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
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
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
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