Design, evaluation and application of approximate-truncated Booth multipliers

被引:7
|
作者
Zhu, Yuying [1 ]
Liu, Weiqiang [1 ]
Yin, Peipei [1 ]
Cao, Tian [2 ]
Han, Jie [3 ]
Lombardi, Fabrizio [4 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Elect & Informat Engn, Nanjing 211106, Peoples R China
[2] MediaTek MTK, Shanghai, Peoples R China
[3] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB, Canada
[4] Northeastern Univ, Dept Elect & Comp Engn, Boston, MA 02115 USA
基金
中国国家自然科学基金; 加拿大自然科学与工程研究理事会;
关键词
multiplying circuits; encoding; low-power electronics; logic design; approximation theory; microprocessor chips; pattern clustering; handwritten character recognition; approximate computing; low power design; approximation factors; normalised mean error distance; approximate-truncated Booth multipliers; ATBM; processor core component; approximate modified radix-4 Booth encoders; approximate; 4-2; compressors; gradually truncated partial products; hardware performance; image processing; k-means clustering; handwritten digit recognition; LOW-POWER; SPECULATIVE ADDITION; ACCURACY; ADDER;
D O I
10.1049/iet-cds.2019.0398
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Approximate computing provides a promising way to achieve low power design at the cost of acceptable error. As a core component in a processor, the performance of the multiplier is important. This study presents designs of approximate-truncated Booth multipliers (ATBMs) using proposed approximate modified radix-4 Booth encoders (AMBEs), approximate 4-2 compressors (ACs) and gradually truncated partial products. The accuracy of the ATBMs is adjustable with the so-called approximation factors that indicate the number of AMBEs and ACs used. The normalised mean error distance and the product of the power and delay are used to evaluate the error and the hardware performance of the multipliers. The results show that the proposed ATBMs outperform previous approximate Booth multipliers. Their validity is also shown with case studies of image processing, K-means clustering and handwritten digit recognition.
引用
收藏
页码:1305 / 1317
页数:13
相关论文
共 50 条
  • [21] Design of Approximate Redundant Binary Multipliers
    Cao, Tian
    Liu, Weiqiang
    Wang, Chenghua
    Cui, Xioping
    Lombardi, Fabrizio
    PROCEEDINGS OF THE 2016 IEEE/ACM INTERNATIONAL SYMPOSIUM ON NANOSCALE ARCHITECTURES (NANOARCH), 2016, : 31 - 36
  • [22] Design and implementation of truncated multipliers for precision improvement
    Devarani, R.
    Manikandababu, C. S.
    2013 INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND INFORMATICS, 2013,
  • [23] Design and Analysis of Multipliers for DNN application using approximate 4:2 Compressors
    Gillurkar, Hemant
    Dwaramwar, Pravin
    Anjankar, Shubham
    Joshi, Pankaj
    INTERNATIONAL JOURNAL OF NEXT-GENERATION COMPUTING, 2022, 13 (05): : 1212 - 1219
  • [24] Design of C-testable modified-Booth multipliers
    Boateng, Kwame Osei
    Takahashi, Hiroshi
    Takamatsu, Yuzo
    IEICE Transactions on Information and Systems, 2000, E-83-D (10) : 1868 - 1878
  • [25] Design of C-testable modified-booth multipliers
    Boateng, KO
    Takahashi, H
    Takamatsu, Y
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2000, E83D (10): : 1868 - 1878
  • [26] Design and Application of Faithfully Rounded and Truncated Multipliers With Combined Deletion, Reduction, Truncation, and Rounding
    Ko, Hou-Jen
    Hsiao, Shen-Fu
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2011, 58 (05) : 304 - 308
  • [27] Design of An Approximate FFT Processor Based on Approximate Complex Multipliers
    Du, Jinhe
    Chen, Ke
    Yin, Peipei
    Yan, Chenggang
    Liu, Weiqiang
    2021 IEEE COMPUTER SOCIETY ANNUAL SYMPOSIUM ON VLSI (ISVLSI 2021), 2021, : 308 - 313
  • [28] Design and Analysis of Approximate Multipliers with a Tree Compressor
    Yang, Tongxin
    Ukezono, Tomoaki
    Sato, Toshinori
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2019, E102A (03) : 532 - 543
  • [29] Design and Analysis of Approximate Redundant Binary Multipliers
    Liu, Weiqiang
    Cao, Tian
    Yin, Peipei
    Zhu, Yuying
    Wang, Chenghua
    Swartzlander, Earl E.
    Lombardi, Fabrizio
    IEEE TRANSACTIONS ON COMPUTERS, 2019, 68 (06) : 804 - 819
  • [30] Design of Dynamic Range Approximate Logarithmic Multipliers
    Yin, Peipei
    Wang, Chenghua
    Liu, Weiqiang
    Lombardi, Fabrizio
    PROCEEDINGS OF THE 2018 GREAT LAKES SYMPOSIUM ON VLSI (GLSVLSI'18), 2018, : 423 - 426