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Design of Robust Speech Recognition System and Development of its Energy Harvesting System

Research Project

Project/Area Number 18H03212
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 60040:Computer system-related
Research InstitutionChitose Institute of Science and Technology (2020-2022)
Hokkaido University (2018-2019)

Principal Investigator

Miyanaga Yoshikazu  公立千歳科学技術大学, 理工学部, 教授 (20166185)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥16,900,000 (Direct Cost: ¥13,000,000、Indirect Cost: ¥3,900,000)
Fiscal Year 2021: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2020: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2019: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Keywords音声認識システム / 音声情報処理 / エナジーハーベスト / 低消費電力技術 / 雑音ロバスト / ディジタル信号処理 / ハードウェア・ソフトウェア協調設計 / 回路とシステム / 音声認識 / ハードウエア・ソフトウエア協調設計 / LSI設計 / LSI設計
Outline of Final Research Achievements

In this study, a new and novel speech recognition system has been developed. It is suitable for noisy circumstances and sustainability environment. The developed system has been evaluated under several real noisy circumstances and thus it is realized into an autonomous robot for actual application. In the first step, a new automatic speech recognition system with high performance noise robust has been designed and developed. The expected noise SNR is lower than 10 dB. In order to apply this system into severe noise conditions, noise reduction over the running spectrum domain and psychoacoustic processing have been introduced. At the same time, the system is also considered to be suitable for the sustainability environment. In order words, the low power consumption system design, i.e., the software and hardware co-design method, has been applied to the proposed system and it may be useful for the system with energy harvesting mechanism.

Academic Significance and Societal Importance of the Research Achievements

人工知能の導入により、静かな環境や接話マイクを利用した音声認識は実用化レベルに達している。一方で、ロボットなどとの会話や、屋外などの騒音が気になる環境における音声認識の性能は十分ではなく、雑音環境にロバストな本研究成果が与える社会的意義は大きい。また、エネルギーハーべスティング技術も考慮したシステム設計は、ゼロカーボンを目指すすべての社会において重要な研究テーマであり、学術的意義も大きい。

Report

(5 results)
  • 2022 Final Research Report ( PDF )
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (53 results)

All 2023 2021 2020 2019 2018 Other

All Int'l Joint Research (5 results) Journal Article (33 results) (of which Int'l Joint Research: 16 results,  Peer Reviewed: 33 results,  Open Access: 7 results) Presentation (13 results) (of which Int'l Joint Research: 9 results,  Invited: 9 results) Remarks (2 results)

  • [Int'l Joint Research] Chulalongkon Univeristy/Faculty of ENgineering(タイ)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] KMUTT/Faculty of Engineering(タイ)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Gadjah Mada University/Faculty of Engineering(インドネシア)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Chulalongkorn University/Faculty of Engineering(タイ)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Gadjah Mada University/Faculty of ENgineering(インドネシア)

    • Related Report
      2019 Annual Research Report
  • [Journal Article] Efficient Dynamic Distributed Resource Slicing in 6G Multi-Access Edge Computing Networks with Online ADMM and Message Passing Graph Neural Networks2023

    • Author(s)
      Asheralieva Alia、Niyato Dusit、Yoshikazu Miyanaga
    • Journal Title

      IEEE Transactions on Mobile Computing

      Volume: 1 Issue: 4 Pages: 1-18

    • DOI

      10.1109/tmc.2023.3262514

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Learning-Based Rate Control for High Efficiency Video Coding2023

    • Author(s)
      Chen Sovann、Aramvith Supavadee、Yoshikazu Miyanaga
    • Journal Title

      Sensors

      Volume: 23 Issue: 7 Pages: 3607-3607

    • DOI

      10.3390/s23073607

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Scream Enhancement Using Wave-U-Net2021

    • Author(s)
      Riku Kasai, Noboru Hayasaka, Takuya Futagami, and Yoshikazu Miyanaga
    • Journal Title

      IEICE Proceeding Series

      Volume: 66 Pages: 5-8

    • DOI

      10.34385/proc.66.SS1-2

    • NAID

      230000012788

    • ISSN
      2188-5079
    • Year and Date
      2021-09-20
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Agricultural Year-Round Planning Model for Market-oriented Farms2021

    • Author(s)
      Chaiwongsai J.、Boonthep N.、Miyanaga Y.、Cheosuwan T.、Innawong B.
    • Journal Title

