1. Introduction
Let us consider a Neumann boundary value problem (BVP) for a singularly perturbed second-order ordinary differential equation
      
      in which 
F is a continuous function on 
 and the solution 
 satisfies the boundary condition:
      
We discuss here three types of boundary value problems that are special cases of the Neumann boundary value problem (
1), (2) and the reason why these particular types are considered is explained in the next part of this section. They are:
      
The aim of the paper is to establish the sufficient conditions for the existence and uniform convergence of the solutions of the BVPs (3), (4) and (5) to the solution of a reduced problem 
 for 
 on the whole interval 
, which we obtain by formally putting 
 in (
1). At this point, it may be useful to recall that in the case of the Neumann boundary condition, there is a theoretical possibility for uniform convergence on the entire interval 
, which is not possible for some types of boundary value problems (Dirichlet boundary condition, for example) and gives rise to phenomena that are typical for singularly perturbed boundary value problems, e.g., the boundary layers at the endpoints of the interval 
.
The question whether the system depends continuously on a parameter is vital in the context of applications where measurements are known with some accuracy only. For BVPs in the theory of ordinary differential equations (ODEs), there are some results on the continuous dependence of a solution on a parameter, see, e.g., [
1,
2,
3] and references therein. A standard requirement (among others) is the continuous dependence of the right-hand sides of differential equations on the parameter, whereas for problem (
1), this condition is not satisfied a priori because the function 
 is not continuous for 
 on any nonempty open set in 
.
In this section, we recall some of the main ideas of the a priori estimation method based on the Bernstein–Nagumo condition. Then, in 
Section 2, we deal with the problem (3), also referred to as semilinear problem in the literature [
4]; in the following sections, we study the asymptotic behavior of the solutions for quasi-linear Neumann BVP (4) (
Section 3) and quadratic Neumann BVP (5) (
Section 4).
The novelty of the results obtained in the paper lies in the exact expression of the residuals, important in approximating the solutions of the Neumann BVPs by solutions of the reduced problem, that is, by solving lower-order differential equations.
A key role for the a priori solution estimation method is played by the Bernstein–Nagumo condition [
5,
6,
7], which guarantees the boundedness of the first derivative of the solution (Lemma 1), allowing the use of Schauder’s fixed-point theorem to prove the existence of the solution of the BVP
      
      subject to the boundary condition (2) and its lower and upper bounds. In formulating the general and well-known results that we use later, and which are also valid for the regular case, we do not use subscript “
”.
The differential inequality approach of Nagumo is based on the observation that if there exist sufficiently smooth (say, twice continuously differentiable or in short 
) functions 
 and 
 possessing the following properties:
          
      and
          
     then the problem (
6), (2) has a solution 
 of class 
 such that
      
      provided that 
f does not grow “too fast” as a function of 
. Bernstein showed that a priori bounds for derivatives of solutions to (
6) can be obtained once such bounds are found for the solutions themselves, provided that the nonlinearity in 
f is at most quadratic in 
 [
8,
9]:
Definition 1  (Bernstein–Nagumo condition, [
6,
7]). 
We say that the function f satisfies a Bernstein–Nagumo condition if for each , there exists a continuous function  with  andsuch that for all   all  and all  Lemma 1  ([
6,
7], p. 428). 
Let f satisfies a Bernstein–Nagumo condition. Let  be any solution of (6) on  satisfying the condition , . Then, there exists a number  depending only on M and  such that  on . More exactly, N can be taken as the root of the equation Remark 1.  The most common type of Bernstein–Nagumo condition is the following:and it is obvious that the functions from the right-hand side of differential equations for the problems (3)–(5) satisfy this condition.  Theorem 1.  If  are lower and upper solutions for the BVP (6), (2) such that  on  and f satisfies a Bernstein–Nagumo condition, then there exists a solution  of (6), (2) with  The proof of this theorem is a direct adaptation of the proofs carried out in [
9,
10,
11], so we omit them.
Remark 2.  In the literature, the Neumann boundary condition of the form  with  is sometimes considered [12,13,14,15], for which the analogous statement as in Theorem 1 holds, replacing the boundary conditions (8) bybut we deal with the more commonly used homogeneous form of the Neumann boundary condition, where   In the following definition of stability for the solution 
 of the reduced problem 
, we assume that the function 
 has the stated number of continuous partial derivatives with respect to 
y in
      
