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A Brain-Like Computer for Embedded Systems and Its Application to Home Robots

Research Project

Project/Area Number 17H01798
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Soft computing
Research InstitutionKyushu Institute of Technology

Principal Investigator

TAMUKOH HAKARU  九州工業大学, 大学院生命体工学研究科, 准教授 (90432955)

Co-Investigator(Kenkyū-buntansha) 森江 隆  九州工業大学, 大学院生命体工学研究科, 教授 (20294530)
末竹 規哲  山口大学, 大学院創成科学研究科, 教授 (80334051)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2019: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2018: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2017: ¥8,060,000 (Direct Cost: ¥6,200,000、Indirect Cost: ¥1,860,000)
Keywords脳型計算機 / Deep Learning / FPGA / ディジタルハードウェア / ロボットミドルウェア / ROS / RoboCup / ホームロボット / 論理回路 / 深層学習 / Robot Operating System / ソフトコンピューティング / ニューラルネットワーク
Outline of Final Research Achievements

This research project aims to realize an embedded brain-like computer system. Toward the brain-like computer, we proposed various hardware-oriented neural networks and their digital hardware architectures, a ROS-FPGA that enables easy access to FPGA internal intelligent circuits from the robot operating system space, and a semi-automatic dataset generation method for training object recognition systems. We integrated these functions into a home service robot for RoboCup and WRS competitions and won the world championship third times.

Academic Significance and Societal Importance of the Research Achievements

本研究成果は,ホームロボットへの応用を軸に,組込指向脳型計算機の方向性を示したものである.本成果を活用したホームロボットが世界大会3連覇を達成していることから,その有効性は極めて高く,我が国が得意とする組込みシステムや自動車・ロボット分野へ大きな波及効果が見込め,その社会的意義は大きい.また,分野横断研究の成果として複数領域からの受賞を果たしている.従来の学問体系では成し得ない研究成果が得られており,高い学術的意義を示すことが出来た.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (95 results)

All 2020 2019 2018 2017 Other

All Int'l Joint Research (3 results) Journal Article (30 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 30 results,  Open Access: 5 results) Presentation (59 results) (of which Int'l Joint Research: 18 results,  Invited: 11 results) Book (1 results) Remarks (2 results)

  • [Int'l Joint Research] Universiti Putra Malaysia(マレーシア)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] Technical University of Catalunya(スペイン)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Unitec Institute of Technology(ニュージーランド)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Semi-Automatic Dataset Generation for Object Detection and Recognition and its Evaluation on Domestic Service Robots2020

    • Author(s)
      Ishida Yutaro, Tamukoh Hakaru
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 32 Issue: 1 Pages: 245-253

    • DOI

      10.20965/jrm.2020.p0245

    • NAID

      130007800559

    • ISSN
      0915-3942, 1883-8049
    • Year and Date
      2020-02-20
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Acceleration of training dataset generation by 3D scanning of objects2020

    • Author(s)
      Abe Yushi, Ishida Yutaro, Ono Tomohiro, Tamukoh Hakaru
    • Journal Title

      Proceedings of International Conference on Artificial Life and Robotics

      Volume: 25 Pages: 197-200

    • DOI

      10.5954/ICAROB.2020.OS20-4

    • ISSN
      2188-7829
    • Year and Date
      2020-01-13
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Fast Pick-and-Place Method for Home Service Robots using 3D point clouds2020

    • Author(s)
      Ono Tomohiro, Tamukoh Hakaru
    • Journal Title

      Proceedings of International Conference on Artificial Life and Robotics

      Volume: 25 Pages: 195-196

    • DOI

      10.5954/ICAROB.2020.OS20-3

    • ISSN
      2188-7829
    • Year and Date
      2020-01-13
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Network with Sub-Networks2020

    • Author(s)
      Fuengfusin Ninnart, Tamukoh Hakaru
    • Journal Title

      Proceedings of International Conference on Artificial Life and Robotics

      Volume: 25 Pages: 191-194

    • DOI

      10.5954/ICAROB.2020.OS20-2

    • ISSN
      2188-7829
    • Year and Date
      2020-01-13
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A hardware intelligent processing accelerator for domestic service robots2020

    • Author(s)
      Ishida Yutaro, Morie Takashi, Tamukoh Hakaru
    • Journal Title

      Advanced Robotics

      Volume: - Issue: 14 Pages: 1-11

    • DOI

      10.1080/01691864.2020.1769726

    • NAID

      120007041719

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Training Autoencoder using Three Different Reversed Color Models for Anomaly Detection2020

    • Author(s)
      Al aama Obada、Tamukoh Hakaru
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 7 Issue: 1 Pages: 35-40

    • DOI

      10.2991/jrnal.k.200512.008

    • NAID

      120007035847

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Hardware-Oriented Echo State Network and its FPGA Implementation2020

    • Author(s)
      Honda Kentaro, Tamukoh Hakaru
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 7 Issue: 1 Pages: 58-62

    • DOI

      10.2991/jrnal.k.200512.012

    • NAID

      120007035846

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Construction and verification of person tracking system in autonomous robot for education2020

    • Author(s)
      Ryogo Miyazaki, Hakaru Tamukoh
    • Journal Title

      Proc. of Asia Pacific Conference on Robot IoT System Development and Platform 2019 (APRIS2019)

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High-Speed Synchronization of Pulse-Coupled Phase Oscillators on Multi-FPGA2019

