DocumentCode :
1804597
Title :
Unifying Finite Difference Option-Pricing for Hardware Acceleration
Author :
Jin, Qiwei ; Luk, Wayne ; Thomas, David B.
Author_Institution :
Dept. of Comput., Imperial Coll., London, UK
fYear :
2011
fDate :
5-7 Sept. 2011
Firstpage :
6
Lastpage :
9
Abstract :
Explicit finite difference method is widely used in finance for pricing many kinds of options. Its regular computational pattern makes it an ideal candidate for acceleration using reconfigurable hardware. However, because the corresponding hardware designs must be optimised both for the specific option and for the target platform, it is challenging and time consuming to develop designs efficiently and productively. This paper presents a unifying framework for describing and automatically implementing financial explicit finite difference procedures in reconfigurable hardware, allowing parallelised and pipelined implementations to be created from high-level mathematical expressions. The proposed framework is demonstrated using three option pricing problems. Our results show that an implementation from our framework targeting a Virtex-6 device at 310MHz is more than 24 times faster than a software implementation fully optimised by the Intel compiler on a four-core Xeron CPU at 2.66GHz. In addition, the latency of the FPGA solvers is up to 90 times lower than the corresponding software solvers.
Keywords :
field programmable gate arrays; financial data processing; finite difference methods; pipeline processing; reconfigurable architectures; FPGA solvers; Intel compiler; Virtex-6 device; finite difference option-pricing; finite difference procedures; four-core Xeron CPU; frequency 310 MHz; hardware acceleration; high-level mathematical expressions; parallelised implementation; pipelined implementation; reconfigurable hardware; Europe; Field programmable gate arrays; Hardware; Mathematical model; Pipeline processing; Pricing; Software; FPGA; Finance; Finite Difference; Framework; Option Pricing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2011 International Conference on
Conference_Location :
Chania
Print_ISBN :
978-1-4577-1484-9
Electronic_ISBN :
978-0-7695-4529-5
Type :
conf
DOI :
10.1109/FPL.2011.12
Filename :
6044775
Link To Document :
بازگشت