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Development of photonic reservoir computing based on complex photonics

Research Project

Project/Area Number 19H00868
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 30:Applied physics and engineering and related fields
Research InstitutionSaitama University

Principal Investigator

Uchida Atsushi  埼玉大学, 理工学研究科, 教授 (50327996)

Co-Investigator(Kenkyū-buntansha) 砂田 哲  金沢大学, 機械工学系, 教授 (10463704)
菅野 円隆  埼玉大学, 理工学研究科, 准教授 (10734890)
Project Period (FY) 2019-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥44,980,000 (Direct Cost: ¥34,600,000、Indirect Cost: ¥10,380,000)
Fiscal Year 2023: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2022: ¥7,930,000 (Direct Cost: ¥6,100,000、Indirect Cost: ¥1,830,000)
Fiscal Year 2021: ¥13,260,000 (Direct Cost: ¥10,200,000、Indirect Cost: ¥3,060,000)
Fiscal Year 2020: ¥9,620,000 (Direct Cost: ¥7,400,000、Indirect Cost: ¥2,220,000)
Fiscal Year 2019: ¥9,750,000 (Direct Cost: ¥7,500,000、Indirect Cost: ¥2,250,000)
Keywordsリザーバコンピューティング / 応用光学・量子光工学 / 先端機能デバイス / 複雑系 / 超高速情報処理
Outline of Research at the Start

深層学習を用いた人工知能技術の発展は著しいが、一方で膨大な消費電力や半導体微細加工技術の限界による現在の計算機技術基盤への課題が顕在化しており、機械学習に適したハードウェアへの要望が高まりつつある。本研究課題では、光リザーバコンピューティングと呼ばれる新たな機械学習方式を用いて、複雑系フォトニクスの解析手法を元に人工脳型ハードウェアとしての可能性を明らかにし、光と複雑系の長所を利用した新たな応用を切り拓くことを目的とする。

Outline of Final Research Achievements

We developed the improvement of photonic reservoir computing as a new machine-learning paradigm for easy training. We achieved better performance of time-series prediction and classification tasks using parallel and deep reservoir configurations, compared with conventional techniques. We fabricated a photonic integrated circuit based on silicon photonics technology and realized fast, low-latency, and energy-efficient photonic reservoir computing. Finally, we published a Japanese textbook of photonic reservoir computing as a compilation of our comprehensive work.

Academic Significance and Societal Importance of the Research Achievements

光リザーバコンピューティングは、学習の容易な機械学習手法であり、特にエッジコンピューティングへの応用が期待されている。光の状態で信号処理を行うことで、後段の電子回路処理の計算コストを軽減できるため、光センシング技術への応用が期待できる。また、高速・低遅延・低消費電力の光リザーバコンピューティングは、高速マシンビジョンへの応用も可能であり、AI処理の超高速化や省エネルギー化が期待できる。さらに学術的な視点において、本研究で培ったリザーバコンピューティング技術は、物理デバイスを利用した様々なリザーバへと適用可能であり、異なる学際分野における学問的知見の共有という波及効果が期待できる。

Report

(7 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Comments on the Screening Results   Annual Research Report
  • Research Products

    (261 results)

All 2024 2023 2022 2021 2020 2019 Other

All Int'l Joint Research (3 results) Journal Article (44 results) (of which Int'l Joint Research: 13 results,  Peer Reviewed: 41 results,  Open Access: 33 results) Presentation (210 results) (of which Int'l Joint Research: 87 results,  Invited: 40 results) Book (2 results) Remarks (2 results)

  • [Int'l Joint Research] National Cheng Kung University, Taiwan(中国)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] National Cheng Kung University, Taiwan(中国)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] National Cheng Kung University, Taiwan(中国)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Synchronization of two chaotic microresonator frequency combs2024

    • Author(s)
      Moreno David、Fujii Shun、Nakashima Ayata、Lemcke Deniz、Uchida Atsushi、Sanchis Pablo、Tanabe Takasumi
    • Journal Title

      Optics Express

      Volume: 32 Issue: 2 Pages: 2460-2460

    • DOI

      10.1364/oe.511097

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 光リザーバコンピューティングと光強化学習の進展2024

    • Author(s)
      内田 淳史
    • Journal Title

      フォトニクスニュース

      Volume: Vol. 9, No. 3 Pages: 114-119

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Solving multi-armed bandit problems using a chaotic microresonator comb2024

    • Author(s)
      Cuevas Jonathan、Iwami Ryugo、Uchida Atsushi、Minoshima Kaoru、Kuse Naoya
    • Journal Title

      APL Photonics

      Volume: 9 Issue: 3

    • DOI

      10.1063/5.0173287

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] リザーバコンピューティング2024

    • Author(s)
      内田 淳史
    • Journal Title

      2023年度 光技術動向調査報告書

      Volume: 3.3.1節 Pages: 1-2

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Time-domain photonic image processor based on speckle projection and reservoir computing2023

    • Author(s)
      T. Yamaguchi, K. Arai, T. Niiyama, A. Uchida, and S. Sunada
    • Journal Title

      Communications Physics

      Volume: 6 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s42005-023-01368-w

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 光を用いた強化学習・意思決定の最近の展開2023

    • Author(s)
      成瀬 誠, 内田 淳史
    • Journal Title

      応用物理

      Volume: Vol. 92, No. 12 Pages: 730-734

    • Related Report
      2023 Annual Research Report
  • [Journal Article] Analysis of temporal structure of laser chaos by Allan variance2023

    • Author(s)
      Asuke Naoki、Chauvet Nicolas、Roehm Andre、Kanno Kazutaka、Uchida Atsushi、Niiyama Tomoaki、Sunada Satoshi、Horisaki Ryoichi、Naruse Makoto
    • Journal Title

      Physical Review E

      Volume: 107 Issue: 1 Pages: 014211-014211

    • DOI

      10.1103/physreve.107.014211

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Parallel and deep reservoir computing using semiconductor lasers with optical feedback2023

    • Author(s)
      H. Hasegawa, K. Kanno, and A. Uchida
    • Journal Title

      Nanophotonics

      Volume: Vol. 12, No. 5 Issue: 5 Pages: 869-881

    • DOI

      10.1515/nanoph-2022-0440

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Parallel photonic accelerator for decision making using optical spatiotemporal chaos2023

    • Author(s)
      Morijiri Kensei、Takehana Kento、Mihana Takatomo、Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Optica

      Volume: 10 Issue: 3 Pages: 339-348

    • DOI

      10.1364/optica.477433

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Chaotic mode-competition dynamics in a multimode semiconductor laser with optical feedback and injection2023

    • Author(s)
      R. Iwami, K. Kanno, and A. Uchida
    • Journal Title

      Optics Express

      Volume: Vol. 31, No. 7 Issue: 7 Pages: 11274-11291

    • DOI

      10.1364/oe.481505

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 光の極限性能を生かすフォトニックコンピューティング ―光を用いた意思決定―2022

    • Author(s)
      成瀬 誠, 内田 淳史, 内山 和治, 赤羽 浩一
    • Journal Title

      IEICE Fundamentals Review

      Volume: Vol. 15, No. 4 Pages: 310-317

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Decision making for large-scale multi-armed bandit problems using bias control of chaotic temporal waveforms in semiconductor lasers2022

    • Author(s)
      K. Morijiri, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Journal Title

      Scientific Reports

      Volume: Vol. 12, Article No. 8073 Issue: 1 Pages: 1-11

    • DOI

      10.1038/s41598-022-12155-y

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Parallel bandit architecture based on laser chaos for reinforcement learning2022

    • Author(s)
      T. Urushibara, N. Chauvet, S. Kochi, S. Sunada, K. Kanno, A. Uchida, R. Horisaki, and M. Naruse
    • Journal Title

