Applied Mathematics
Vol.07 No.17(2016), Article ID:72160,9 pages
10.4236/am.2016.717173
Numerical Experiments Using MATLAB: Superconvergence of Nonconforming Finite Element Approximation for Second-Order Elliptic Problems
Anna Harris1*, Stephen Harris2, Danielle Rauls1
1Department of Mathematics and Computer Science, University of Arkansas at Pine Bluff, Pine Bluff, Arkansas, USA
2US Food and Drug Administration, National Center for Toxicology Research, Jefferson, Arkansas, USA

Copyright © 2016 by authors and Scientific Research Publishing Inc.
This work is licensed under the Creative Commons Attribution International License (CC BY 4.0).
http://creativecommons.org/licenses/by/4.0/



Received: September 20, 2016; Accepted: November 19, 2016; Published: November 22, 2016
ABSTRACT
The superconvergence in the finite element method is a phenomenon in which the finite element approximation converges to the exact solution at a rate higher than the optimal order error estimate. Wang proposed and analyzed superconvergence of the conforming finite element method by L2-projections. However, since the conforming finite element method (CFEM) requires a strong continuity, it is not easy to construct such finite elements for the complex partial differential equations. Thus, the nonconforming finite element method (NCFEM) is more appealing computationally due to better stability and flexibility properties compared to CFEM. The objective of this paper is to establish a general superconvergence result for the nonconforming finite element approximations for second-order elliptic problems by L2-projection methods by applying the idea presented in Wang. MATLAB codes are published at https://github.com/annaleeharris/Superconvergence-NCFEM for anyone to use and to study. The results of numerical experiments show great promise for the robustness, reliability, flexibility and accuracy of superconvergence in NCFEM by L2- projections.
Keywords:
Nonconforming Finite Element Methods, Superconvergence, L2-Projection, Second-Order Elliptic Equation

1. Introduction
The conforming finite element method (CFEM) requires a strong continuity; hence it is
not easy to construct such finite elements for the complex partial differential equations. The nonconforming finite element method (NCFEM) is more appealing computationally due to better stability and flexibility properties compared to CFEM [1] [2] [3] . The superconvergence in the finite element method is a phenomenon in which the finite element approximation converges to the exact solution at a rate higher than the optimal order error estimate. Wang proposed and analyzed superconvergence of the conforming finite element method by L2-projections. The main idea behind the L2-projections is to project the finite element solution to another finite element space with a coarse mesh and a higher order of polynomials.
The objective of this paper is to establish a general superconvergence result for the nonconforming finite element approximations for second-order elliptic problems by L2-projection methods by applying the idea presented in Wang [4] .
This paper is organized as follows. In Section 2, we present a review for the non- conforming finite element method for the second-order elliptic problem. In Section 3, we develop a general theory of superconvergence by following the idea presented in Wang [4] . In Section 4, we perform numerical experiments to support the theoretical results. Numerical experiements of superconvergence of NCFEM are performed in MATLAB and its codes are posted at https://github.com/annaleeharris/Superconvergence-NCFEM for anyone to use and to study.
2. NCFEM for the Second-Order Elliptic Problem
Consider the second-order elliptic problem with the Dirichlet boundary condition which seeks
satisfying
(1)
where
is the Laplacian operator,
is a bounded, connected, and open subset of
,
is a Lipschitz continuous boundary, and a given function f is the external force.
A variational formulation of (1) seeks
such that

where

Let
be a quasi-uniform, i.e., it is regular and satisfies the inverse assumption [5] , triangulation of
with
. Let
be the space of poly- nomials of degree at most k with
on K. Let
denote the union of the boun- daries of all elements
and let
be the collection of all interior edges. Assume that the polynomial space in the construction of
contains 



The finite element space 


The nonconforming finite element approximation problem (2) seeks 

where
A well known error estimate for the finite element approximation solution 

where C is a constant independent of the mesh size h.
To apply the superconvergence of finite element approximation, we assume that domain 




where C is a constant independent of data f.
3. Superconvergence of NCFEM
Let 




Let 





The following lemma will provide an error estimate for
Lemma 1 Assume that the second-order elliptic problem (2) holds (5) with 



where 

Proof. Using the definition of 

and
Then

Consider the following problem:

Multiplying the second-order elliptic Equation (1) by v and integrating it over 

where n is the unit outward normal.
Subtract (3) from the above Equation (10) gives

Multiplying (9) by


The line integrals of the above equations are approximated in [6] as follows:


Using the Cauchy-Schwartz inequality, the approximation property (2), and line integral approximations (12) and (13) we have
Substituting 




Combining the above equation with the Equation (8) we have

which completes the proof of the lemma.
The following theorem provides an error estimate for
Theorem 1 Assume that (5) holds true with 






Proof. Since we assume the exact solution u is sufficiently smooth and by the de- finitions of 


Using the triangle inequality and combining (16) and Lemma 1 we obtain
which completes the error estimate of
Similarly, we estimate
Using the inverse inequality and the definitions of 


Using the triangle inequality and combining (17) and Lemma 1 we have
Hence the theorem has been proved.
The optimal 

4. Numerical Experiments of Superconvergence of NCFEM by L2-Projection Methods
In this section, we present numerical experiments for second-order elliptic problems to support our theoretical results. Assume that the exact solution of the second-order elliptic problem has the 





From the theoretical result (15) we have the following optimal error estimates:

and

From the results (19) and (20), theoretically, in L2 norm the L2-projection to the existing numerical approximation does not improve the convergence rate but in 
The finite element partition 











and
The numerical approximation is refined as 




Using the 


Using the difference in mesh size and a higher degree of polynomials we shall produce some superconvergence of NCFEM for the second-order elliptic problems.
Example 1. Let the domain 
From Table 1 we observe that the L2-projection to the existing numerical approxi- mation 








Example 2. Let the domain 
From Table 2, we can see that the numerical example 2 supports the theoretical result (15). See Figure 3, when 




Table 1. Numerical error approximation results using NCFEM in Example 1,
Figure 1. Surface plots of approximation using NCFEM in Example 1,






Figure 2. Error convergence rates using NCFEM in Example 1,

Table 2. Numerical error approximation results using NCFEM in Example 2,
Figure 3. Surface plots of approximation using NCFEM in Example 2, 






supports the theoretical result and confirms the superconvergence of NCFEM for the second-order elliptic problem.
5. Conclusion
The L2-projection to the existing numerical approximation 


Figure 4. Error convergence rates using NCFEM in Example 2, 

rate in L2 norm. With the numerical experiments we can conclusively support the theoretical result and confirm the superconvergence of NCFEM for second-order elliptic problems by L2-projection method.
Acknowledgements
We thank the Editor and the peer-reviewers for their comments. Research of Anna Harris is funded by the National Science Foundation Historical Black Colleges and Universities Undergraduate Program Research Initiative Award grant (#1505119). This support is greatly appreciated.
Cite this paper
Harris, A., Harris, S. and Rauls, D. (2016) Numerical Experiments Using MATLAB: Superconvergence of Nonconforming Finite Element Approximation for Second-Order Elliptic Problems. Applied Mathematics, 7, 2174-2182. http://dx.doi.org/10.4236/am.2016.717173
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