• DocumentCode
    2962161
  • Title

    FPGA-GPU-CPU heterogenous architecture for real-time cardiac physiological optical mapping

  • Author

    Pingfan Meng ; Jacobsen, Matthew ; Kastner, Ryan

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Univ. of California, San Diego, La Jolla, CA, USA
  • fYear
    2012
  • fDate
    10-12 Dec. 2012
  • Firstpage
    37
  • Lastpage
    42
  • Abstract
    Real-time optical mapping technology is a technique that can be used in cardiac disease study and treatment technology development to obtain accurate and comprehensive electrical activity over the entire heart. It provides a dense spatial electro-physiology. Each pixel essentially plays the role of a probe on that location of the heart. However, the high throughput nature of the computation causes significant challenges in implementing a real-time optical mapping algorithm. This is exacerbated by high frame rate video for many medical applications (order of 1000 fps). Accelerating optical mapping technologies using multiple CPU cores yields modest improvements, but still only performs at 3.66 frames per second (fps). A highly tuned GPU implementation achieves 578 fps. A FPGA-only implementation is infeasible due to the resource requirements for processing intermediate data arrays generated by the algorithm. We present a FPGA-GPU-CPU architecture that is a real-time implementation of the optical mapping algorithm running at 1024 fps. This represents a 273× speed up over a multi-core CPU implementation.
  • Keywords
    bioelectric phenomena; cardiology; diseases; field programmable gate arrays; graphics processing units; medical image processing; microprocessor chips; multiprocessing systems; patient treatment; FPGA-GPU-CPU heterogeneous architecture; FPGA-only implementation; cardiac disease treatment technology development; data arrays; electrical activity; high frame rate video; medical applications; multicore CPU implementation; real-time cardiac physiological optical mapping; real-time optical mapping algorithm; real-time optical mapping technology; spatial electrophysiology; Arrays; Biomedical optical imaging; Field programmable gate arrays; Finite impulse response filter; Graphics processing units; Optical imaging; Real-time systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Field-Programmable Technology (FPT), 2012 International Conference on
  • Conference_Location
    Seoul
  • Print_ISBN
    978-1-4673-2846-3
  • Electronic_ISBN
    978-1-4673-2844-9
  • Type

    conf

  • DOI
    10.1109/FPT.2012.6412108
  • Filename
    6412108