A Highly Scalable Matrix-Free Multigrid Solver for μFE Analysis Based on a Pointer-Less Octree
نویسندگان
چکیده
The state of the art method to predict bone stiffness is micro finite element (μFE) analysis based on high-resolution computed tomography (CT). Modern parallel solvers enable simulations with billions of degrees of freedom. In this paper we present a conjugate gradient solver that works directly on the CT image and exploits the geometric properties of the regular grid and the basic element shapes given by the 3D pixel. The data is stored in a pointer-less octree. The tree data structure provides different resolutions of the image that are used to construct a geometric multigrid preconditioner. It enables the use of matrix-free representation of all matrices on all levels. The new solver reduces the memory footprint by more than a factor of 10 compared to our previous solver ParFE. It allows to solve much bigger problems than before and scales excellently on a Cray XT-5 supercomputer.
منابع مشابه
A Scalable Multi-level Preconditioner for Matrix-free Μ-finite Element Analysis of Human Bone Structures
The recent advances in microarchitectural bone imaging are disclosing the pos-sibility to assess both the apparent density and the trabecular microstructureof intact bones in a single measurement. Coupling these imaging possibili-ties with microstructural finite element (μFE) analysis offers a powerful toolto improve bone stiffness and strength assessment for individual fracture...
متن کاملAn Algebraic Multigrid Solver for Analytical with Layout Based Clustering Placement
An efficient matrix solver is critical to the analytical placement. As the size of the matrix becomes huge, the multilevel methods tum out to be more efficient and more scalable. Algebraic Multigrid (AMG) is a multilevel technique to speedup the iterative matrix solver [lo]. We apply the algebraic multigrid method to solve the linear equations that arise from the analytical placement. A layout ...
متن کاملMultilevel streaming for out-of-core surface reconstruction
Reconstruction of surfaces from huge collections of scanned points often requires out-of-core techniques, and most such techniques involve local computations that are not resilient to data errors. We show that a Poisson-based reconstruction scheme, which considers all points in a global analysis, can be performed efficiently in limited memory using a streaming framework. Specifically, we introd...
متن کاملA Connectivity-Aware Multi-level Finite-Element System for Solving Laplace-Beltrami Equations
Recent work on octree-based finite-element systems has developed a multigrid solver for Poisson equations on meshes. While the idea of defining a regularly indexed function space has been successfully used in a number of applications, it has also been noted that the richness of the function space is limited because the function values can be coupled across locally disconnected regions. In this ...
متن کاملA Parallel Geometric Multigrid Method for Finite Elements on Octree Meshes
In this article, we present a parallel geometric multigrid algorithm for solving variable-coefficient elliptic partial differential equations (PDEs) on the unit box (with Dirichlet or Neumann boundary conditions) using highly nonuniform, octree-based, conforming finite element discretizations. Our octrees are 2:1 balanced, that is, we allow no more than one octree-level difference between octre...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2011