      Proceedings of The 6th International Conf, DAMT and ECTI NCON

      Volume: 1 Pages: 18-21

    • DOI

      10.1109/ectidamtncon51128.2021.9425758

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] WiFi Fingerprint Based Indoor Positioning Systems Using Estimated Reference Locations2020

    • Author(s)
      AUNG Myat Hsu、TSUTSUI Hiroshi、MIYANAGA Yoshikazu
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E103.A Issue: 12 Pages: 1483-1493

    • DOI

      10.1587/transfun.2020SMP0024

    • NAID

      130007948323

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2020-12-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discrete Wavelet Denoising into MFCC for Noise Suppressive in Automatic Speech Recognition System2020

    • Author(s)
      Naing Hay、Gadjah Mada University、Hidayat Risanuri、Hartanto Rudy、Miyanaga Yoshikazu、Gadjah Mada University、Gadjah Mada University、Hokkaido University
    • Journal Title

      International Journal of Intelligent Engineering and Systems

      Volume: 13 Issue: 2 Pages: 74-82

    • DOI

      10.22266/ijies2020.0430.08

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Robot Speech Recognition of Child Isolated Words2020

    • Author(s)
      Yoshikazu Miyanaga, Yu Tian, Hiroshi Tsutsui
    • Journal Title

      Proceedings of International STEM Education Conference, IEEE

      Volume: 1

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Front-End Technique for Automatic Noisy Speech Recognition2020

    • Author(s)
      Naing Hay Mar Soe、Hidayat Risanuri、Hartanto Rudy、Miyanaga Yoshikazu
    • Journal Title

      Proceedings of 2020 23rd Conference of the Oriental COCOSDA International Committee

      Volume: 1 Pages: 49-54

    • DOI

      10.1109/o-cocosda50338.2020.9295006

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Using Double-Density Dual Tree Wavelet Transform into MFCC for Noisy Speech Recognition2020

    • Author(s)
      Soe Naing Hay Mar、Hidayat Risanuri、Hartanto Rudy、Miyanaga Yoshikazu
    • Journal Title

      Proceedings of 2020 12th International Conference on Information Technology and Electrical Engineering (ICITEE), IEEE

      Volume: 1 Pages: 302-306

    • DOI

      10.1109/icitee49829.2020.9271737

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Metamaterial-Inspired Quad-Band Notch Filter for LTE Band Receivers and WPT Applications2020

    • Author(s)
      Keshavarz R.、Miyanaga Y.、Yamamoto M.、Hikage T.、Shariati N.
    • Journal Title

      Proceedings of URSI GASS 2020

      Volume: 13

    • DOI

      10.23919/ursigass49373.2020.9232331

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Architecture for Real-Time Retinex-Based Image Enhancement and Haze Removal and Its FPGA Implementation2019

    • Author(s)
      Dabwitso Kasauka, Kenta Sugiyama, Hiroshi Tsutsui, Hiroyuki Okuhata, Yoshikazu Miyanaga
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E102.A Issue: 6 Pages: 775-782

    • DOI

      10.1587/transfun.E102.A.775

    • NAID

      130007657106

    • ISSN
      0916-8508, 1745-1337
    • Year and Date
      2019-06-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Psychoacoustical Masking Effect-Based Feature Extraction for Robust Speech Recognition2019

    • Author(s)
      Hay Mar Soe Naing, Risanuri Hidayat, Bondhan Winduratna, Yoshikazu Miyanaga
    • Journal Title

      International Journal of Innovative Computing, Information and Control

      Volume: 15 Issue: 05 Pages: 1641

    • DOI

      10.24507/ijicic.15.05.1641

    • ISSN
      1349-4198
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Hierarchical-P Reference Picture Selection Based Error Resilient Video Coding Framework for High Efficiency Video Coding Transmission Applications2019

    • Author(s)
      Htoo Maung Maung, Supavadee Aramvith, Yoshikazu Miyanaga
    • Journal Title

      Electronics

      Volume: 8, 3 Issue: 3 Pages: 310-319

    • DOI

      10.3390/electronics8030310

    • NAID

      120006633285

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fast Coding Unit Encoding Scheme for HEVC Using Genetic Algorithm2019

