Sigma model (SGS)
Sigma model (SGS): Theoretical Foundations
Overview
Professor! Today's topic is about the sigma model (SGS), right? What kind of thing is it?
An SGS model based on the singular values of the velocity gradient tensor. Zero dissipation in pure shear.
After hearing this, I finally understand why the singular values of the velocity gradient tensor are so important!
Governing Equations
I see. So if the model is properly set up, we're basically good to go, right?
Discretization Method
How do we actually solve this equation on a computer?
We use spatial discretization by the Finite Element Method (FEM). We assemble the element stiffness matrix and construct the global stiffness equation.
We perform transformation to the weak form (variational form) and use formulation by the Galerkin method using test functions and shape functions. The choice of element type (low-order elements vs. higher-order elements, full integration vs. reduced integration) directly affects the trade-off between solution accuracy and computational cost.
Matrix Solution Algorithms
What exactly do you mean by matrix solution algorithms?
We solve the simultaneous equations using direct methods (LU decomposition, Cholesky decomposition) or iterative methods (CG method, GMRES method). For large-scale problems, preconditioned iterative methods are effective.
| Solver | Classification | Memory Usage | Applicable Scale |
|---|---|---|---|
| LU Decomposition | Direct Method | O(nยฒ) | Small to Medium Scale |
| Cholesky Decomposition | Direct Method (Symmetric Positive Definite) | O(nยฒ) | Small to Medium Scale |
| PCG Method | Iterative Method | O(n) | Large Scale |
| GMRES Method | Iterative Method | O(nยทm) | Large Scale / Non-symmetric |
| AMG Preconditioner | Preprocessing | O(n) | Very Large Scale |
So if we cut corners on the finite element method part, we'll pay for it later. I'll keep that in mind!
Implementation in Commercial Tools
So, what software can be used to do the sigma model (SGS)?
| Tool Name | Developer/Current Status | Main File Formats |
|---|---|---|
| Ansys Fluent | Ansys Inc. | .cas, .dat, .msh, .jou |
| Simcenter STAR-CCM+ | Siemens Digital Industries Software | .sim, .java, .csv |
| OpenFOAM | Open Source (OpenCFD/ESI, OpenFOAM Foundation) | Dictionary files (blockMeshDict, etc.), .foam |
| Ansys CFX | Ansys Inc. | .cfx, .def, .res, .ccl |
Vendor History and Product Integration Background
Do the origins of each software have some dramatic stories?
Ansys Fluent
Next is about Ansys Fluent. What's the story?
Developed by Fluent Inc. Acquired by Ansys in 2006. A general-purpose CFD solver based on unstructured grids.
Current Affiliation: Ansys Inc.
Simcenter STAR-CCM+
Next is about Simcenter STAR. What's the story?
Developed by CD-adapco. Acquired by Siemens in 2016 and integrated into the Simcenter brand. Features polyhedral meshes.
Current Affiliation: Siemens Digital Industries Software
After hearing this, I finally understand why development is so important!
OpenFOAM
What exactly is OpenFOAM?
Open-source CFD originating from Imperial College London. Parallel development by OpenCFD Ltd (under ESI Group) and The OpenFOAM Foundation.
Current Affiliation: Open Source (OpenCFD/ESI, OpenFOAM Foundation)
Wow, the story about development is incredibly interesting! Tell me more.
File Formats and Interoperability
When converting models between different solvers, attention must be paid to the correspondence of element types, compatibility of material models, and differences in the representation of loads and boundary conditions. Particularly, higher-order elements and special elements (cohesive elements, user-defined elements, etc.) often cannot be directly converted between solvers.
I see... Formats seem simple at first glance, but they're actually quite profound, aren't they?
Practical Considerations
Are there any "field wisdom" type things that aren't in textbooks?
Verifying mesh convergence, validating the appropriateness of boundary conditions, and performing sensitivity analysis of material parameters are extremely important.
- Mesh Dependency Verification: At least 3 levels of mesh...
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