      Journal of Physics Communications

      Volume: Vol. 6 Issue: 6 Pages: 065002-065002

    • DOI

      10.1088/2399-6528/ac75ad

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Photonic decision making for solving competitive multi-armed bandit problem using semiconductor laser networks2022

    • Author(s)
      Mihana Takatomo、Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 13 Issue: 3 Pages: 582-597

    • DOI

      10.1587/nolta.13.582

    • ISSN
      2185-4106
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reservoir computing based on an external-cavity semiconductor laser with optical feedback modulation2022

    • Author(s)
      K. Kanno, A. A. Haya, and A. Uchida
    • Journal Title

      Optics Express

      Volume: Vol. 30, No. 19 Issue: 19 Pages: 34218-34238

    • DOI

      10.1364/oe.460016

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Universal Single-Mode Lasing in Fully Chaotic Billiard Lasers2022

    • Author(s)
      Mengyu You、Sakakibara Daisuke、Makino Kota、Morishita Yonosuke、Matsumura Kazutoshi、Kawashima Yuta、Yoshikawa Manao、Tonosaki Mahiro、Kanno Kazutaka、Uchida Atsushi、Sunada Satoshi、Shinohara Susumu、Harayama Takahisa
    • Journal Title

      Entropy

      Volume: 24 Issue: 11 Pages: 1648-1648

    • DOI

      10.3390/e24111648

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Ultrafast silicon threshold circuitry for chaotic laser time series2022

    • Author(s)
      Wada Kazuyuki、Hara Shinsuke、Tanoi Satoru、Kasamatsu Akifumi、Otsuka Yuta、Sekine Kawori、Uchida Atsushi、Naruse Makoto
    • Journal Title

      AIP Advances

      Volume: 12 Issue: 12 Pages: 125225-125225

    • DOI

      10.1063/5.0127470

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Controlling chaotic itinerancy in laser dynamics for reinforcement learning2022

    • Author(s)
      Iwami Ryugo、Mihana Takatomo、Kanno Kazutaka、Sunada Satoshi、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Science Advances

      Volume: 8 Issue: 49 Pages: 1-13

    • DOI

      10.1126/sciadv.abn8325

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adaptive decision making using a chaotic semiconductor laser for multi-armed bandit problem with time-varying hit probabilities2022

    • Author(s)
      Oda Akihiro、Mihana Takatomo、Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 13 Issue: 1 Pages: 112-122

    • DOI

      10.1587/nolta.13.112

    • NAID

      130008139270

    • ISSN
      2185-4106
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Experimental demonstration of adaptive model selection based on reinforcement learning in photonic reservoir computing2022

    • Author(s)
      Mito Ryohei、Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Nonlinear Theory and Its Applications, IEICE

      Volume: 13 Issue: 1 Pages: 123-138

    • DOI

      10.1587/nolta.13.123

    • NAID

      130008139269

    • ISSN
      2185-4106
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Photonic reinforcement learning based on optoelectronic reservoir computing2022

    • Author(s)
      Kanno Kazutaka、Uchida Atsushi
    • Journal Title

      Scientific Reports

      Volume: 12 Issue: 1 Pages: 3720-3720

    • DOI

      10.1038/s41598-022-07404-z

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fast dynamics of low-frequency fluctuations in a quantum-dot laser with optical feedback2021

    • Author(s)
      Yamasaki Kazuto、Kanno Kazutaka、Matsumoto Atsushi、Akahane Kouichi、Yamamoto Naokatsu、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Optics Express

      Volume: 29 Issue: 12 Pages: 17962-17962

    • DOI

      10.1364/oe.426268

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] High-entropy chaos generation using semiconductor lasers subject to intensity-modulated optical injection for certified physical random number generation2021

    • Author(s)
      C.-H. Tseng, R. Funabashi, K. Kanno, A. Uchida, C.-C. Wei, and S.-K. Hwang
    • Journal Title

      Optics Letters

      Volume: Vol. 46, No. 14 Issue: 14 Pages: 3384-3387

    • DOI

      10.1364/ol.431054

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Photonic neural field on a silicon chip: large-scale, high-speed neuro-inspired computing and sensing2021

    • Author(s)
      Sunada Satoshi、Uchida Atsushi
    • Journal Title

      Optica

      Volume: 8 Issue: 11 Pages: 1388-1388

    • DOI

      10.1364/optica.434918

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Entropy rate of chaos in an optically injected semiconductor laser for physical random number generation2021

    • Author(s)
      Kawaguchi Yu、Okuma Tomohiko、Kanno Kazutaka、Uchida Atsushi
    • Journal Title

      Optics Express

      Volume: 29 Issue: 2 Pages: 2442-2442

    • DOI

      10.1364/oe.411694

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Reservoir computing and decision making using laser dynamics for photonic accelerator2020

    • Author(s)
      Uchida Atsushi、Kanno Kazutaka、Sunada Satoshi、Naruse Makoto
    • Journal Title

      Japanese Journal of Applied Physics

      Volume: 59 Issue: 4 Pages: 040601-040601

    • DOI

      10.35848/1347-4065/ab7860

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 光結合レーザーを用いたリザーバコンピューティングの情報処理性能とリアプノフ安定性の関係2020

    • Author(s)
      菅野 円隆, 内田 淳史
    • Journal Title

      レーザー研究

      Volume: Vol. 48, No. 5 Pages: 259-264

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive model selection in photonic reservoir computing by reinforcement learning2020

    • Author(s)
      Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1 Pages: 10062-10062

    • DOI

      10.1038/s41598-020-66441-8

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Using multidimensional speckle dynamics for high-speed, large-scale, parallel photonic computing2020

    • Author(s)
      Sunada Satoshi、Kanno Kazutaka、Uchida Atsushi
    • Journal Title

      Optics Express

      Volume: 28 Issue: 21 Pages: 30349-30349

    • DOI

      10.1364/oe.399495

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Laser network decision making by lag synchronization of chaos in a ring configuration2020

    • Author(s)
      Mihana Takatomo、Fujii Kiyohiro、Kanno Kazutaka、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Optics Express

      Volume: 28 Issue: 26 Pages: 40112-40112

    • DOI

      10.1364/oe.411140

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Reservoir computing using multiple lasers with feedback on a photonic integrated circuit (Invited paper)2020

    • Author(s)
      C. Sugano, K. Kanno, and A. Uchida
    • Journal Title

      IEEE Journal of Selected Topics in Quantum Electronics

      Volume: Vol. 26, No. 1 Issue: 1 Pages: 1-9

    • DOI

      10.1109/jstqe.2019.2929179

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Decision Making Photonics: Solving Bandit Problems Using Photons2020

    • Author(s)
      Naruse Makoto、Chauvet Nicolas、Uchida Atsushi、Drezet Aurelien、Bachelier Guillaume、Huant Serge、Hori Hirokazu
    • Journal Title

      IEEE Journal of Selected Topics in Quantum Electronics

      Volume: 26 Issue: 1 Pages: 1-10

    • DOI

      10.1109/jstqe.2019.2929217

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Lotka-Volterra competition mechanism embedded in a decision-making method2020

    • Author(s)
      Niiyama Tomoaki、Furuhata Genki、Uchida Atsushi、Naruse Makoto、Sunada Satoshi
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 89 Issue: 1 Pages: 014801-014801

    • DOI

      10.7566/jpsj.89.014801

    • NAID

      40022121577

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamic channel selection in wireless communications via a multi-armed bandit algorithm using laser chaos time series2020

