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Iterative two-grid methods for discontinuous Galerkin finite element approximations of semilinear elliptic problem

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Abstract

In this paper, we design and analyze the iterative two-grid methods for the discontinuous Galerkin (DG) discretization of semilinear elliptic partial differential equations (PDEs). We first present an iterative two-grid method that is just like the classical iterative two-grid methods for nonsymmetric or indefinite linear elliptic PDEs, namely, to solve a semilinear problem on the coarse space and then to solve a symmetric positive definite problem on the fine space. Secondly, we designed another iterative two-grid method, which replace the semilinear term by using the corresponding first-order Taylor expansion. Specifically, we need to construct a suitable initial value, which can be sorted out from an auxiliary variational problem, for the second iterative method. We also provide the error estimates for the second iterative algorithm and present numerical experiments to illustrate the theoretical result.

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References

  1. Arnold, D.N.: An interior penalty finite element method with discontinuous elements. SIAM J. Numer. Anal. 19(4), 742–760 (1982)

    Article  MathSciNet  Google Scholar 

  2. Arnold, D., Brezzi, F., Cockburn, B., Marini, L.: Unified analysis of discontinuous Galerkin methods for elliptic problems. SIAM J. Numer. Anal. 39(5), 1749–1779 (2002)

    Article  MathSciNet  Google Scholar 

  3. Bi, C.J., Ginting, V.: Two-grid discontinuous Galerkin method for quasi-linear elliptic problems. J. Sci. Comput. 49(3), 311–331 (2011)

    Article  MathSciNet  Google Scholar 

  4. Bi, C.J., Wang, C., Lin, Y.P.: Pointwise error estimates and two-grid algorithms of discontinuous Galerkin method for strongly nonlinear elliptic problems. J. Sci. Comput. 67(1), 153–175 (2016)

    Article  MathSciNet  Google Scholar 

  5. Bi, C.J., Wang, C., Lin, Y.P.: A posteriori error estimates of two-grid finite element methods for nonlinear elliptic problems. J. Sci. Comput. 74(1), 23–48 (2018)

    Article  MathSciNet  Google Scholar 

  6. Brenner, S.C., Cui, J., Gudi, T., Sung, L.-Y.: Multigrid algorithms for symmetric discontinuous Galerkin methods on graded meshes. Numer. Math. 119(1), 21–47 (2011)

    Article  MathSciNet  Google Scholar 

  7. Congreve, S., Houston, P., Wihler, T.P.: Two-grid hp-version discontinuous Galerkin finite element methods for second-order quasilinear elliptic PDEs. J. Sci. Comput. 55(2), 471–497 (2013)

    Article  MathSciNet  Google Scholar 

  8. Logg, A., Mardal, K.-A., Wells, G.: Automated solution of differential equations by the finite element method. Springer (2012)

  9. Scott, L.R., Zhang, S.: Finite element interpolation of nonsmooth functions satisfying boundary conditions. Math. Comp. 54(190), 483–493 (1990)

    Article  MathSciNet  Google Scholar 

  10. Xu, J.C.: A new class of iterative methods for nonselfadjoint or indefinite problems. SIAM J. Numer. Anal. 29(2), 303–319 (1992)

    Article  MathSciNet  Google Scholar 

  11. Xu, J.C.: A novel two-grid method for semilinear elliptic equations. SIAM J. Sci. Comput. 15(1), 231–237 (1994)

    Article  MathSciNet  Google Scholar 

  12. Xu, J.C.: Two-grid discretization techniques for linear and nonlinear PDEs. SIAM J. Numer. Anal. 33(5), 1759–1777 (1996)

    Article  MathSciNet  Google Scholar 

  13. You, X.: On existence and uniqueness of solutions of a class of second order semilinear elliptic boundary value problems. J. Sichuan Normal Univ. (Nat. Sci.) 26(5), 479–481 (2003)

    MathSciNet  Google Scholar 

  14. Zhan, J.J., Zhong, L.Q., Peng, J.: Discontinuous Galerkin methods for semilinear elliptic boundary value problem. Adv. Appl. Math. Mech. 15(2), 450–467 (2023)

    Article  MathSciNet  Google Scholar 

  15. Zhang, W.F., Fan, R.H., Zhong, L.Q.: Iterative two-grid methods for semilinear elliptic equations. Comput. Math. Appl. 80(3), 522–530 (2020)

    Article  MathSciNet  Google Scholar 

  16. Zhong, L.Q., Zhou, L.L., Liu, C.M., Peng, J.: Two-grid IPDG discretization scheme for nonlinear elliptic PDEs. Commun. Nonlinear Sci. Numer. Simul. 95, 105587 (2021)

    Article  MathSciNet  Google Scholar 

Download references

Funding

The second and third authors are supported by the National Natural Science Foundation of China (No. 12071160). The third author is also supported by National Natural Science Foundation of China (No. 12101250) and the Science and Technology Projects in Guangzhou (No. 202201010644).

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Correspondence to Jie Peng.

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Communicated by: Long Chen

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Appendix

Appendix

In this appendix, we present the proof of 4.24 in Lemma 4.5.

First, we define the projection operator \(P_H: H^1(\Omega )\rightarrow V_H\): for \(w \in H^1(\Omega )\),

$$\begin{aligned} a_h (P_H w, v_H) = a_h(w, v_H), \quad \forall v_H \in V_H. \end{aligned}$$
(2.1)

Next, we demonstrate the error estimates of \(P_H\) as follows.

