusion Equation (7) due to the CLBS method, which provided a symmetry interpretation to the FGSV. The variant forms of (7) admitting the CLBS (6) were presented. As a consequence, we constructed exact solutions in separable form (4) to the resulting equations due to the corresponding symmetry reductions. Most of these solutions could not be obtained by the other symmetry reduction methods.
This method could also be used to consider other types of PDEs, including KdV-type equations, fourth-order equations, etc. Moreover, it was also effective to deal with PDE systems, such as all kinds of diffusion systems. In addition, the discussion of multi-dimensional evolution equations, including all kinds of multi-dimensional diffusion equations in 2D, will be involved in our further study.
Author Contributions
All authors contributed equally. All authors have read and agreed to the published version of the manuscript.
Funding
This research was funded by Chinese National Natural Science Foundation (Grant No. 11501175) and Key project of Colleges and Universities in Henan Province (Grant No. 20A110017).
Acknowledgments
Our deepest gratitude goes to the anonymous reviewers for their careful work and thoughtful suggestions that have helped improve this paper substantially.
Conflicts of Interest
The authors declare no conflict of interest.
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