Majority-Based Spin-CMOS Primitives for Approximate Computing

被引:33
|
作者
Angizi, Shaahin [1 ]
Jiang, Honglan [2 ]
DeMara, Ronald F. [1 ]
Han, Jie [2 ]
Fan, Deliang [1 ]
机构
[1] Univ Cent Florida, Dept Elect & Comp Engn, Orlando, FL 32816 USA
[2] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 1H9, Canada
基金
美国国家科学基金会; 加拿大自然科学与工程研究理事会;
关键词
Approximate computing; accuracy-configurable adder; compressor; spintronic; domain wall motion device; LOW-POWER; COMPRESSORS; DESIGN;
D O I
10.1109/TNANO.2018.2836918
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
Promising for digital signal processing applications, approximate computing has been extensively considered to trade-off limited accuracy for improvements in other circuitmetrics such as area, power, and performance. In this paper, approximate arithmetic circuits are proposed by using emerging nanoscale spintronic devices. Leveraging the intrinsic current-mode thresholding operation of spintronic devices, we initially present a hybrid spin-CMOS majority gate design based on a composite spintronic device structure consisting of amagnetic domain wall motion stripe and a magnetic tunnel junction. We further propose a compact and energy-efficient accuracy-configurable adder design based on the majority gate. Unlike most previous approximate circuit designs that hard-wire a constant degree of approximation, this design is adaptive to the inherent resilience in various applications to different degrees of accuracy. Subsequently, we propose two new approximate compressors for utilization in fast multiplier designs. The device-circuit SPICE simulation shows 34.58% and 66% improvement in power consumption, respectively, for the accurate and approximate modes of the accuracy-configurable adder, compared to the recently reported domain wall motion-based full adder design. In addition, the proposed accuracy-configurable adder and approximate compressors can be efficiently utilized in the discrete cosine transform (DCT) as a widely-used digital image processing algorithm. The results indicate that the DCT and inverse DCT (IDCT) using the approximate multiplier achieve similar to 2x energy saving and 3x speed-up compared to an exactly-designed circuit, while achieving comparable quality in its output result.
引用
收藏
页码:795 / 806
页数:12
相关论文
共 50 条
  • [1] An efficient majority-based compressor for approximate computing in the nano era
    Mohammad Hossein Moaiyeri
    Farnaz Sabetzadeh
    Shaahin Angizi
    Microsystem Technologies, 2018, 24 : 1589 - 1601
  • [2] An efficient majority-based compressor for approximate computing in the nano era
    Moaiyeri, Mohammad Hossein
    Sabetzadeh, Farnaz
    Angizi, Shaahin
    MICROSYSTEM TECHNOLOGIES-MICRO-AND NANOSYSTEMS-INFORMATION STORAGE AND PROCESSING SYSTEMS, 2018, 24 (03): : 1589 - 1601
  • [3] A Majority-based Approximate Adder for FPGAs
    Ghavami, Behnam
    Sajedi, Mahdi
    Raji, Mohsen
    Fang, Zhenman
    Shannon, Lesley
    2022 25TH EUROMICRO CONFERENCE ON DIGITAL SYSTEM DESIGN (DSD), 2022, : 53 - 59
  • [4] Non-Volatile Approximate Arithmetic Circuits Using Scalable Hybrid Spin-CMOS Majority Gates
    Shabani, Ahmad
    Sabri, Mohammad
    Khabbazan, Bahareh
    Timarchi, Somayeh
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2021, 68 (03) : 1259 - 1268
  • [5] Wave Pipelining for Majority-based Beyond-CMOS Technologies
    Zografos, O.
    De Meester, A.
    Testa, E.
    Soeken, M.
    Gaillardon, P. -E.
    De Micheli, G.
    Amaru, L.
    Raghavan, P.
    Catthoor, F.
    Lauwereins, R.
    PROCEEDINGS OF THE 2017 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE), 2017, : 1306 - 1311
  • [6] Energy-Efficient Hybrid Spin-CMOS Logic Design Based on Cascadable Spin-Torque Majority Gate
    Cho, Kyungseon
    Seo, Yeongkyo
    IEEE TRANSACTIONS ON MAGNETICS, 2025, 61 (01)
  • [7] Hybrid Spin-CMOS Polymorphic Logic Gate With Application in In-Memory Computing
    Angizi, Shaahin
    He, Zhezhi
    Chen, An
    Fan, Deliang
    IEEE TRANSACTIONS ON MAGNETICS, 2020, 56 (02)
  • [8] A Majority-Based Imprecise Multiplier for Ultra-Efficient Approximate Image Multiplication
    Sabetzadeh, Farnaz
    Moaiyeri, Mohammad Hossein
    Ahmadinejad, Mohammad
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2019, 66 (11) : 4200 - 4208
  • [9] Majority-based Synthesis for Nanotechnologies
    Amaru, Luca
    Gaillardon, Pierre-Emmanuel
    De Micheli, Giovanni
    2016 21ST ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), 2016, : 499 - 502
  • [10] Contamination and Decontamination in Majority-Based Systems
    Flocchini, Paola
    JOURNAL OF CELLULAR AUTOMATA, 2009, 4 (03) : 183 - 200