    • Author(s)
      Takeuchi Shungo、Hasegawa Mikio、Kanno Kazutaka、Uchida Atsushi、Chauvet Nicolas、Naruse Makoto
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1 Pages: 1574-1574

    • DOI

      10.1038/s41598-020-58541-2

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Entropy evaluation of white chaos generated by optical heterodyne for certifying physical random number generators2020

    • Author(s)
      K. Yoshiya, Y. Terashima, K. Kanno, and A. Uchida
    • Journal Title

      Optics Express

      Volume: Vol. 28, No. 3 Issue: 3 Pages: 3686-3698

    • DOI

      10.1364/oe.382234

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 光を用いた意思決定メカニズム2020

    • Author(s)
      成瀬 誠, Nicolas Chauvet, 内田 淳史, 砂田 哲, 内山 和治, 長谷川 幹雄, 堀 裕和
    • Journal Title

      電子情報通信学会誌

      Volume: Vol. 103, No. 3 Pages: 290-297

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 相互結合システムを用いた光リザーバコンピューティングによる時系列予測性能の向上2020

    • Author(s)
      菅野 円隆, 内田 淳史
    • Journal Title

      光アライアンス

      Volume: Vol. 31, No. 3 Pages: 9-12

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 光を用いた意思決定機能2020

    • Author(s)
      成瀬 誠, Nicolas Chauvet, 内田 淳史, 砂田 哲, 内山 和治, 長谷川 幹雄, 堀 裕和
    • Journal Title

      光アライアンス

      Volume: Vol. 31, No. 3 Pages: 13-16

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 複雑系フォトニクスを用いた高速物理乱数生成の進展2019

    • Author(s)
      内田 淳史
    • Journal Title

      レーザー研究

      Volume: Vol. 47, No. 6 Pages: 310-314

    • NAID

      130008074100

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] On-chip photonic decision maker using spontaneous mode switching in a ring laser2019

    • Author(s)
      Homma Ryutaro、Kochi Satoshi、Niiyama Tomoaki、Mihana Takatomo、Mitsui Yusuke、Kanno Kazutaka、Uchida Atsushi、Naruse Makoto、Sunada Satoshi
    • Journal Title

      Scientific Reports

      Volume: 9 Issue: 1 Pages: 9429-9429

    • DOI

      10.1038/s41598-019-45754-3

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Novel frontier of photonics for data processing - Photonic accelerator2019

    • Author(s)
      Kitayama Ken-ichi、Notomi Masaya、Naruse Makoto、Inoue Koji、Kawakami Satoshi、Uchida Atsushi
    • Journal Title

      APL Photonics

      Volume: 4 Issue: 9 Pages: 090901-090901

    • DOI

      10.1063/1.5108912

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Decision making for the multi-armed bandit problem using lag synchronization of chaos in mutually coupled semiconductor lasers2019

    • Author(s)
      Mihana Takatomo、Mitsui Yusuke、Takabayashi Mizuho、Kanno Kazutaka、Sunada Satoshi、Naruse Makoto、Uchida Atsushi
    • Journal Title

      Optics Express

      Volume: 27 Issue: 19 Pages: 26989-26989

    • DOI

      10.1364/oe.27.026989

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Generative adversarial network based on chaotic time series2019

    • Author(s)
      Naruse Makoto、Matsubara Takashi、Chauvet Nicolas、Kanno Kazutaka、Yang Tianyu、Uchida Atsushi
    • Journal Title

      Scientific Reports

      Volume: 9 Issue: 1 Pages: 12963-12963

    • DOI

      10.1038/s41598-019-49397-2

    • NAID

      120006728096

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Photonic reservoir computing based on nonlinear wave dynamics at microscale2019

    • Author(s)
      S. Sunada and A. Uchida
    • Journal Title

      Scientific Reports

      Volume: Vol. 9, Article No. 19078 Issue: 1 Pages: 1-10

    • DOI

      10.1038/s41598-019-55247-y

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Mode concentration of chaotic dynamics in a multimode semiconductor laser for decision making2024

    • Author(s)
      R. Iwami, K. Kanno, and A. Uchida
    • Organizer
      The 10th Korea-Japan Joint Workshop on Complex Communication Sciences (KJCCS2024)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Integration of attention mechanism in reservoir computing for time series forecasting2024

    • Author(s)
      F. Koester, K. Kanno, J. Ohkubo, and A. Uchida
    • Organizer
      The 10th Korea-Japan Joint Workshop on Complex Communication Sciences (KJCCS2024)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic artificial intelligence: Reservoir computing and decision making based on complex photonics2024

    • Author(s)
      A. Uchida
    • Organizer
      The 6th International Conference on Artificial Intelligence in Information and Communication (ICAIIC2024)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Reservoir computing and decision making for photonic artificial intelligence2024

    • Author(s)
      A. Uchida
    • Organizer
      The First International Symposium on Photonic Computing
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reservoir computing with attention mechanism: Improving chaotic time-series forecasting2024

    • Author(s)
      F. Koester,K. Kanno, J. Ohkubo, and A. Uchida
    • Organizer
      The First International Symposium on Photonic Computing
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Solving multi-armed bandit problems using a chaotic microresonator comb2024

    • Author(s)
      J. Cuevas, R. Iwami, A. Uchida, K. Minoshima, and N. Kuse
    • Organizer
      The First International Symposium on Photonic Computing
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 戻り光を有する半導体レーザーの間欠性カオスにおける非線形ダイナミクスと予測2024

    • Author(s)
      小原 翔馬, 菅野 円隆, 内田 淳史, 黒川 弘章
    • Organizer
      レーザー学会第583回研究会, 自然に学ぶレーザーカオスと量子ダイナミクス
    • Related Report
      2023 Annual Research Report
  • [Presentation] リザーバコンピューティングを用いた半導体レーザダイナミクスの分岐と複製2024

    • Author(s)
      川上 敦也, 菅野 円隆, 内田 淳史
    • Organizer
      2024年 電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 半導体レーザネットワークにおける多段バンディットアルゴリズムを用いた意思決定2024

    • Author(s)
      佐々木 圭悟, 内田 淳史
    • Organizer
      2024年 電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 時空間ダイナミクスを用いたマルチクライアントの協力的意思決定2024

    • Author(s)
      武塙 賢人, 内田 淳史
    • Organizer
      2024年 電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 拡張ダイレクトフィードバックアライメントを用いた最適制御に基づく物理深層学習の実験実装2024

    • Author(s)
      野上 倫, 菅野 円隆, 新山 友暁, 砂田 哲, 内田 淳史
    • Organizer
      2024年 電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 多モード半導体レーザを用いた意思決定の加速原理モデルの調査2024

    • Author(s)
      岩見 龍吾, 内田 淳史
    • Organizer
      2024年 電子情報通信学会 総合大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 光リザーバーコンピューティングと強化学習の進展2024

    • Author(s)
      内田 淳史
    • Organizer
      2023年度 光ネットワーク産業・技術研究会 第5回公開討論会 「光コンピューティングの新たな展望」
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 相互結合された半導体レーザにおける光周波数差検知によるリーダ・ラガード関係2024

    • Author(s)
      平 英駿, 巳鼻 孝朋, Andre Roehm, 菅野 円隆, 内田 淳史, 堀﨑 遼一, 成瀬 誠
    • Organizer
      2024年 第71回 応用物理学会 春季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 制御駆動された物理ニューラルネットワークのノイズ頑強性2024

    • Author(s)
      粟野 貴斗, 砂田 哲, 新山 友暁, レーム アンドレ, 菅野 円隆, 内田 淳史
    • Organizer
      2024年 第71回 応用物理学会 春季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 電気光遅延システムを用いた深層学習における拡張DFA法のための非線形関数の複雑性への依存性2024

