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Domain decomposition methods information


Domain decomposition methods

In mathematics, numerical analysis, and numerical partial differential equations, domain decomposition methods solve a boundary value problem by splitting it into smaller boundary value problems on subdomains and iterating to coordinate the solution between adjacent subdomains. A coarse problem with one or few unknowns per subdomain is used to further coordinate the solution between the subdomains globally. The problems on the subdomains are independent, which makes domain decomposition methods suitable for parallel computing. Domain decomposition methods are typically used as preconditioners for Krylov space iterative methods, such as the conjugate gradient method, GMRES, and LOBPCG.

In overlapping domain decomposition methods, the subdomains overlap by more than the interface. Overlapping domain decomposition methods include the Schwarz alternating method and the additive Schwarz method. Many domain decomposition methods can be written and analyzed as a special case of the abstract additive Schwarz method.

In non-overlapping methods, the subdomains intersect only on their interface. In primal methods, such as Balancing domain decomposition and BDDC, the continuity of the solution across subdomain interface is enforced by representing the value of the solution on all neighboring subdomains by the same unknown. In dual methods, such as FETI, the continuity of the solution across the subdomain interface is enforced by Lagrange multipliers. The FETI-DP method is hybrid between a dual and a primal method.

Non-overlapping domain decomposition methods are also called iterative substructuring methods.

Mortar methods are discretization methods for partial differential equations, which use separate discretization on nonoverlapping subdomains. The meshes on the subdomains do not match on the interface, and the equality of the solution is enforced by Lagrange multipliers, judiciously chosen to preserve the accuracy of the solution. In the engineering practice in the finite element method, continuity of solutions between non-matching subdomains is implemented by multiple-point constraints.

Finite element simulations of moderate size models require solving linear systems with millions of unknowns. Several hours per time step is an average sequential run time, therefore, parallel computing is a necessity. Domain decomposition methods embody large potential for a parallelization of the finite element methods, and serve a basis for distributed, parallel computations.

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Domain decomposition methods

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Overlapping domain decomposition methods include the Schwarz alternating method and the additive Schwarz method. Many domain decomposition methods can be written...

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Numerical methods for partial differential equations

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Overlapping domain decomposition methods include the Schwarz alternating method and the additive Schwarz method. Many domain decomposition methods can be written...

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Decomposition method

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optimization Adomian decomposition method, a non-numerical method for solving nonlinear differential equations Domain decomposition methods in mathematics,...

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Balancing domain decomposition method

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In numerical analysis, the balancing domain decomposition method (BDD) is an iterative method to find the solution of a symmetric positive definite system...

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Additive Schwarz method

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Domain Decomposition Methods - Algorithms and Theory, Springer Series in Computational Mathematics, Vol. 34, 2004 The official Domain Decomposition Methods...

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BDDC

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Cros, A preconditioner for the Schur complement domain decomposition method, in Domain Decomposition Methods in Science and Engineering, I. Herrera, D. E...

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FETI

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Two-level domain decomposition methods with Lagrange multipliers for the fast iterative solution of acoustic scattering problems, Computer Methods in Applied...

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Mortar methods

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iterative domain decomposition methods such as FETI and balancing domain decomposition In the engineering practice in the finite element method, continuity...

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Schur complement method

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Schur complement method, named after Issai Schur, is the basic and the earliest version of non-overlapping domain decomposition method, also called iterative...

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List of numerical analysis topics

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the methods Domain decomposition methods — divides the domain in a few subdomains and solves the PDE on these subdomains Additive Schwarz method Abstract...

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Schwarz alternating method

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Nataf, Frédéric (2001), "Optimized Schwarz Methods", 12th International Conference on Domain Decomposition Methods (PDF) Original papers Schwarz, H.A. (1869)...

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Multigrid method

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multiresolution methods, very useful in problems exhibiting multiple scales of behavior. For example, many basic relaxation methods exhibit different...

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Abstract additive Schwarz method

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without reference to domains, subdomains, etc. Many if not all domain decomposition methods can be cast as abstract additive Schwarz method, which is often...

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Helmholtz decomposition

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\mathbb {R} ^{n})} defined on a domain V ⊆ R n {\displaystyle V\subseteq \mathbb {R} ^{n}} , a Helmholtz decomposition is a pair of vector fields G ∈ C...

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Paola Antonietti

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whose research concerns numerical methods for partial differential equations, and particularly domain decomposition methods, with applications in scientific...

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Jinchao Xu

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Park. He is known for his work on multigrid methods, domain decomposition methods, finite element methods, and more recently deep neural networks. Xu...

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Simulation decomposition

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decomposition. One can use sensitivity indices (see variance-based sensitivity analysis) to define the most influential variables for decomposition or...

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Fictitious domain method

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mathematics, the fictitious domain method is a method to find the solution of a partial differential equations on a complicated domain D {\displaystyle D} ,...

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Domain reduction algorithm

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Chan, Tony F. "Introduction". Third International Symposium on Domain Decomposition Methods for Partial Differential Equations. SIAM. p. xv. ISBN 978-0-89871-253-7...

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Singular value decomposition

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m\times n} matrix. It is related to the polar decomposition. Specifically, the singular value decomposition of an m × n {\displaystyle m\times n} complex...

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Angela Mihai

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in 2005. Her dissertation, A class of alternate strip-based domain decomposition methods for elliptic partial differential equations, was supervised by...

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Proper generalized decomposition

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proper generalized decomposition is a method characterized by a variational formulation of the problem, a discretization of the domain in the style of the...

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Proper orthogonal decomposition

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Proper Orthogonal Decomposition (POD), as it was originally formulated in the domain of fluid dynamics to analyze turbulences, is to decompose a random vector...

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