Further, define the sets
      
      where 
Definition 2  ([
4]). 
Let  be an integer. The solution  of the reduced problem is said to be ()-stable in  if there exist positive constants m and δ such thatand To prove the main results of this paper, we need the following two technical results:
Lemma 2.  Let  be an integer. Let  be a solution of the nonhomogeneous Neumann BVP Then, the solution  of the BVP (9) is unique and for , the BVP (9) is solvable explicitly,  whereandon  as ; for , the solution of BVP (9) satisfies on  the inequalitywhereas  andand  is a constant. In summary,as . The value of  is specified later in the proof.  Proof.  The case 
 has already been analyzed in [
16], and therefore we concentrate on the much more complicated case where 
, which cannot be solved explicitly. We apply the method of lower and upper solutions for a nonhomogeneous Neumann BVP (
9). Define the lower and upper solutions
          
where 
  are the solutions of an initial and final value problem, respectively,
          
and
          
where 
 is a constant. Using the standard procedure for second-order equations with the independent variable missing, the solution of the differential equation for 
 must satisfy the identity
          
and hence, for the initial value problem (
10) (the sign “−”)
          
The integral is an elementary function only if  and the solution for this choice  is  This solution decreases to the right.
For (
11), we proceed analogously, with the sign “+”,
          
and obtain 
 It decreases to the left.
The requirements for the bounds 
α and 
β that guarantee the existence of a solution for the BVP (
9) between 
α and 
β are as follows:
          
for every 
 and
          
Since 
 and 
 are positive functions, we have
          
Now, taking into account that
          
as 
 we have
          
and
          
for every sufficiently small 
ε such that 
, and at the same time, 
, say, for 
The uniqueness of the solution follows from the monotonicity of the function on the right-hand side of the differential equation in (
9) in the variable v and is a consequence of Peano’s phenomenon [
11]. Lemma 2 is proved.    □
 For illustration purpose, the asymptotics of the function 
 for arbitrarily chosen values is provided in 
Figure 1.
In proving Theorems 3 and 4, we need the following statement about the uniform convergence of a sequence of convex functions and its derivative, which is a consequence of the theory of convex functions developed in [
17,
18]:
Lemma 3.  Let   be convex functions on  such that  Then,  converges uniformly to 0 on every closed interval 
 Proof.  It is known ([
17], Lemma 1) that under the assumptions of the lemma, the sequence 
 converges point-wise to 0 for 
 The convexity of the functions 
 (
) implies that each 
 is non-decreasing and 
 on 
I, where 
 is the right end-point of the interval 
I and thus, the convergence of 
 to 0 on 
I is uniform.    □
   2. Semilinear Singularly Perturbed Neumann Problem
We consider the semilinear Neumann BVP (3), namely
      
Theorem 2.  Assume that the reduced problem  has an ()-stable solution  of class . Then, there exists  such that for every  the BVP (3) has a solution , which, on the interval , satisfieswhere  is a solution of the nonhomogeneous Neumann BVPand  Proof.  The theorem follows from Theorem 1 of the previous section, if we can exhibit, by construction, the existence of the lower and the upper bounding functions  and  with the required properties.
We now define, for 
x in 
 and 
 the functions
        
Here,  where  is a positive constant which is specified later.
It is easy to verify that the functions   have the following properties:  on the interval  and they satisfy the boundary conditions required for upper and lower solutions for the BVP (3). Now, it remains to prove that  and  We treat the case where  is ()-stable and consider .
From Taylor’s theorem and the hypothesis that 
 is (
)-stable, we have
        
        where 
 is a point between 
 and 
  for a sufficiently small 
 say, for 
 Since 
 and 
 are positive functions, we have
        
        and so
        
        for every 
 If we choose a constant 
 such that 
  then 
The verification for 
 follows by symmetry. In detail, we have
        
        where 
 is a point between 
 and 
 and 
 for sufficiently small 
 say, for 
 Then
        
The end of the proof is now the same as in the case of the lower bound  The inequalities for  and  hold simultaneously if the parameter  is from the interval  where . The theorem is proved.    □
 Remark 3.  Lemma 2 implies that under the assumptions of Theorem 2, the solutions  of semilinear Neumann BVP (3) converge uniformly on the interval  to the solution  of the reduced problem  as 
 Example 1.  Let us consider the semilinear problem On the basis of Definition 2, the solution of the reduced problem,  is ()-stable and Theorem 2 implies for every ε sufficiently small the existence of solutions which uniformly converge to the solution of the reduced problem. Figure 2 and Figure 3 document this convergence and also confirm the claim of Theorem 2 that as q increases, this convergence slows down.    5. Conclusions
In this paper, we were concerned with establishing conditions guaranteeing the existence and uniform convergence of solutions of three types of Neumann boundary value problems, namely (3), (4) and (5). The analytical results in Theorem 2, Theorem 3 and Theorem 4, where, using the notion of the ()-stability of the solution of the reduced problem, the uniform convergence of the solutions to the solution of the reduced problem on the interval  was proved.
Future research could focus on noninteger values of q in the definition of the ()-stability (Definition 2) but such that  holds.