    • Author(s)
      永塚 悠翔, 野上 倫, 新山 友暁, 砂田 哲, 内田 淳史, 菅野 円隆
    • Organizer
      電子情報通信学会 複雑コミュニケーションサイエンス研究会 (CCS)
    • Related Report
      2023 Annual Research Report
  • [Presentation] Evaluation of chaos synchronization in two cascaded microresonators for secure data transmission2023

    • Author(s)
      D. Lemcke, D. Moreno, S. Fujii, A. Nakashima, A. Uchida, and T. Tanabe
    • Organizer
      The 12th Advanced Lasers and Photon Sources (ALPS2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Assessment of the feasibility of employing chaos synchronization in two cascaded microresonators for secure data transmission2023

    • Author(s)
      D. Lemcke, D. Moreno, S. Fujii, A. Nakashima, A. Uchida, and T. Tanabe
    • Organizer
      Conference on Lasers and Electro-Optics/Europe (CLEO/Europe 2023) and European Quantum Electronics Conference (EQEC 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic decision making using optical spatiotemporal chaos generated from spatial light modulator2023

    • Author(s)
      A. Uchida, K. Morijiri, K. Takehana, and K. Kanno
    • Organizer
      SPIE Optics + Photonics 2023
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental investigation on dynamics among longitudinal modes in a multimode semiconductor laser2023

    • Author(s)
      R. Iwami, K. Kanno, and A. Uchida
    • Organizer
      The 12th Asia-Pacific Laser Symposium (APLS 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An approach to output layer optimization in photonic delay-based reservoir computing2023

    • Author(s)
      F. Koester, K. Kanno, and A. Uchida
    • Organizer
      The 12th Asia-Pacific Laser Symposium (APLS 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Replication of optical chaotic dynamics using reservoir computing2023

    • Author(s)
      A. Kawakami, K. Kanno, and A. Uchida
    • Organizer
      The 12th Asia-Pacific Laser Symposium (APLS 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reinforcement learning using optical spatiotemporal dynamics from spatial light modulator2023

    • Author(s)
      K. Morijiri, K. Takehana, K. Kanno, and A. Uchida
    • Organizer
      The 12th Asia-Pacific Laser Symposium (APLS 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental investigation on nonlinear dynamics in a multimode semiconductor laser with optical feedback and injection for decision making2023

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on decision making using two different dynamics in semiconductor laser network2023

    • Author(s)
      K. Sasaki, K. Ishimine, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental investigation of reinforcement learning using optical spatiotemporal dynamics2023

    • Author(s)
      K. Takehana, H. Takizawa, K. Kanno, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Replication of laser dynamics using reservoir computing2023

    • Author(s)
      A. Kawakami, K. Kanno, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Time series prediction of intermittent laser dynamics using reservoir computing2023

    • Author(s)
      S. Ohara, K. Kanno, A. Uchida, and H. Kurokawa
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Approximate reservoir computing using semiconductor lasers with optical feedback2023

    • Author(s)
      T. Ito, K. Kanno, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optoelectronic implementation of physical deep learning based on optimal control2023

    • Author(s)
      R. Nogami, K. Kanno, T. Niiyama, S. Sunada, and A. Uchida
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental verification of universal single-mode lasing in fully chaotic billiard lasers2023

    • Author(s)
      M. You, K. Makino, Y. Morishita, K. Kanno, A. Uchida, S. Sunada, S. Shinohara, and T. Harayama
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Synchronization and power law under low-frequency fluctuation in unidirectional-ring laser network2023

    • Author(s)
      T. Mihana, K. Kanno, A. Uchida, R. Horisaki, and M. Naruse
    • Organizer
      2023 International Symposium on Nonlinear Theory and Its Applications (NOLTA2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 空間的な結合を加えた時空間ダイナミクスを用いた意思決定実験2023

    • Author(s)
      武塙 賢人, 瀧澤颯斗, 菅野 円隆, 内田 淳史
    • Organizer
      2023年電子情報通信学会ソサイエティ大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 異なるダイナミクスを用いた一方向結合された半導体レーザネットワークにおける意思決定実験2023

    • Author(s)
      佐々木 圭悟, 石嶺 好太, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2023年電子情報通信学会ソサイエティ大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 半導体レーザカオスの複素電界ダイナミクスの帯域拡大と乱数生成実験2023

    • Author(s)
      鶴見 結稀, 工藤 翔大, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] マルチモード半導体レーザのカオス的モード競合の光注入制御実験と意思決定2023

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 4台の半導体レーザネットワークでの低周波不規則振動を用いた意思決定実験2023

    • Author(s)
      石嶺 好太, 佐々木 圭悟, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] レーザネットワークにおける先行振動持続時間のべき乗則2023

    • Author(s)
      巳鼻 孝朋, レーム アンドレ, 堀﨑 遼一, 菅野 円隆, 内田 淳史, 成瀬 誠
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザーを用いた近似リザーバコンピューティングの性能評価2023

    • Author(s)
      伊藤 立希, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] リザーバコンピューティングを用いた半導体レーザのダイナミクスの複製2023

    • Author(s)
      川上 敦也, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] ダイレクトフィードバックアライメントを用いた最適制御に基づく物理深層学習の実験実装2023

    • Author(s)
      野上 倫, 菅野 円隆, 新山 友暁, 砂田 哲, 内田 淳史
    • Organizer
      2023年 第84回応用物理学会秋季学術講演会
    • Related Report
      2023 Annual Research Report
  • [Presentation] エコーステートネットワークを用いた半導体レーザにおける突発的現象の予測と検知2023

    • Author(s)
      小原 翔馬, 菅野 円隆, 内田 淳史, 黒川 弘章
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 光リザーバコンピューティングと光意思決定の最新研究動向2023

    • Author(s)
      内田 淳史
    • Organizer
      応用物理学会 量子エレクトロニクス研究会, 光×情報処理, ~Computing for Photonics & Photonics for Computing~
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] 光リザーバーコンピューティングの近年の進展2023

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2023
    • Related Report
      2023 Annual Research Report
    • Invited
  • [Presentation] リザーバコンピューティングを用いた戻り光半導体レーザカオスの予測と複製2023

    • Author(s)
      川上 敦也, 菅野 円隆, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2023
    • Related Report
      2023 Annual Research Report
  • [Presentation] 160 Gb/s true physical random bit generation using broad-band, high-entropy semiconductor laser chaos2022

    • Author(s)
      C.-H. Tseng, R. Funabashi, K. Kanno, A. Uchida, C.-C. Wei, and S.-K. Hwang
    • Organizer
      Conference on Lasers and Electro-Optics 2022 (CLEO 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic approach to reinforcement learning2022

    • Author(s)
      M. Naruse, A. Uchida, K. Uchiyama, and K. Akahane
    • Organizer
      27th OptoElectronics and Communications Conference / International Conference on Photonics in Switching and Computing 2022 (OECC/PSC 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Photonic decision making for solving bandit problem using laser network2022

    • Author(s)
      T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      27th OptoElectronics and Communications Conference / International Conference on Photonics in Switching and Computing 2022 (OECC/PSC 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic decision making by chaotic mode dynamics in multi-mode semiconductor laser with optical feedback2022

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      27th OptoElectronics and Communications Conference / International Conference on Photonics in Switching and Computing 2022 (OECC/PSC 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on decision making for multi-armed bandit problem using chaos and low frequency fluctuations in laser network2022

    • Author(s)
      K. Sasaki, T. Mihana, K. Kanno, M. Naruse, A. Uchida
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Application for decision making by controlling chaotic mode competition dynamics in multi-mode semiconductor laser2022

