Energy-Efficient Low-Latency Signed Multiplier for FPGA-Based Hardware Accelerators

被引:19
|
作者
Ullah, Salim [1 ]
Nguyen, Tuan Duy Anh [1 ]
Kumar, Akash [1 ]
机构
[1] Tech Univ Dresden, Dept Processor Design, D-01062 Dresden, Germany
关键词
Accelerator architectures; artificial neural networks (ANN); fixed-point arithmetic; field-programmable gate arrays (FPGAs); multiplying circuits;
D O I
10.1109/LES.2020.2995053
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Multiplication is one of the most extensively used arithmetic operations in a wide range of applications, such as multimedia processing and artificial neural networks. For such applications, multiplier is one of the major contributors to energy consumption, critical path delay, and resource utilization. These effects get more pronounced in field-programmable gate array (FPGA)-based designs. However, most of the state-of-the-art designs are done for ASIC-based systems. Furthermore, a few field-programmable gate array (FPGA)-based designs that exist are largely limited to unsigned numbers, which require extra circuits to support signed operations. To overcome these limitations for the FPGA-based implementations of applications utilizing signed numbers, this letter presents an area-optimized, low-latency, and energy-efficient architecture for an accurate signed multiplier. Compared to the Vivado area-optimized multiplier IP, our implementations offer up to 40.0%, 43.0%, and 70.0% reduction in terms of area, latency, and energy, respectively. The RTL implementations of our designs will be released as an open-source library at https://cfaed.tu-dresden.de/pd-downloads.
引用
收藏
页码:41 / 44
页数:4
相关论文
共 50 条
  • [41] An Adaptive Energy-Efficient and Low-Latency MAC Protocol for Wireless Sensor Networks
    Liu, Hao
    Yao, Guoliang
    Wu, Jianhui
    Shi, Longxing
    JOURNAL OF COMMUNICATIONS AND NETWORKS, 2010, 12 (05) : 510 - 517
  • [42] A Low-Latency and Energy-Efficient Neighbor Discovery Algorithm for Wireless Sensor Networks
    Gu, Zhaoquan
    Cao, Zhen
    Tian, Zhihong
    Wang, Yuexuan
    Du, Xiaojiang
    Mohsen, Guizani
    SENSORS, 2020, 20 (03)
  • [43] ELECTION: Energy-efficient and Low-latEncy sCheduling Technique for wIreless sensOr Networks
    Begum, S
    Wang, SC
    Krishnamachari, B
    Helmy, A
    LCN 2004: 29TH ANNUAL IEEE INTERNATIONAL CONFERENCE ON LOCAL COMPUTER NETWORKS, PROCEEDINGS, 2004, : 60 - 67
  • [44] An energy-efficient and low-latency sink positioning approach for wireless sensor networks
    Kong, Fanrui
    Li, Chunwen
    Zhao, Xuedong
    Ding, Qingqing
    Jiao, Fei
    Gu, Qibin
    MOBILE AD-HOC AND SENSOR NETWORKS, PROCEEDINGS, 2007, 4864 : 123 - +
  • [45] On energy-efficient and low-latency medium access control in wireless sensor network
    Wan, Zhiwen
    Zhang, Jinsong
    Zhu, Hao
    Makki, Kia
    Pissinou, Niki
    WCNC 2008: IEEE WIRELESS COMMUNICATIONS & NETWORKING CONFERENCE, VOLS 1-7, 2008, : 1905 - +
  • [46] Execution Time Prediction for Energy-Efficient Hardware Accelerators
    Chen, Tao
    Rucker, Alexander
    Suh, G. Edward
    PROCEEDINGS OF THE 48TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO-48), 2015, : 457 - 469
  • [47] Collaborative Edge Computing With FPGA-Based CNN Accelerators for Energy-Efficient and Time-Aware Face Tracking System
    Liu, Xing
    Yang, Jianfeng
    Zou, Chengming
    Chen, Qimei
    Yan, Xin
    Chen, Yuao
    Cai, Chenran
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2022, 9 (01) : 252 - 266
  • [48] An adaptive energy-efficient and low-latency MAC for tree-based data gathering in sensor networks
    Lu, Gang
    Krishnamachari, Bhaskar
    Raghavendra, Cauligi S.
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2007, 7 (07): : 863 - 875
  • [49] FPGA-Based Approximate Multiplier for Efficient Neural Computation
    Zhang, Hao
    Xiao, Hui
    Qu, Haipeng
    Ko, Seok-Bum
    2021 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS-ASIA (ICCE-ASIA), 2021,
  • [50] Co-design of an FPGA-based Low-latency Controller for MZI-based SiP Switches
    de Magalhaes, Felipe Gohring
    Xiong, Yule
    Hessel, Fabiano
    Liboiron-Ladouceur, Odile
    Nicolescu, Gabriela
    2016 PHOTONICS NORTH (PN), 2016,