Fast Poisson Solvers for Graphics Processing Units

نویسندگان

  • Mirko Myllykoski
  • Tuomo Rossi
  • Jari Toivanen
چکیده

Two block cyclic reduction linear system solvers are considered and implemented using the OpenCL framework. The topics of interest include a simplified scalar cyclic reduction tridiagonal system solver and the impact of increasing the radix-number of the algorithm. Both implementations are tested for the Poisson problem in two and three dimensions, using a Nvidia GTX 580 series GPU and double precision floating-point arithmetic. The numerical results indicate up to 6-fold speed increase in the case of the two-dimensional problems and up to 3fold speed increase in the case of the three-dimensional problems when compared to equivalent CPU implementations run on a Intel Core i7 quad-core CPU. The original publication is available at link.springer.com. http://link.springer.com/chapter/10.1007/978-3-642-36803-5 19

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Solvers on advanced parallel architectures with application to partial differential equations and discrete optimisation

This thesis investigates techniques for the solution of partial differential equations (PDE) on advanced parallel architectures comprising central processing units (CPU) and graphics processing units (GPU). Many physical phenomena studied by scientists and engineers aremodelled with PDEs, and these are often computationally expensive to solve. This is one of the main drivers of large-scale comp...

متن کامل

An Incompressible Navier-Stokes Equations Solver on the GPU Using CUDA Master of Science Thesis in Complex Adaptive Systems

Graphics Processing Units (GPUs) have emerged as highly capable computational accelerators for scientific and engineering applications. Many reports claim orders of magnitude of speedup compared to traditional Central Processing Units (CPUs), and the interest for GPU computation is high in the computational world. In this thesis, the capability of using GPUs to accelerate the full computational...

متن کامل

Fast integral equation solvers on Graphics Processing Units for Electromagnetics

This paper presents a comprehensive survey on current status of integral equation solvers implemented on parallel computing systems accelerated by graphics processing units (GPUs) and proposes several key points for efficiently utilizing this type of fundamentally different processors to accelerate several categories of algorithms used by today’s integral equation solvers. Three spatial interpo...

متن کامل

Acceleration of Linear Finite-Difference Poisson-Boltzmann Methods on Graphics Processing Units.

Electrostatic interactions play crucial roles in biophysical processes such as protein folding and molecular recognition. Poisson-Boltzmann equation (PBE)-based models have emerged as widely used in modeling these important processes. Though great efforts have been put into developing efficient PBE numerical models, challenges still remain due to the high dimensionality of typical biomolecular ...

متن کامل

Ultra-Fast Image Reconstruction of Tomosynthesis Mammography Using GPU

Digital Breast Tomosynthesis (DBT) is a technology that creates three dimensional (3D) images of breast tissue. Tomosynthesis mammography detects lesions that are not detectable with other imaging systems. If image reconstruction time is in the order of seconds, we can use Tomosynthesis systems to perform Tomosynthesis-guided Interventional procedures. This research has been designed to study u...

متن کامل

ذخیره 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 2012