• DocumentCode
    704096
  • Title

    Reverse longstaff-schwartz american option pricing on hybrid CPU/FPGA systems

  • Author

    Brugger, Christian ; Varela, Javier Alejandro ; Wehn, Norbert ; Songyin Tang ; Korn, Ralf

  • Author_Institution
    Microelectron. Syst. Design Res. Group, Univ. of Kaiserslautern, Kaiserslautern, Germany
  • fYear
    2015
  • fDate
    9-13 March 2015
  • Firstpage
    1599
  • Lastpage
    1602
  • Abstract
    In today´s markets, high-speed and energy-efficient computations are mandatory in the financial and insurance industry. At the same time, the gradual convergence of highperformance computing with embedded systems is having a huge impact on the design methodologies, where dedicated accelerators are implemented to increase performance and energy efficiency. This paper follows this trend and presents a novel way to price high-dimensional American options using techniques of the embedded community. The proposed architecture targets heterogeneous CPU/FPGA systems, and it exploits the FPGA reconfiguration to deliver high-throughput. With a bit-true algorithmic transformation based on recomputation, it is possible to eliminate the memory bottleneck and access costs. The result is a pricing system that is 16x faster and 268x more energy-efficient than an optimized Intel CPU implementation.
  • Keywords
    field programmable gate arrays; microprocessor chips; performance evaluation; power aware computing; FPGA reconfiguration; access costs; bit true algorithmic transformation; dedicated accelerators; embedded community; embedded systems; energy efficiency; energy efficient computations; financial industry; highperformance computing; hybrid CPU-FPGA systems; insurance industry; memory bottleneck; optimized Intel CPU implementation; performance efficiency; price high dimensional American options; reverse longstaff-schwartz American option pricing; Bandwidth; Biological system modeling; Computational modeling; Computer architecture; Energy consumption; Field programmable gate arrays; Pricing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design, Automation & Test in Europe Conference & Exhibition (DATE), 2015
  • Conference_Location
    Grenoble
  • Print_ISBN
    978-3-9815-3704-8
  • Type

    conf

  • Filename
    7092648