    • Author(s)
      Ei Ei Tun, Supavadee Aramvith, Yoshikazu Miyanaga
    • Journal Title

      IEEE Access

      Volume: 7 Pages: 68010-68021

    • DOI

      10.1109/access.2019.2918508

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Evaluation of Stack Light Indicator Color Detection System Using Web Cameras for Automatic Production Lines2019

    • Author(s)
      Hiroshi Tsutsui, Kentaro Yamada, Akihiro Sudou, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: 1 Pages: 1423-1426

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Voice Activity Detection Using Running Spectrum Analysis for Noise Robust Speech Recognition2019

    • Author(s)
      Riku Takanashi, Tatsuya Nakagoshi, Noboru Hayasaka, Yoshikazu Miyanaga, Hiroshi Tsutsui
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust Isolated Speech Recognition for Keyword Detection System Using Hidden Markov Model2019

    • Author(s)
      Jiayue Tang, Yu Tian, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Filterbank Analysis of MFCC Feature Extraction in Robust Children Speech Recognition2019

    • Author(s)
      Hay Mar Soe Naing, Yoshikazu Miyanaga, Risanuri Hidayat, Bondhan Winduratna
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Encoder Control Enhancement in HEVC Based on R-Lambda Coefficient Distribution2019

    • Author(s)
      Sovann Chen, Supavadee Aramvith, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Improvement on Children Speech Recognition under Low Signal-to-Noise Ratio Environment2019

    • Author(s)
      Yu Tian, Jiayue Tang, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Construction and Management of Fingerprint Database with Estimated Reference Locations for WiFi Indoor Positioning Systems2019

    • Author(s)
      Myat Hsu Aung, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of the 23rd Multi-conference on Systemics, Cybernetics and Informatics

      Volume: 2 Pages: 7-10

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Fast CU Depth Estimation Algorithm for HEVC Inter Coding2019

    • Author(s)
      Ei Ei Tun, Supavadee Aramvith, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of 2019 IEEE International Conference on Consumer Electronics - Asia

      Volume: 1 Pages: 120-121

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Psychoacoustical Masking Effect based Feature Extraction for Robust Speech Recognition2019

    • Author(s)
      Hay Mar Soe Naing, Risanuri Hidayat, Bondhan Winduratna and Yoshikazu Miyanaga
    • Journal Title

      International Journal of Innovative Computing, Information and Control (IJICIC)

      Volume: 印刷中

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An Architecture for Real-time Retinex-based Image Enhancement and Haze Removal and its FPGA Implementation2019

    • Author(s)
      Dabwitso KASAUKA, Kenta SUGIYAMA, Hiroshi TSUTSUI, Hiroyuki OKUHATA, Yoshikazu MIYANAGA
    • Journal Title

      IEICE TRANS. FUNDAMENTALS

      Volume: E102-A

    • NAID

      130007657106

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of High Performance RF Modules Used in Real-time FHD Video Communication over 8x8 MIMO-OFDM System2018

    • Author(s)
      Yoshikazu MIYANAGA, Hiroshi TSUTSUI, Junji YAMANO, Masaki MIURA, Tohru GOTOH, Takashi IMAGAWA
    • Journal Title

      Proceedings of 2018 International Symposium on Intelligent Signal Processing and Communication System, IEEE

      Volume: 1

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of Real-time FHD Loss-Less Video Communication over an 8x8 MIMO-OFDM System2018

    • Author(s)
      Yoshikazu MIYANAGA, Hiroshi TSUTSUI, Junji YAMANO, Masaki MIURA, Tohru GOTOH, Takashi IMAGAWA
    • Journal Title

      Proceedings of Asia-Pacific Signal and Information Processing Association Annual Summit and Conference 2018

      Volume: 1

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Evaluation of Keyword Detection Using ACF of Pitch for Robust Speech Recognition2018

    • Author(s)
      Jiayue Tang, Yu Tian, Xiaonan Jiang, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Communications and Information Technologies, IEEE

      Volume: 1 Pages: 96-100

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accuracy on Children's Speech Recognition under Noisy Circumstances2018

    • Author(s)
      Yu Tian, Jiayue Tang, Xiaonan Jiang, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Communications and Information Technologies, IEEE

      Volume: 1 Pages: 101-104

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust Children Isolated Speech Recognition System Using RSA and RSF2018