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, A. Uchida
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on extraction of complex electric-field amplitude in chaotic semiconductor laser for random number generation2022

    • Author(s)
      S. Kudo, S. Numata, K. Kanno, A. Uchida
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prevention of intermittent chaos in semiconductor laser with optical feedback2022

    • Author(s)
      S. Inoue, K. Kanno, A. Uchida
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prediction and replication of chaotic dynamics using photonic reservoir computing with semiconductor laser2022

    • Author(s)
      A. Kawakami, K. Kanno, A. Uchida
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] High optical feedback resistance of 1.55 um 15-layer-stacked quantum dot laser using InP(311)B substrate2022

    • Author(s)
      A. Matsumoto, K. Akahane, T. Umezawa, N. Yamamoto, K. Kanno, M. Naruse, A. Uchida, and A. Kanno
    • Organizer
      The 15th Pacific Rim Conference on Lasers and Electro-Optics (CLEO Pacific Rim, CLEO-PR 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic artificial intelligence based on complex photonics: Reservoir computing and decision making2022

    • Author(s)
      A. Uchida
    • Organizer
      2022 International Conference on Optical Precision Measurements (ICOPM 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Experiment on decision making using chaotic multi-mode semiconductor laser with optical feedback and injection2022

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on spatiotemporal dynamics generation and parallel decision making using spatial light modulator and semiconductor laser2022

    • Author(s)
      K. Takehana, K. Morijiri, T. Mihana, K. Kanno, M. Naruse, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision making for multi-armed bandit problem using two different dynamics in laser network2022

    • Author(s)
      K. Sasaki, T. Mihana, K. Kanno, M. Naruse, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic reservoir computing for prediction and replication of chaotic dynamical systems2022

    • Author(s)
      A. Kawakami, K. Kanno, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transfer learning based on photonic reservoir computing using semiconductor laser with optical feedback2022

    • Author(s)
      R. Sakamaki, K. Kanno, M. Inubushi, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental demonstration of physical deep learning based on optimal control using optoelectronic delay system2022

    • Author(s)
      R. Nogami, K. Kanno, S. Sunada, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on random number generation with chaotic dynamics of complex electric-field amplitude in semiconductor laser2022

    • Author(s)
      S. Kudo, S. Numata, K. Kanno, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Control of intermittent chaos in semiconductor laser with short external cavity2022

    • Author(s)
      S. Inoue, K. Kanno, A. Uchida
    • Organizer
      Proceedings of 2022 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Artificial intelligence using complex photonics: Decision making and reservoir computing2022

    • Author(s)
      A. Uchida
    • Organizer
      Optical Fiber Communication Conference 2023 (OFC 2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Synchronization of microresonator frequency combs in chaotic regime2022

    • Author(s)
      D. Moreno, S. Fujii, A. Nakashima, A. Uchida, P. Sanchis, and T. Tanabe
    • Organizer
      Proceedings of SPIE Photonics West 2023
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 戻り光を有する半導体レーザを用いた光リザーバコンピューティングによる転移学習2022

    • Author(s)
      酒巻 里衣, 菅野 円隆, 犬伏 正信, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 半導体レーザのリザーバコンピューティングを用いた非線形ダイナミクスの複製2022

    • Author(s)
      川上 敦也, 菅野 円隆, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 最適制御に基づく物理深層学習の電気光遅延システムによる実験実装2022

    • Author(s)
      野上 倫, 菅野 円隆, 砂田 哲, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザにおける間欠性カオスの予測と予防2022

    • Author(s)
      井上 聡太, 菅野 円隆, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザのカオス的複素電界振動を用いた乱数生成実験2022

    • Author(s)
      工藤 翔大, 沼田 新, 菅野 円隆, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] レーザネットワークのゼロ遅延同期を用いた協調的意思決定メカニズム2022

    • Author(s)
      神徳 駿, 巳鼻 孝朋, Roehm Andre, 堀﨑 遼一, 菅野 円隆, 内田 淳史, 成瀬 誠
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] マルチモード半導体レーザのカオス的モード競合の制御を用いた意思決定実験2022

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 2つの異なるダイナミクスを用いたレーザネットワークにおける意思決定実験2022

    • Author(s)
      佐々木 圭悟, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 空間光変調器を用いた時空間ダイナミクスによる並列意思決定実験2022

    • Author(s)
      武塙 賢人, 森尻 健正, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 第83回応用物理学会秋季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光リザーバコンピューティングと光強化学習の最前線2022

    • Author(s)
      内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 瞬時情報処理担体としてのレーザネットワークとそのコンピューティング応用2022

    • Author(s)
      巳鼻 孝朋, レーム アンドレ, 堀﨑 遼一, 菅野 円隆, 内田 淳史, 成瀬 誠
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 電気光遅延システムを用いた最適制御に基づく物理深層学習の実証実験2022

    • Author(s)
      野上 倫, 菅野 円隆, 砂田 哲, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光リザーバコンピューティングを用いたカオスダイナミクスの予測と複製2022

    • Author(s)
      川上 敦也, 菅野 円隆, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] 半導体レーザネットワークにおける低周波不規則振動とカオスを用いた意思決定実験2022

    • Author(s)
      佐々木 圭悟, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] 半導体レーザと空間光変調器で生成された時空間ダイナミクスを用いた意思決定の並列実装2022

    • Author(s)
      武塙 賢人, 森尻 健正, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2022
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光コヒーレント検波を用いた半導体レーザにおける複素電界のカオス振動抽出と高速物理乱数生成2022

    • Author(s)
      工藤 翔大, 菅野 円隆, 内田 淳史
    • Organizer
      レーザー学会学術講演会第43回年次大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光複雑ダイナミクスを用いた人工知能2022

    • Author(s)
      菅野 円隆
    • Organizer
      レーザー学会学術講演会第43回年次大会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 複雑系フォトニクスを活用する光リザーバコンピューティングと意思決定2022

    • Author(s)
      内田 淳史
    • Organizer
      2023年 電子情報通信学会 総合大会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] レーザネットワークによる瞬時情報処理担体の構築と応用2022

    • Author(s)
      巳鼻 孝朋, Andre Roehm, 菅野 円隆, 内田 淳史, 堀﨑 遼一, 成瀬 誠
    • Organizer
      2023年 電子情報通信学会 総合大会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 多モード半導体レーザにおけるカオス的遍歴を用いた意思決定実験2022

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2023年 電子情報通信学会 総合大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザカオスにおけるリアプノフベクトルの観測2022

    • Author(s)
      井上 聡太, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第70回 応用物理学会 春季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光リザーバコンピューティングにおける転移学習を用いたレーザのダイナミクスの推測2022

    • Author(s)
      酒巻 里衣, 菅野 円隆, 犬伏 正信, 内田 淳史
    • Organizer
      2023年 第70回 応用物理学会 春季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 動的システムの最適制御に基づく物理コンピューティング2022

    • Author(s)
      新山 友暁, 砂田 哲, レーム アンドレ, 菅野 円隆, 内田 淳史
    • Organizer
      2023年 第70回 応用物理学会 春季学術講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 光リザーバコンピューティングと光強化学習の最新研究動向2022

    • Author(s)
      内田 淳史
    • Organizer
      日本光学会 第15回 AI Optics研究グループ研究会, リザーバコンピューティングの基礎から最新技術まで
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] Photonic artificial intelligence using complex photonics: Reservoir computing and decision making2021

    • Author(s)
      A. Uchida
    • Organizer
      The 26th Optoelectronics and Communications Conference (OECC 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Decision making based on mode competition dynamics in a multimode semiconductor laser with optical feedback2021

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Dynamics Days Europe 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prediction of intermittent chaos in a semiconductor laser with short external cavity2021

