Abstract
In this paper, three kinds of two-grid Arrow-Hurwicz (A-H) methods are proposed and analyzed for the steady incompressible Navier-Stokes equations, which adopt the existing A-H method to obtain the coarse mesh solution, and further enhance the efficiency by three different one-step schemes (Oseen type, Simple type and Newton type) on the fine mesh. These methods combine the A-H method and the two-grid strategy, retaining the best features of two techniques and overcoming some of their limitations. Furthermore, the error analyses of the three methods are carefully studied and the numerical tests are reported to demonstrate the theoretical results and show the efficiency of the methods.






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References
Adams, R.A.: Sobolev Spaces. Science Press, New York (1975)
Arrow, K., Hurwicz, L., Uzawa, H.: Studies in Linear and Non-linear Programming. Stanford University Press, California (1958)
Ammi, A.A.O., Marion, M.: Nonlinear galerkin methods and mixed finite elements: two-grid algorithms for the Navier-Stokes equations. Numer. Math. 68, 189–213 (1994)
Boffi, D., Brezzi, F., Fortin, M.: Mixed and Hybrid Finite Element Methods, 2nd edn. Springer, Berlin (2013)
Bramale, J.H., Xu, J.: Some estimates for a weighted \(L^2\) projection. Math. Comp. 56, 463–476 (1991)
Brenner, S.C., Scott, L.R.: The Mathematical Theory of Finite Element Methods, 3rd edn. Springer, New York (2008)
Bramble, J.H., Pasciak, J.E., Vassilev, A.T.: Uzawa type algorithms for nonsymmetric saddle point problems. Math. Comp. 69, 667–689 (2000)
Cao, Y., Dong, J., Wang, Y.: A relaxed deteriorated PSS preconditioner for nonsymmetric saddle point problems from the steady Navier-Stokes. J. Comput. Appl. Math. 273, 41–60 (2015)
Chen, L., Hu, X., Wang, M., Xu, J.: A multigrid solver based on distributive smoother and residual overweighting for Oseen problems. Numer. Math. Theor. Meth. Appl. 8, 237–252 (2015)
Chorin, A.J., Marsden, J.E.: A Mathematical Introduction to Fluid Mechanics, 3rd edn. Springer, New York (1993)
Ciarlet, P.G.: The Finite Element Method for Elliptic Problems. North-Holland, Amsterdam (1978)
Chen, P., Huang, J., Sheng, H.: Solving steady incompressible Navier-Stokes equations by the Arrow-Hurwicz method. J. Comput. Appl. Math. 311, 100–114 (2017)
Du, B., Huang, J.: The generalized Arrow-Hurwicz method with applications to fluid computation. Commun. Comput. Phys. 25, 752–780 (2019)
Elman, H., Silvester, D., Wathen, A.: Finite Elements and Fast Iterative Solvers: with applications in incompressible fluid dynamics, 2nd edn. Oxford University Press, Oxford (2005)
Franca, L.P., Hughes, T.J.R.: Convergence analyses of Galerkin least-squares methods for symmetric advectiveCdiffusive forms of the Stokes and incompressible Navier-Stokes equations. Comput. Methods Appl. Mech. Eng. 105, 285–298 (1993)
Girault, V., Raviart, P.A.: Finite Element Approximations of the Navier Stokes Equations. Springer, New York (1986)
Ghia, U., Ghia, K.N., Shin, C.T.: High-Re solutions for incompressible flow using the Navier-Stokes equations and a multigrid method. J. Comput. Phys. 48, 387–411 (1982)
Girault, V., Lions, J.L.: Two-level finite element scheme for the transient Navier-Stokes problem. Math. Model. Numer. Anal. 35, 945–980 (2001)
He, Y., Huang, A.: A simplified two-level method for the steady Navier-Stokes equations. Comput. Methods Appl. Mech. Engrg. 197, 1568–1576 (2008)
He, Y., Li, K.: Two-level stabilized finite element methods for the steady Navier-Stokes problem. Computing 74, 337–351 (2005)
He, Y., Li, J.: Convergence of three iterative methods based on the finite element discretization for the stationary Navier-Stokes equations. Comput. Methods Appl. Mech. Engrg. 198, 1351–1359 (2009)
Huang, P., Feng, X., He, Y.: Two-level defect-correction Oseen iterative stabilized finite element methods for the stationary Navier-Stokes equations. Appl. Math. Model. 37, 728–741 (2013)
Heywood, J., Rannacher, R.: Finite element approximation of the nonstationary Navier-Stokes problem I; regularity of solutions and second-order error estimates for spatial discretization. SIAM J. Numer. Anal. 19, 275–311 (1982)
John, V., Kaya, S.: A finite element variational multiscale method for the Navier-Stokes equations. SIAM J. Sci. Comput. 26, 1485–1503 (2005)
Layton, W.: A two-level discretization method for the Navier-Stokes equations. Comput. Math. Appl. 26, 33–38 (1993)
Layton, W., Tobiska, L.: A two-level method with backtracking for the Navier-Stokes equations. SIAM J. Numer. Anal. 35, 2035–2054 (1998)
Li, K., Hou, Y.: An AIM and one-step Newton method for the Navier-Stokes equations. Comput. Meth. Appl. Mech. Eng. 190, 6141–6155 (2001)
Nochetto, R.H., Pyo, J.H.: Optimal relaxation parameter for the Uzawa method. Numer. Math. 98, 695–702 (2004)
Quarteroni, A., Valli, A.: Numerical Approximation of Partial Differential Equations. Springer, Berlin (1994)
Sagaut, P.: Large Eddy Simulation for Incompressible Flows, 2nd edn. Springer, Berlin (2003)
Temam, R.: Navier-Stokes Equations. Theory and Numerical Analysis, Amsterdam (1984)
Wathen, A.J.: Preconditioning. Acta Numerica 24, 329–376 (2015)
Xu, H., He, Y.: Some iterative finite element methods for steady Navier-Stokes equations with different viscosities. J. Comput. Phys. 232, 136–152 (2013)
Xu, J.: A novel two-grid method for semi-linear elliptic equations. SIAM J. Sci. Comput. 15, 231–237 (1994)
Xu, J.: Two-grid discretization techniques for linear and nonlinear PDEs. SIAM J. Numer. Anal. 33, 1759–1777 (1996)
Zheng, H., Hou, Y., Shi, F., Song, L.: A finite element variational multiscale method for incompressible flows based on two local Gauss integrations. J. Comput. Phys. 228(16), 5961–5977 (2009)
Acknowledgements
The authors would like to thank two anonymous reviewers for valuable comments which helped to improve an early version of the paper.
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The work of Prof. Jianguo Huang was partially supported by the National Key Research and Development Project (2020YFA0709800) and NSFC (Grant No. 12071289). The work of Prof. Haibiao Zheng was partially supported by NSFC (Grant No. 11971174), NSF of Shanghai (Grant No. 19ZR1414300) and Science and Technology Commission of Shanghai Municipality (Grant No. 18dz2271000).
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JH was partially supported by the National Key Research and Development Project (2020YFA0709800) and NSFC (Grant No. 12071289). HZ was partially supported by NSFC (Grant No. 11971174), NSF of Shanghai (Grant No. 19ZR1414300) and Science and Technology Commission of Shanghai Municipality (Grant No. 18dz2271000).
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Du, B., Huang, J. & Zheng, H. Two-Grid Arrow-Hurwicz Methods for the Steady Incompressible Navier-Stokes Equations. J Sci Comput 89, 24 (2021). https://doi.org/10.1007/s10915-021-01627-4
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DOI: https://doi.org/10.1007/s10915-021-01627-4