TY - JOUR
T1 - Mode multigrid - A novel convergence acceleration method
AU - Liu, Yilang
AU - Zhang, Weiwei
AU - Kou, Jiaqing
N1 - Publisher Copyright:
© 2019 Elsevier Masson SAS
PY - 2019/9
Y1 - 2019/9
N2 - This paper proposes a mode multigrid (MMG) method, and applies it to accelerate the convergence of the steady state flow on unstructured grids. The dynamic mode decomposition (DMD) method is used to analyze the convergence process of steady flow field according to the solution vectors from the previous time steps. Unlike the traditional multigrid method, we project the flowfield solutions from the physical space into the modal space, and truncate all the high-frequency modes but only the first-order mode are retained based on the DMD analysis. The real solutions in the physical space can be obtained simply by the inverse transformation from the modal space. The developed MMG method ingeniously avoids the complicated process of coarsening computational mesh, and does not need to make any change for the grid in physical space. Therefore, it is very convenient to be applied to any numerical schemes with just a little change for the flow solver, which is also suitable for unstructured grids and easy for parallel computing. Several typical test cases have been used to verify the effectiveness of the proposed method, which demonstrates that the MMG can dramatically reduce the number of iterative steps for the different mesh types, different accuracy of spatial discretization and different time-marching schemes. The method is 3 to 6 times faster than the baseline method while ensuring the computational accuracy.
AB - This paper proposes a mode multigrid (MMG) method, and applies it to accelerate the convergence of the steady state flow on unstructured grids. The dynamic mode decomposition (DMD) method is used to analyze the convergence process of steady flow field according to the solution vectors from the previous time steps. Unlike the traditional multigrid method, we project the flowfield solutions from the physical space into the modal space, and truncate all the high-frequency modes but only the first-order mode are retained based on the DMD analysis. The real solutions in the physical space can be obtained simply by the inverse transformation from the modal space. The developed MMG method ingeniously avoids the complicated process of coarsening computational mesh, and does not need to make any change for the grid in physical space. Therefore, it is very convenient to be applied to any numerical schemes with just a little change for the flow solver, which is also suitable for unstructured grids and easy for parallel computing. Several typical test cases have been used to verify the effectiveness of the proposed method, which demonstrates that the MMG can dramatically reduce the number of iterative steps for the different mesh types, different accuracy of spatial discretization and different time-marching schemes. The method is 3 to 6 times faster than the baseline method while ensuring the computational accuracy.
KW - Computational fluid dynamics
KW - Convergence acceleration
KW - Dynamic mode decomposition
KW - Mode multigrid
KW - Unstructured grids
UR - http://www.scopus.com/inward/record.url?scp=85068228427&partnerID=8YFLogxK
U2 - 10.1016/j.ast.2019.06.001
DO - 10.1016/j.ast.2019.06.001
M3 - 文章
AN - SCOPUS:85068228427
SN - 1270-9638
VL - 92
SP - 605
EP - 619
JO - Aerospace Science and Technology
JF - Aerospace Science and Technology
ER -