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非対称スピン波干渉に基づくカラードノイズ援用低消費電力イジングマシンに関する研究

Research Project

Project/Area Number 23KJ0605
Research Category

Grant-in-Aid for JSPS Fellows

Allocation TypeMulti-year Fund
Section国内
Review Section Basic Section 21060:Electron device and electronic equipment-related
Research InstitutionThe University of Tokyo

Principal Investigator

LIAO ZHIQIANG  東京大学, 工学系研究科, 特別研究員(PD)

Project Period (FY) 2023-04-25 – 2025-03-31
Project Status Granted (Fiscal Year 2023)
Budget Amount *help
¥1,800,000 (Direct Cost: ¥1,800,000)
Fiscal Year 2024: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2023: ¥900,000 (Direct Cost: ¥900,000)
KeywordsSpin wave / Asymmetric interference / Ising machine / Low power consumption / Noise assistance
Outline of Research at the Start

Gain-dissipative Ising machine (GIM) is an emerging device used for combinatorial optimization. In this study, the spin-wave interferometer-based GIM will be designed to realize low-power consumption, high speed, and success rate by modulating noise color and interference asymmetry.

Outline of Annual Research Achievements

(1) I fabricated a 20-nm-thick 400-μm-long Y-shape spin wave interferometer (SWI) based on yttrium iron garnet. I tested different excitation frequencies under in-plan magnetic field of 20mT. The results proved that an excitation frequency of 1.8 GHz can achieve the strongest interference asymmetry.
(2) Based on experimental data, I simulated the SWI-based Ising machine. The results proved that my device can operate under conditions where the noise intensity is 2.5 times greater than its saturation spin amplitude.
(3) To modulate the noise in the experiment, I used an arbitrary wave generator to generate the initial white noise. Then, by feeding the bias control signal and noise signal together into the comparator LT1016, statistical modulation of the noise characteristics was achieved.

Current Status of Research Progress
Current Status of Research Progress

2: Research has progressed on the whole more than it was originally planned.

Reason

Based on the current results, I have achieved the predetermined goal. This laid the foundation and good expectations for the next-year experiments. Moreover, some related research results on noise-assisted Ising machine with asymmetric nonlinearity were also presented at the domestic conference.

Strategy for Future Research Activity

(1) Connect circuit modules (such as noise modulation circuit) with spin wave measurement systems (e.g., vector network analyzer). This can achieve the measurement and modulation of time-domain spin wave signals.

(2) Expand testing results from being limited to white noise to at least four types of colored noise conditions.

(3) Typically, achieving the highest success rate for different classes of problems (COPs) requires different spin coupling strengths and noise conditions. Therefore, in constructing hardware for spin wave GIMs, challenging COPs relevant to real-world scenarios are chosen as benchmarks. Initially, parameter ranges are roughly determined through simulations.Subsequently, optimal system parameters are determined through experiments.

Report

(1 results)
  • 2023 Research-status Report
  • Research Products

    (5 results)

All 2024 2023

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results) Presentation (3 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Robust QRS detection based on simulated degenerate optical parametric oscillator-assisted neural network2024

    • Author(s)
      Liao Zhiqiang、Shi Zhuozheng、Sarker Md Shamim、Tabata Hitoshi
    • Journal Title

      Heliyon

      Volume: 10 Issue: 7 Pages: e28903-e28903

    • DOI

      10.1016/j.heliyon.2024.e28903

    • Related Report
      2023 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Enhancing Performance of Convolutional Neural Network-Based Epileptic Electroencephalogram Diagnosis by Asymmetric Stochastic Resonance2023

    • Author(s)
      Shi Zhuozheng、Liao Zhiqiang、Tabata Hitoshi
    • Journal Title

      IEEE Journal of Biomedical and Health Informatics

      Volume: 27 Issue: 9 Pages: 4228-4239

    • DOI

      10.1109/jbhi.2023.3282251

    • Related Report
      2023 Research-status Report
    • Peer Reviewed
  • [Presentation] Spin cluster glass-based Ising machine with stochastic resonance effect2024

    • Author(s)
      Zhiqiang Liao, Kaijie Ma, Hiroyasu Yamahara, Munetoshi Seki, and Hitoshi Tabata
    • Organizer
      The 71st JSAP Spring Meeting 2024
    • Related Report
      2023 Research-status Report
  • [Presentation] Noise-robust logic gate based on double-well Dikande-Kofane potential2023

    • Author(s)
      Zhiqiang Liao, Keying Huang, Siyi Tang, Hiroyasu Yamahara, Munetoshi Seki, and Hitoshi Tabata
    • Organizer
      The 84th JSAP Autumn Meeting 2023
    • Related Report
      2023 Research-status Report
  • [Presentation] Enhanced Intelligent Diagnosis of Epileptic Electroencephalogram Based on Asymmetric Stochastic Resonance2023

    • Author(s)
      Zhiqiang Liao, Zhuozheng Shi, and Hitoshi Tabata
    • Organizer
      1st Beijing Interdisciplinary Science Conference 2023
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research

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Published: 2023-04-26   Modified: 2024-12-25  

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