DocumentCode
146647
Title
Application of GPU to Three Computational Models
Author
Qiangqiang Shi ; Yiyang Yang ; Xiaolin Li
Author_Institution
Dept. of Appl. Math. & Stat., Stony Brook Univ., Stony Brook, NY, USA
fYear
2014
fDate
23-25 Sept. 2014
Firstpage
261
Lastpage
266
Abstract
In this paper, we report three applications of Graphics Processing Unit (GPU) based algorithms for high performance computation of mathematical models with the Fron Tier++ code. In the first set of simulations, the system of one-dimensional gas dynamics equations is solved by the Weighed Essentially Non-Oscillatory (WENO) scheme, we achieved 7-20 times speedup for different mesh sizes on one GPU device. In the second case, the spring model for fabric dynamics is studied, the GPU code is about 10-20 times faster than the pure CPU code for different mesh sizes. In the last case, a GPU enhanced numerical algorithm for American option pricing under the generalized hyperbolic distribution is studied. Using one GPU device, we have achieved 2 times speedup for the price of single option and 100 times speedup for multiple options.
Keywords
graphics processing units; 1D gas dynamics equations; American option pricing; CPU code; Fron Tier++ code; GPU based algorithms; GPU code; GPU device; GPU enhanced numerical algorithm; WENO scheme; fabric dynamics; generalized hyperbolic distribution; graphics processing unit; high performance computation; mathematical models; spring model; three computational models; weighed essentially nonoscillatory scheme; Capacitance; Clocks; Electronic mail; Logic gates; MOS devices; Monitoring; Transistors; American option pricing; GPGPU; gas dynamics; spring model;
fLanguage
English
Publisher
ieee
Conference_Titel
Embedded Multicore/Manycore SoCs (MCSoc), 2014 IEEE 8th International Symposium on
Conference_Location
Aizu-Wakamatsu
Type
conf
DOI
10.1109/MCSoC.2014.44
Filename
6949480
Link To Document