Effective Hardware Implementation of Convolution with Binary Sequences

被引:0
作者
Minenkov, Dmitrii [1 ]
Voznesensky, Alexander [2 ]
Wang, Dianhui [1 ]
Kaplun, Dmitrii [1 ]
机构
[1] China Univ Min & Technol, Artificial Intelligence Res Inst, Xuzhou, Jiangsu, Peoples R China
[2] St Petersburg Electrotech Univ LETI, Dept Automat & Controll Proc, St Petersburg, Russia
来源
2024 13TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING, MECO 2024 | 2024年
关键词
DSSS; FIR filter; convolution; binary coefficients; FPGA and ASIC implementation; binary neural network;
D O I
10.1109/MECO62516.2024.10577796
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Despite the development of communication systems with Orthogonal frequency-division multiplexing (OFDM) technology, the Direct Sequence Spread Spectrum (DSSS) technique is useful and widely employed in many applications. The main element of the DSSS receiver is a matched (correlation) filter. In this paper, we consider the structures of devices that realize the convolution of a signal with a binary sequence. A comparison of hardware costs for FPGA implementation with the use of the Xilinx Vivado software tool and for ASIC implementation with the use of the YoSYS software tool is presented. Experimental results show that the proposed solution is effective and outperforms the existing ones in terms of hardware resources usage and device area.
引用
收藏
页码:94 / 97
页数:4
相关论文
共 11 条
[1]  
Felicetti MJ, 2023, Arxiv, DOI arXiv:2310.19225
[2]  
Kaplun DI, 2016, IEEE NW RUSS YOUNG, P220, DOI 10.1109/EIConRusNW.2016.7448159
[3]   FIR Filter Design Method Based on LASSO to Adjust the Number of Non-zero Coefficients [J].
Kloeck, Clemens .
PROCEEDINGS OF THE 2021 IEEE INTERNATIONAL CONFERENCE ON COMPUTER, INFORMATION, AND TELECOMMUNICATION SYSTEMS (IEEE CITS 2021), 2021, :1-5
[4]   A Method of Increasing Digital Filter Performance Based on Truncated Multiply-Accumulate Units [J].
Lyakhov, Pavel ;
Valueva, Maria ;
Valuev, Georgii ;
Nagornov, Nikolai .
APPLIED SCIENCES-BASEL, 2020, 10 (24) :1-11
[5]  
Torrieri D, 2018, Principles of Spread-Spectrum Communication Systems, P155
[6]  
Trimale MB, 2017, 2017 2ND IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), P137, DOI 10.1109/RTEICT.2017.8256573
[7]  
Trussell H. J., 2005, SIGN PROC C RED NONZ, P1
[8]   AN INTRODUCTION TO MATCHED-FILTERS [J].
TURIN, GL .
IRE TRANSACTIONS ON INFORMATION THEORY, 1960, 6 (03) :311-329
[9]  
Wang DH, 2023, Arxiv, DOI arXiv:2308.13570
[10]   THE HISTORY OF ORTHOGONAL FREQUENCY-DIVISION MULTIPLEXING [J].
Weinstein, Stephen B. .
IEEE COMMUNICATIONS MAGAZINE, 2009, 47 (11) :26-+