    • Author(s)
      S. Inoue, T. Mihana, S. Ohara, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Parallel bandit architecture for reinforcement learning using chaotic laser time series2021

    • Author(s)
      T. Urushibara, N. Chauvet, A. Roehm, S. Kochi, S. Sunada, K. Kanno, A. Uchida, R. Horisaki, and M. Naruse
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reinforcement learning by photonics2021

    • Author(s)
      M. Naruse, A. Uchida, K. Uchiyama, and K. Akahane
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Decision making in the multi-armed bandit problem using chaotic temporal waveforms2021

    • Author(s)
      K. Morijiri, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic decision making for competitive multi-armed bandit problem using synchronized laser network2021

    • Author(s)
      T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Entropy estimation in chaotic semiconductor lasers with time-delayed optical feedback for random number generation2021

    • Author(s)
      T. Okuma, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic decision making using chaotic dynamics in a multi-mode semiconductor laser with optical feedback2021

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of the temporal structure of laser chaos by Allan variance2021

    • Author(s)
      N. Asuke, N. Chauvet, A. Roehm, K. Kanno, A. Uchida, R. Horisaki, and M. Naruse
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Random number generation using complex electric-field dynamics in a chaotic semiconductor laser by coherent detection2021

    • Author(s)
      S. Kudo, R. Funabashi, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of International Symposium on Physics and Applications of Laser Dynamics 2021 (IS-PALD 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 160 Gb/s true physical random bit generation using broad-band, high-entropy semiconductor laser chaos2021

    • Author(s)
      C.-H. Tseng, R. Funabashi, K. Kanno, A. Uchida, C.-C. Wei, and S.-K. Hwang
    • Organizer
      Optics & Photonics Taiwan International Conference 2021 (OPTIC 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Complex dynamics based on photonics and its applications to machine learning2021

    • Author(s)
      K. Kanno
    • Organizer
      The 16th International Workshop on Optical Signal Processing and Optical Switching (IWOO 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Scalable neuro-inspired photonic computing on a silicon chip2021

    • Author(s)
      S. Sunada and A. Uchida
    • Organizer
      The 6th International Workshop on Microcavities and Their Applications (WOMA2022)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Photonic accelerator based on optical chaos2021

    • Author(s)
      A. Uchida
    • Organizer
      SPIE Photonics West On Demand 2022
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 光リザーバコンピューティングの実装と強化学習への応用2021

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      電気学会 光・量子デバイス研究会「パワー光源システム技術研究会」
    • Related Report
      2021 Annual Research Report
  • [Presentation] 複雑系フォトニクスを用いた光リザーバコンピューティ ングと光意思決定2021

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] レーザネットワークの同期現象を用いた競合バンディット問題における意思決定2021

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 複数の半導体レーザカオス波形比較による意思決定手法の性能調査2021

    • Author(s)
      森尻 健正, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 戻り光を有するマルチモード半導体レーザのカオスダイナミクスを用いた意思決定における選択特徴の調査2021

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 短い外部共振器を有する半導体レーザにおける間欠性カオスの検知と予測2021

    • Author(s)
      井上 聡太, 巳鼻 孝朋, 小原 翔馬, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザカオス時系列のサンプルエントロピー評価による複雑性評価2021

    • Author(s)
      大熊 智彦, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 光コヒーレント検波による半導体レーザカオスの複素電界ダイナミクスを用いた乱数生成2021

    • Author(s)
      工藤 翔大, 舟橋 遼, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] アラン分散によるレーザーカオスの時間構造の分析2021

    • Author(s)
      足助 尚樹, Chauvet Nicolas, Roehm Andre, 菅野 円隆, 内田 淳史, 堀崎 遼一, 成瀬 誠
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 電気光遅延リザーバコンピューティングにおけるランダムバイアス信号を用いた性能向上2021

    • Author(s)
      土田 朝陽, 斎藤 健斗, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] フォトニック強化学習における時間割引の解析2021

    • Author(s)
      白鳥 帆香, 漆原 昂, ショヴェ 二コラ, 砂田 哲, 菅野 円隆, 内田 淳史, 堀崎 遼一, 成瀬 誠
    • Organizer
      2021年 第82回応用物理学会秋季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 半導体レーザネットワークの遅延カオス同期を用いた競合的意思決定2021

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] 半導体レーザカオスにおける複素電界ダイナミクスの光コヒーレント検波による実験的抽出2021

    • Author(s)
      工藤 翔大, 舟橋 遼, 菅野 円隆, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] 戻り光半導体レーザで生じる間欠性カオスの制御2021

    • Author(s)
      井上 聡太, 巳鼻 孝朋, 小原 翔馬, 菅野 円隆, 内田 淳史
    • Organizer
      日本光学会年次学術講演会 Optics & Photonics Japan 2021
    • Related Report
      2021 Annual Research Report
  • [Presentation] 光リザーバコンピューティングと光意思決定の新展開2021

    • Author(s)
      内田 淳史
    • Organizer
      光産業技術振興協会 第30回フォトニックデバイス・応用技術研究会ワークショップ「ニューノーマル時代を切り拓く光デバイス・応用技術」
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 光を用いた強化学習の研究2021

    • Author(s)
      成瀬 誠, 内田 淳史, 内山 和治, 赤羽 浩一
    • Organizer
      人工知能学会 合同研究会 第36回ナチュラルコンピューティング研究会(SIG-NAC)
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 半導体レーザーのカオス的モード競合の制御を用いた光意思決定2021

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会学術講演会 第42回年次大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 複雑光ダイナミクスによるリザーバコンピューティングと強化学習の融合2021

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      レーザー学会学術講演会 第42回年次大会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 複雑光ダイナミクスに基づく機械学習手法の発展2021

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      日本磁気学会 第45回光機能磁性デバイス・材料専門研究会「AI技術の基礎と応用」
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] 多腕バンディット問題に対する生物種間競争ダイナミクスを利用した強化学習法2021

    • Author(s)
      新山 友暁, 古畑 玄貴, 内田 淳史, 成瀬 誠, 砂田 哲
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 多モード半導体レーザを用いた意思決定におけるモード制御実験2021

    • Author(s)
      岩見 龍吾, 藤島 千凡, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 電子情報通信学会 総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 半導体レーザネットワークを用いた多腕バンディット問題における意思決定2021

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 電子情報通信学会 総合大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 時空間光ダイナミクスを用いた意思決定実験2021

    • Author(s)
      森尻 健正, 武塙 賢人, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2022年 第69回応用物理学会春季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザカオスのサンプルエントロピー評価と物理乱数生成2021

    • Author(s)
      大熊 智彦, 澤山 太一, 菅野 円隆, 内田 淳史
    • Organizer
      2022年 第69回応用物理学会春季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] アラン分散による低周波不規則振動の時間構造の分析2021

    • Author(s)
      足助 尚樹, ショヴェ 二コラ, レーム アンドレ, 菅野 円隆, 内田 淳史, 堀﨑 遼一, 成瀬 誠
    • Organizer
      2022年 第69回応用物理学会春季学術講演会
    • Related Report
      2021 Annual Research Report
  • [Presentation] 半導体レーザーを用いた一方向結合リング状ネットワークによる意思決定2021

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会学術講演会第41回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 半導体レーザーのリザーバコンピューティングを用いた強化学習の提案2021

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      レーザー学会学術講演会第41回年次大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 半導体レーザーネットワークを用いた競合バンディット問題における意思決定2021

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会 第550回研究会「レーザーのカオス・ノイズダイナミクスとその応用」
    • Related Report
      2020 Annual Research Report
  • [Presentation] カオス発振するマルチモード半導体レーザーのダイナミクスと多腕バンディット問題への応用におけるスケーラビリティの調査2021

