Title :
A hardware generator for multi-point distributed random variables
Author :
Martini, Filippo ; Piccardi, Massimo ; Liberati, Nicola Bruti ; Platen, Eckhard
Author_Institution :
Fac. of Inf. Technol., Univ. of Technol., Sydney, NSW, Australia
Abstract :
In Monte Carlo simulation of weak approximation of stochastic differential equations, multi-point distributed random variables play an important role. However, they need highly efficient implementations to meet the "real-time" requirements of applications such as the pricing of complex derivative securities. In this paper, a fast and flexible dedicated hardware generator of multi-point distributed random variables on a field programmable gate array (FPGA) is presented. A comparative performance analysis demonstrates that the hardware solution is bottleneck-free, retains the flexibility of a traditional software implementation and significantly increases the computational efficiency of the overall simulation.
Keywords :
Monte Carlo methods; differential equations; field programmable gate arrays; random number generation; FPGA; Monte Carlo simulation; bottleneck-free hardware implementation; complex derivative securities pricing; computational efficiency; hardware random variable generator; multipoint distributed random variables; stochastic differential equation weak approximation; Application software; Differential equations; Field programmable gate arrays; Hardware; Performance analysis; Pricing; Random variables; Security; Software performance; Stochastic processes;
Conference_Titel :
Circuits and Systems, 2005. ISCAS 2005. IEEE International Symposium on
Print_ISBN :
0-7803-8834-8
DOI :
10.1109/ISCAS.2005.1464934