Lemma 2.1

For the projection operator \(P_H\) and the solution \(u \in H^{r+1} \cap H_0^1(\Omega )\) of 2.4, we have

$$\begin{aligned} |\Vert u - P_H u \Vert |_h \lesssim H^r \Vert u\Vert _{r+1}, \end{aligned}$$
(2.2)
$$\begin{aligned} \Vert u - P_H u\Vert _0 \lesssim H^{r+1} \Vert u\Vert _{r+1}. \end{aligned}$$
(2.3)

Proof

For any \(v_H \in V_H\), using the coerciveness and continuity of \(a_h(\cdot , \cdot )\) and (6.1), we could obtain that

$$\begin{aligned} |\Vert P_H u - v_H \Vert |_h^2\lesssim & {} a_h(P_H u - v_H, P_H u - v_H) \\= & {} a_h(u - v_H, P_H u - v_H) \\\lesssim & {} |\Vert u - v_H\Vert |_h |\Vert P_H u - v_H \Vert |_h, \end{aligned}$$

which implies that

$$\begin{aligned} |\Vert P_H u - v_H \Vert |_h \lesssim |\Vert u - v_H\Vert |_h . \end{aligned}$$
(2.4)

Using the triangle inequality and (6.4), we have

$$\begin{aligned} |\Vert u - P_H u\Vert |_h \le |\Vert u - v_H\Vert |_h + |\Vert v_H - P_H u\Vert |_h \lesssim |\Vert u - v_H\Vert |_h. \end{aligned}$$
(2.5)

Further using (6.5), the arbitrary of \(v_H\) and 4.6, we have

$$\begin{aligned} |\Vert u - P_H u \Vert |_h \lesssim |\Vert u - \Pi _H u \Vert |_h \lesssim H^r \Vert u\Vert _{r+1}, \end{aligned}$$

which derives (6.2).

For any fixed \(g \in L^2(\Omega )\), we introduce the following auxiliary problem: find \(w \in H^2(\Omega ) \cap H_0^1(\Omega )\) such that

$$\begin{aligned} \left\{ \begin{aligned} - \Delta w&= g,{} & {} \text {in}\ \Omega , \\ w&= 0, \quad{} & {} \text {on}\ \partial \Omega , \end{aligned} \right. \end{aligned}$$
(2.6)

and assume that the following regularity result holds

$$\begin{aligned} \Vert w\Vert _2 \lesssim \Vert g\Vert _0. \end{aligned}$$
(2.7)

Using (6.6), similar technique in 2.8 with \(w \in H^2(\Omega ) \cap H_0^1(\Omega )\), (6.1), the continuity of \(a_h(\cdot , \cdot )\), 4.6 and (6.2), it is obtained that

$$\begin{aligned} \nonumber (u - P_H u, g)= & {} - (\Delta w, u - P_H u) \\ \nonumber= & {} a_h(w, u - P_H u) \\ \nonumber= & {} a_h(w - \Pi _H w, u - P_H u) \\ \nonumber\lesssim & {} |\Vert w - \Pi _H w \Vert |_h |\Vert u - P_H u\Vert |_h \\\lesssim & {} H^{r+1} \Vert w\Vert _2 \Vert u\Vert _{r+1}. \end{aligned}$$
(2.8)

At last, using (6.8), (6.7) and the arbitrary of g, we could obtain (6.3). \(\square \)

Assume \(u \in H^{r+1}(\Omega )\) is the solution of the problem 2.4, for any \(w_H \in V_H\), we define operator \(\Phi _H: V_H \rightarrow V_H\) by

$$\begin{aligned} b_h(\Phi _H(w_H), v_H) = (F(u, w_H), v_H), \quad \forall \ v_H \in V_H, \end{aligned}$$
(2.9)

where

$$\begin{aligned} b_h(\Phi _H(w), v)&= a_h(\Phi _H(w), v) -(f_u(u)\Phi _H(w), v), \\ (F(u, w), v)&= (f(w), v) - (f_u(u)w, v). \end{aligned}$$

By the coerciveness and continuity of \(a_h(\cdot , \cdot )\), and Assumption 2.1, we could prove that \(b_h(\cdot , \cdot )\) is continuous and coercive for \(V_H\), which implies the operator \(\Phi _H\) is well defined.

For the given solution u of the problem 2.4, we define a space

$$\begin{aligned} B_H =\{ v_H \in V_H : \Vert P_H u - v_H\Vert _0 \le \delta _H \}, \end{aligned}$$
(2.10)

where the projection operator \(P_H\) is defined in (6.1), \(\delta _H = C_1 \Vert P_H u - u\Vert _0\) and \(C_1 \) is a constant which can be sufficiently large and does not depend on the mesh size.

Using highly similar technique in Section 2.3.4 of [14], we could prove that there is a fixed point \(\bar{w}_H \in B_H\) in (6.9) by Brouwer fixed point theorem, and here is omitted. Further, we can see that the fixed point \(\bar{w}_H\) is exactly the solution \(\tilde{u}_H\) of 3.3, which implies \(\tilde{u}_H \in B_H\). Then using the triangle inequality, (6.10) and (6.3), we have

$$\begin{aligned} \Vert \tilde{u}_H - u\Vert _0 \le \Vert \tilde{u}_H - P_H u\Vert _0 + \Vert P_H u - u \Vert _0 \lesssim \Vert P_H u - u \Vert _0 \lesssim H^{r+1} \Vert u\Vert _{r+1}, \end{aligned}$$

which completes the proof of 4.24 in Lemma 4.5.

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Zhan, J., Zhong, L. & Peng, J. Iterative two-grid methods for discontinuous Galerkin finite element approximations of semilinear elliptic problem. Adv Comput Math 49, 84 (2023). https://doi.org/10.1007/s10444-023-10082-8

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