Hardware Performance of Complex Dot-Product Implementations

被引:0
|
作者
DeBrunner, Linda S. [1 ]
DeBrunner, Victor [1 ]
机构
[1] Florida State Univ, Dept Elect & Comp Engn, Tallahassee, FL 32306 USA
关键词
D O I
10.1109/IEEECONF56349.2022.10051852
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dot-product computations are at the heart of most signal processing algorithms. Often, the distinction between computing the dot-products of complex numbers and the dot-products of real numbers is not considered to be significant. We will compare the computation of a real valued dot-product to the computation of a complex valued dot-product with respect to space, time, and accuracy using Verilog/VHDL simulation tools. From these implementations, we draw conclusions with respect to the hardware implementation of the DFT and similar DSP algorithms. Based on our investigations, these ideas indicate that a complex DFT will require about 3.9 times the area of a natively real valued DFT.
引用
收藏
页码:141 / 144
页数:4
相关论文
共 50 条
  • [1] Regularization with dot-product kernels
    Smola, AJ
    Ovári, ZL
    Williamson, RC
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 13, 2001, 13 : 308 - 314
  • [2] A Spectral Analysis of Dot-product Kernels
    Scetbon, Meyer
    Harchaoui, Zaid
    [J]. 24TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS (AISTATS), 2021, 130
  • [3] Fault-Tolerant Dot-Product Engines
    Roth, Ron M.
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2019, 65 (04) : 2046 - 2057
  • [4] TRACES OF AGREEMENT - ON THE DOT-PRODUCT AS A COEFFICIENT OF AGREEMENT
    POPPING, R
    [J]. QUALITY & QUANTITY, 1983, 17 (01) : 1 - 18
  • [5] Fault-Tolerant Dot-Product Engines
    Roth, Ron M.
    [J]. 2018 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2018, : 2197 - 2201
  • [6] A Floating-Point Fused Dot-Product Unit
    Saleh, Hani H.
    Swartzlander, Earl E., Jr.
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON COMPUTER DESIGN, 2008, : 427 - +
  • [7] A FAST DOT-PRODUCT ALGORITHM WITH MINIMAL ROUNDING ERRORS
    KOBBELT, L
    [J]. COMPUTING, 1994, 52 (04) : 355 - 369
  • [8] Dot-Product Sets and Simplices Over Finite Rings
    Nguyen Van The
    Le Anh Vinh
    [J]. Journal of Fourier Analysis and Applications, 2022, 28
  • [9] Choice modeling using dot-product attention mechanism
    Li, Mofei
    Nakamura, Yutaka
    Ishiguro, Hiroshi
    [J]. ARTIFICIAL LIFE AND ROBOTICS, 2021, 26 (01) : 116 - 121
  • [10] Secure dot-product protocol using trace functions
    Malek, Belizad
    Miri, Ali
    [J]. 2006 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1-6, PROCEEDINGS, 2006, : 927 - +