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Design and Optimization of Decoders for Low-Denisty Parity Check Codes Synthesized from the OpenCL Specifications

  • Author / Creator
    Maier, Andrew J
  • Open Computing Language (OpenCL) is a high-level language that allows developers to produce portable software for heterogeneous parallel computing platforms. OpenCL is available for a variety of hardware platforms, with compiler support being recently expanded to include Field-Programmable Gate Arrays (FPGAs). This work investigates flexible OpenCL designs for the iterative min-sum decoding algorithm for both symmetric and asymmetric Low-Density Parity Check (LDPC) codes over a range of codeword lengths. The computationally demanding LDPC decoding algorithm offers several forms of parallelism that could be exploited by the Altera-Offline-Compiler (AOC version 15.1) for OpenCL. By starting with the recommended design approaches and optimizing based on experimentation, the highest throughput symmetric LDPC decoder produced a maximum corrected codeword throughput of 68.22 Mbps for 32 decoding iterations at the compiler-selected FPGA clock frequency of 163.88 MHz for a length-2048 (3,6)-regular code. Designs for three of the DOCSIS 3.1 [7] standard asymmetric codewords were investigated and implemented using the AOC. The designs prove that OpenCL on FPGAs can produce high-throughput results for industry-sized asymmetric LDPC codes with significantly shorter design time compared to other custom hardware and software applications.

  • Subjects / Keywords
  • Graduation date
    2016-06:Fall 2016
  • Type of Item
    Thesis
  • Degree
    Master of Science
  • DOI
    https://doi.org/10.7939/R3PZ51V3P
  • License
    This thesis is made available by the University of Alberta Libraries with permission of the copyright owner solely for non-commercial purposes. This thesis, or any portion thereof, may not otherwise be copied or reproduced without the written consent of the copyright owner, except to the extent permitted by Canadian copyright law.
  • Language
    English
  • Institution
    University of Alberta
  • Degree level
    Master's
  • Department
    • Department of Electrical and Computer Engineering
  • Specialization
    • Computer Engineering
  • Supervisor / co-supervisor and their department(s)
    • Cockburn, Bruce F. (Electrical and Computer Engineering)
  • Examining committee members and their departments
    • Elliott, Duncan (Electrical and Computer Engineering)
    • Cockburn, Bruce F. (Electrical and Computer Engineering)
    • Dinavahi, Venkata (Electrical and Computer Engineering)