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会 第550回研究会「レーザーのカオス・ノイズダイナミクスとその応用」
    • Related Report
      2020 Annual Research Report
  • [Presentation] 複雑系フォトニクスを用いた光リザーバコンピューティングと意思決定2021

    • Author(s)
      内田 淳史
    • Organizer
      第1回 光×Computing ワークショップ
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] マルチモード半導体レーザのモード競合ダイナミクスを用いた意思決定における台数拡張性の調査2021

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 3つの半導体レーザにおける遅延カオス同期を用いた意思決定実験2021

    • Author(s)
      高林 瑞穂, 廣田 和幹, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 電気光遅延リザーバコンピューティングにおける強化学習を用いたモデル選択実験2021

    • Author(s)
      水戸 遼平, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザにおける位相ダイナミクスと高速物理乱数生成2021

    • Author(s)
      舟橋 遼, 工藤 翔太, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 光リザーバコンピューティングによる強化学習の実装2021

    • Author(s)
      菅野 円隆
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] クロージング:フォトニクスとコンピューティングの先端動向2021

    • Author(s)
      内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 電気光遅延リザーバコンピューティングにおける遅延ループ数による記憶容量と非線形性のトレードオフ2021

    • Author(s)
      齊藤 健斗, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザを用いた光ディープリザーバコンピューティングにおける層数と性能の関係調査2021

    • Author(s)
      長谷川 寛, 菅野 円隆, 内田 淳史
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] フォトニックQ学習における状態探索の解析2021

    • Author(s)
      漆原 昂, ショヴェ ニコラ, 砂田 哲, 菅野 円隆, 内田 淳史, 堀崎 遼一, 成瀬 誠
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 生物種間競争原理を利用したMAB型強化学習問題の最適解探索法2021

    • Author(s)
      新山 友暁, 古畑 玄貴, 内田 淳史, 成瀬 誠, 砂田 哲
    • Organizer
      2021年 第68回応用物理学会春季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Photonic accelerator: reservoir computing and decision making for artificial intelligence2020

    • Author(s)
      A. Uchida, K. Kanno, S. Sunada, and M. Naruse
    • Organizer
      IEEE Photonics Society Summer Topicals Meeting Series 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Reservoir computing with laser dynamics: Applications of photonic artificial intelligence2020

    • Author(s)
      A. Uchida and K. Kanno
    • Organizer
      Optics and Photonics Japan 2020, OSJ-OSA-OSK Joint Symposia on Optics
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Mode competition dynamics and decision making using a chaotic multimode semiconductor laser2020

    • Author(s)
      R. Iwami, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision making using comparison of chaotic temporal waveforms in semiconductor lasers2020

    • Author(s)
      K. Morijiri, T. Mihana, A. Oda, R. Iwami, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on spontaneous switching of leader-laggard relationship in coupled three semiconductor lasers for decision making2020

    • Author(s)
      M. Takabayashi, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision making for solving competitive multi-armed bandit problem using scalable laser network2020

    • Author(s)
      T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Memory capacity and nonlinearity in electro-optic delay-based reservoir computing2020

    • Author(s)
      K. Saito, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Architectures of photonic deep reservoir computing using a semiconductor laser with optical feedback and injection2020

    • Author(s)
      H. Hasegawa, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on adaptive model selection using reinforcement learning in electro-optic delay-based reservoir computing2020

    • Author(s)
      R. Mito, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reinforcement learning based on electro-optic delay-based reservoir computing2020

    • Author(s)
      K. Kanno and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of optical frequency dynamics in a semiconductor laser with timedelayed optical feedback2020

    • Author(s)
      R. Funabashi, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Comparison between (epsilon, tau) entropy and sample entropy in a chaotic semiconductor laser2020

    • Author(s)
      T. Okuma, Y. Kawaguchi, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2020 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Photonic reservoir computing using complex laser dynamics2020

    • Author(s)
      A. Uchida and K. Kanno
    • Organizer
      The 10th International Symposium on Photonics and Electronics Convergence (ISPEC2020)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 電気光遅延システムを用いたリザーバコンピューティングにおける非線形性と記憶容量の調査2020

    • Author(s)
      齊藤 健斗, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
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    • Author(s)
      砂田 哲, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 遅延フィードバックを有する半導体レーザを用いたディープリザーバコンピューティングの構成方法の比較2020

    • Author(s)
      長谷川 寛, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
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    • Author(s)
      漆原 昂, ショヴェ ニコラ, 河内 聡志, 砂田 哲, 菅野 円隆, 内田 淳史, 成瀬 誠
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] レーザネットワークの遅延カオス同期を用いた意思決定2020

    • Author(s)
      巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 一方向結合された3つの半導体レーザにおける遅延カオス同期実験2020

    • Author(s)
      高林 瑞穂, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] マルチモード半導体レーザのモード競合ダイナミクスを用いた意思決定性能の調査2020

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 戻り光を有する半導体レーザにおける周波数ダイナミクスの抽出2020

    • Author(s)
      舟橋 遼, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 光注入された半導体レーザカオスおけるサンプルエントロピーと (ε,τ) エントロピーの比較2020

    • Author(s)
      大熊 智彦, 川口 佑, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 電気光遅延システムのリザーバコンピューティングにおける強化学習を用いたモデル選択の実験的評価2020

    • Author(s)
      水戸 遼平, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第81回応用物理学会秋季学術講演会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 複数の半導体レーザカオス波形を用いたスケーラブルな意思決定2020

    • Author(s)
      森尻 健正, 巳鼻 孝朋, 小田 章裕, 岩見 龍吾, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年度電子情報通信学会ソサエティ大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 時間遅延リザーバコンピューティングを用いた強化学習2020

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      2020年度電子情報通信学会ソサエティ大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] 複雑系フォトニクスを用いた光人工知能:リザーバコンピューティングと意思決定への応用2020

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      第5回フォトニクスワークショップ 「光の多様性を探求する!!」
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] Decision making using classical and quantum light2020

    • Author(s)
      M. Naruse, N. Chauvet, S.Huant, S. Sunada, A. Uchida, and H. Hori
    • Organizer
      AI and Optical Data Science conference, SPIE Photonics West
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 半導体レーザを用いたリザーバーコンピューティング2020

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      日本学術振興会 先端ナノデバイス・材料テクノロジー第151委員会 令和元年度第5回研究会「リザバーコンピューティングとその物理的実装」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 一方向リングレーザーネットワークにおける遅延カオス同期と意思決定2020

    • Author(s)
      巳鼻 孝朋, 藤井 聖広, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会 第541回研究会「レーザーのカオス・ノイズダイナミクスとその応用」
    • Related Report
      2019 Annual Research Report
  • [Presentation] 戻り光を有するマルチモード半導体レーザーにおけるモード競合ダイナミクスと意思決定への応用2020

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      レーザー学会 第541回研究会「レーザーのカオス・ノイズダイナミクスとその応用」
    • Related Report
      2019 Annual Research Report
  • [Presentation] 複雑系フォトニクスに基づく光AI: 光リザーバーコンピューティングの進展2020

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 戻り光変調された半導体レーザを用いた光リザーバコンピューティングの性能評価実験2020

    • Author(s)
      アフィカ アマリナ ハヤ, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 物理乱数源としての半導体レーザカオス時系列のエントロピー評価実験2020

    • Author(s)
      川口 佑, 菅野 円隆, 内田 淳史
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 非定常な報酬確率のバンディット問題における半導体レーザカオスを用いた意思決定2020

    • Author(s)
      小田 章裕, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 綱引き理論に基づく半導体レーザネットワークを用いた意思決定2020