    • Author(s)
      Yu Tian, Jiayue Tang, Xiaonan Jiang, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1 Pages: 113-116

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Keyword Detection Using F0-VAD in Robust Isolated Phase Recognition System2018

    • Author(s)
      Jiayue Tang, Yu Tian, Xiaonan Jiang, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1 Pages: 121-124

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Evaluation of Entropy Coding Approaches in Block-Based Adaptive Lossless Image Coding Method for Embedded Systems2018

    • Author(s)
      Yunako Katagishi, So Tsuyuguchi, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Symposium on Multimedia and Communication Technology

      Volume: 1 Pages: 125-128

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feature Reduction on Fuzzy SVM-Based Coding Unit Decision in HEVC2018

    • Author(s)
      Ei Ei Tun, Supavadee Aramvith, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Conference on Engineering, Applied Sciences and Technology, IEEE

      Volume: 1 Pages: 999-1002

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Comparison of Three Auditory Frequency Scales in Feature Extraction on Myanmar Digits Recognition2018

    • Author(s)
      Hay Mar Soe Naing, Risanuri Hidayat, Bondhan Winduratna, Yoshikazu Miyanaga
    • Journal Title

      Proceedings of International Conference on Information Technology and Electrical Engineering

      Volume: 1 Pages: 254-259

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Psychoacoustic Techniques for Noise-Robust Speech Recognition2021

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      The 11th Conference on Speech Technology and Human-Computer Dialogue
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Psychoacoustic Processing in DNN-HMM based Speech Recognition2021

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      2021 Regional Conference in EEE
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Psychoacoustic Masking Effect for Robust Speech Communication Robot2020

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      the 7th IEEE International Conference on Consumer Electronics Taiwan 2020
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Topic High-Quality Video Wireless Communication for Multi-Media IoT2020

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      The 12th International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment and Management
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Psycho-acoustic Masking Effect for Robust Speech Communication Robot2019

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      International Conference on Humanoid, Nanotechnology, Information Technology, Communication and Control, Environment, and Management
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Autonomous ROBOT System with Psycho-acoustic Masking Speech Recognition2019

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      Regional Conference on Computer Information and Engineering
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Psychoacoustic Masking Effect for Noise Robust Speech Recognition Robot2019

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      2019 14-th International Symposium on Signals, Circuits, and Systems, IEEE
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Noise Robust Speech Recognition Robot with Psychoacoustic Effect2019

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      2019 IEEE International Conference on Consumer Electronics - Asia
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 雑音にロバストな音声認識システムのためのランニングスペクトル分析を用いた自動音声区間検出2019

    • Author(s)
      中越達也,早坂 昇,筒井 弘,宮永喜一
    • Organizer
      2019年電子情報通信学会総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 製造ラインにおける状態報告ランプのWebカメラを用いた色判定システムの実験的評価2019

    • Author(s)
      山田健太郎,筒井 弘,須藤彰紘,宮永喜一
    • Organizer
      2019年電子情報通信学会総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Noise Robust Speech Recognition for AI-ROBOT2018

    • Author(s)
      Yoshikazu Miyanaga
    • Organizer
      International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 並列度可変なMin-Sum LDPC復号器とそのメモリバンクアクセススケジューリング手法2018

    • Author(s)
      渡辺 大詩, 筒井 弘, 今川 隆司, 宮永 喜一
    • Organizer
      電子情報通信学会 信学技報
    • Related Report
      2018 Annual Research Report
  • [Presentation] Rejection criterion for keyword recognition system2018

    • Author(s)
      Xiaonan Jiang, Tatsuya Nakagoshi, Jiayue Tang, Riku Takanashi, Yu Tian, Hiroshi Tsutsui, Yoshikazu Miyanaga
    • Organizer
      IEICE Technical Report
    • Related Report
      2018 Annual Research Report
  • [Remarks] 北海道大学 大学院情報科学研究院 メディアネットワーク部門 情報通信ネットワーク研究室

    • URL

      https://csw.ist.hokudai.ac.jp/

    • Related Report
      2021 Annual Research Report 2020 Annual Research Report
  • [Remarks] 北海道大学情報科学研究院情報科学専攻メディアネットワークコース情報通信ネットワーク研究室

    • URL

      https://csw.ist.hokudai.ac.jp/

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report

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Published: 2018-04-23   Modified: 2024-01-30  

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