    • Author(s)
      巳鼻 孝朋, 藤井 聖広, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 多本腕バンディット問題における最良選択に対する複雑ダイナミクスの効果2020

    • Author(s)
      河内 聡志, 新山 友暁, 内田 淳史, 成瀬 誠, 砂田 哲
    • Organizer
      2020年 第67回応用物理学会春季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 戻り光を付加された量子ドットレーザのダイナミクス実験2020

    • Author(s)
      山崎 和人, 菅野 円隆, 松本 敦, 成瀬 誠, 山本 直克, 内田 淳史
    • Organizer
      2020年 電子情報通信学会 総合大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Decision Making by Photons2019

    • Author(s)
      M. Naruse, N. Chauvet, A. Uchida, S. Huant, and H. Hori
    • Organizer
      Conference Proceedings of the 1st International Conference on Multimedia Information Technology and Applications (MITA2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Single hybrid plasmonic structures for efficient photon pair production at the nanoscale2019

    • Author(s)
      N. Chauvet, M.Corny, G. Laurent, A. Drezet, G. Nogues, G. Dantelle, T.Gacoin, A. Uchida, H. Hori, S. Huant, G. Bachelier, and M. Naruse
    • Organizer
      10th International Conference on Metamaterials, Photonic Crystals and Plasmonics (META2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Implementation of optical feedback modulation in photonic reservoir computing2019

    • Author(s)
      A. A. Haya, C. Sugano, K. Kanno, and A. Uchida
    • Organizer
      Frontiers in Optics 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision making using lag synchronization of chaos in mutually-coupled semiconductor lasers2019

    • Author(s)
      T. Mihana, Y. Mitsui, M. Takabayashi, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Frontiers in Optics 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Parallelization in reservoir computing based on a mutually coupled electro-optic delay system2019

    • Author(s)
      K. Saito, K. Kanno, and A. Uchida
    • Organizer
      Frontiers in Optics 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experimental investigation of nonlinear dynamics and bifurcation in a quantum-dot laser with optical feedback2019

    • Author(s)
      K. Yamasaki, K. Kanno, A. Matsumoto, M. Naruse, N. Yamamoto, and A. Uchida
    • Organizer
      Frontiers in Optics 2019
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Characteristics of optical feedback modulation in delay-based photonic reservoir computing with a semiconductor laser2019

    • Author(s)
      A. A. Haya, C. Sugano, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Adaptive selection of dynamical models based on decision making in laser-based reservoir computing2019

    • Author(s)
      K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dynamical channel selection in wireless communications by multi-armed bandit algorithm using chaotic time series2019

    • Author(s)
      S. Takeuchi, M. Naruse, K. Kanno, A. Uchida, M. Jing, and M. Hasegawa
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimal complex dynamics for solving multi-armed bandit problems using chaotic time series2019

    • Author(s)
      S. Kochi, T. Niiyama, A. Uchida, M. Naruse, and S. Sunada
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Decision making for multi-armed bandit problem with variable hit probabilities using chaotic laser signals2019

    • Author(s)
      A. Oda, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Experiment on decision making using lag synchronization of chaos in mutually-coupled semiconductor lasers with time delay2019

    • Author(s)
      M. Takabayashi, Y. Mitsui, T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Laser network for lag synchronization of chaos and decision making2019

    • Author(s)
      T. Mihana, K. Kanno, M. Naruse, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of entropy rate from chaotic time series in semiconductor lasers2019

    • Author(s)
      Y. Kawaguchi, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extraction of optical frequency dynamics in a semiconductor laser with optical delayed feedback2019

    • Author(s)
      R. Funabashi, K. Kanno, and A. Uchida
    • Organizer
      Proceedings of 2019 International Symposium on Nonlinear Theory and Its Applications (NOLTA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] レーザーを用いたリザーバコンピューティングの進展とモデル選択応用2019

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      第152回微小光学研究会「AIで拡げる微小光学」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 光リザーバコンピューティングの進展とモデル選択応用2019

    • Author(s)
      菅野 円隆, 内田 淳史
    • Organizer
      光材料・応用技術研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 複雑系フォトニクスを用いたリザーバコンピューティングと高速意思決定2019

    • Author(s)
      内田 淳史
    • Organizer
      東京大学リザバーコンピューティング研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 複雑系フォトニクスに基づくリザーバコンピューティング応用2019

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      2019年度 電子情報通信学会ソサエティ大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 光注入された半導体レーザにおけるカオス時系列の(ε,τ)エントロピー評価2019

    • Author(s)
      川口 佑, 菅野 円隆, 内田 淳史
    • Organizer
      2019年度 電子情報通信学会ソサエティ大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] マルチモード半導体レーザのモード競合ダイナミクスを用いた多腕バンディット問題における意思決定2019

    • Author(s)
      岩見 龍吾, 巳鼻 孝朋, 小田 章裕, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 相互結合された半導体レーザの遅延カオス同期を用いた意思決定実験2019

    • Author(s)
      高林 瑞穂, 三井 湧方, 巳鼻 孝朋, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 戻り光半導体レーザにおける光ヘテロダイン検波を用いた周波数ダイナミクスの数値計算2019

    • Author(s)
      舟橋 遼, 菅野 円隆, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 動的当たり確率の多腕バンディット問題におけるレーザカオスを用いた意思決定方式の性能向上2019

    • Author(s)
      小田 章裕, 巳鼻 孝朋, 岩見 龍吾, 菅野 円隆, 成瀬 誠, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 遅延フィードバックを有する半導体レーザを用いたリザーバコンピューティングの遅延時間による影響2019

    • Author(s)
      長谷川 寛, 菅野 千紘, アフィカ アマリナ ハヤ, 菅野 円隆, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 量子ドットレーザを用いた戻り光によるカオス生成におけるヒステリシス現象の観測2019

    • Author(s)
      松本 敦, 赤羽 浩一, 山崎 和人, 菅野 円隆, 山本 直克, 堀 裕和, 成瀬 誠, 内田 淳史
    • Organizer
      2019年 第80回応用物理学会秋季学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 光を用いたリザーバコンピューティング2019

    • Author(s)
      内田 淳史, 菅野 円隆
    • Organizer
      日本学術振興会 光ネットワークシステム技術第171委員会 第68回研究会「光リザバーコンピューティングの研究動向と今後の展開」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 光リザーバコンピューティングの進展とモデル選択応用2019

    • Author(s)
      菅野 円隆
    • Organizer
      電子情報通信学会 光通信システム研究会 第33回光通信シンポジウム「光通信・令和の展望」
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Book] 光リザーバーコンピューティング ー原理と実装ー2024

    • Author(s)
      菅野 円隆, 内田 淳史
    • Total Pages
      258
    • Publisher
      共立出版
    • ISBN
      9784320035980
    • Related Report
      2023 Annual Research Report
  • [Book] Reservoir Computing: Theory, Physical Implementations, and Applications (Chapter 16, Performance improvement of delay-based photonic reservoir computing)2021

    • Author(s)
      K. Kanno and A. Uchida
    • Total Pages
      458
    • Publisher
      Springer Verlag
    • ISBN
      9789811316869
    • Related Report
      2021 Annual Research Report
  • [Remarks] 埼玉大学 内田淳史研究室

    • URL

      http://www.au.ics.saitama-u.ac.jp

    • Related Report
      2023 Annual Research Report 2022 Annual Research Report 2021 Annual Research Report
  • [Remarks] 埼玉大学 内田淳史研究室

    • URL

      http://www.au.ics.saitama-u.ac.jp

    • Related Report
      2020 Annual Research Report 2019 Annual Research Report

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Published: 2019-04-18   Modified: 2025-01-30  

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