    • Author(s)
      Pramanta Dinda, Tamukoh Hakaru
    • Journal Title

      In: Gedeon T., Wong K., Lee M. (eds) Neural Information Processing. ICONIP 2019. Communications in Computer and Information Science

      Volume: 1143 Pages: 318-329

    • DOI

      10.1007/978-3-030-36802-9_34

    • ISBN
      9783030368012, 9783030368029
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High-Level Synthesis System to Integrate SoC and ROS2019

    • Author(s)
      Yutaro Ishida, Hakaru Tamukoh
    • Journal Title

      Proc. of Asia Pacific Conference on Robot IoT System Development and Platform 2019 (APRIS2019)

      Volume: -

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] FPGA-enabled Binarized Convolutional Neural Networks toward Real-time Embedded Object Recognition System for Service Robots2019

    • Author(s)
      Yoshimoto Yuma, Shuto Daisuke, Tamukoh Hakaru
    • Journal Title

      Proc. of 2019 IEEE International Circuits and Systems Symposium (ICSyS)

      Volume: - Pages: 1-5

    • DOI

      10.1109/icsys47076.2019.8982469

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Quick Data Generation Method for Training Object Detection Algorithms in Home Environments2019

    • Author(s)
      Yuma Yoshimoto, Muhammad Farhan Mustafa, Wan Zuha Wan Hasan, Hakaru Tamukoh
    • Journal Title

      Proc. of 2019 International Workshop on Smart Info-Media Systems in Asia (SISA2019)

      Volume: - Pages: 7-10

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Hardware Implementation of Brain-Inspired Amygdala Model2019

    • Author(s)
      Tanaka Yuichiro, Tamukoh Hakaru
    • Journal Title

      Proc. of 2019 IEEE International Symposium on Circuits and Systems (ISCAS)

      Volume: - Pages: 1-5

    • DOI

      10.1109/iscas.2019.8702430

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Live Demonstration: A VLSI Implementation of Time-Domain Analog Weighted-Sum Calculation Model for Intelligent Processing on Robots2019

    • Author(s)
      Yamaguchi Masatoshi, Iwamoto Gouki, Abe Yushi, Tanaka Yuichiro, Ishida Yutaro, Tamukoh Hakaru, Morie Takashi
    • Journal Title

      Proc. of 2019 IEEE International Symposium on Circuits and Systems (ISCAS)

      Volume: - Pages: 1-1

    • DOI

      10.1109/iscas.2019.8702222

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Live Demonstration: Hardware Implementation of Brain-Inspired Amygdala Model2019

    • Author(s)
      Tanaka Yuichiro, Tamukoh Hakaru
    • Journal Title

      Proc. of 2019 IEEE International Symposium on Circuits and Systems (ISCAS)

      Volume: - Pages: 1-1

    • DOI

      10.1109/iscas.2019.8702213

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modified hierarchical k-nearest neighbor method with application to land-cover classification2019

    • Author(s)
      Hayashi Tatsuya, Tamukoh Hakaru, Kubota Ryosuke
    • Journal Title

      Proc. SPIE 11049, International Workshop on Advanced Image Technology (IWAIT) 2019

      Volume: - Pages: 52-52

    • DOI

      10.1117/12.2521356

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A hardware implementation of Craik-O’Brien effect-based contrast improvement for dichromats2019

    • Author(s)
      Ono Tomohiro、Kubota Ryosuke、Suetake Noriaki、Tamukoh Hakaru
    • Journal Title

      Proc. SPIE 11049, International Workshop on Advanced Image Technology (IWAIT) 2019

      Volume: - Pages: 47-47

    • DOI

      10.1117/12.2521580

    • NAID

      40021713724

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Shared Synapse Architecture for Efficient FPGA Implementation of Autoencoders2018

    • Author(s)
      Suzuki, T. Morie, and H. Tamukoh
    • Journal Title

      PLoA ONE

      Volume: 13 Issue: 3 Pages: e0194049-e0194049

    • DOI

      10.1371/journal.pone.0194049

    • NAID

      120007035848

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Alternative Dropout for Hardware Implementation in Recurrent Neural Networks2018

    • Author(s)
      Yoeng Jye Yeoh, Hakaru Tamukoh
    • Journal Title

      Proc. of 2018 International Workshop on Smart Info-Media Systems in Asia (SISA2018)

      Volume: -

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reverse Reconstruction of Anomaly Input Using Autoencoders2018

    • Author(s)
      Akihiro Suzuki, Hakaru Tamukoh
    • Journal Title

      Proc. of 2018 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS2018)

      Volume: -

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of digital hardware of deep self-organizing map network2018

    • Author(s)
      Yuichiro Tanaka, Hakaru Tamukoh
    • Journal Title

      Proc. of Asia Pacific Conference on Robot IoT System Development and Platform 2018 (APRIS2018)

      Volume: -

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Live Demonstration: A Hardware Accelerated Robot Middleware Package for Intelligent Processing on Robots2018

    • Author(s)
      Ishida Yutaro, Morie Takashi, Tamukoh Hakaru
    • Journal Title

      Proc. of IEEE International Symposium on Circuits and Systems (ISCAS2018)

      Volume: - Pages: 1-1

    • DOI

      10.1109/iscas.2018.8351837

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Hardware Accelerated Robot Middleware Package for Intelligent Processing on Robots2018

    • Author(s)
      Ishida Yutaro, Morie Takashi, Tamukoh Hakaru
    • Journal Title

      Proc. of IEEE International Symposium on Circuits and Systems (ISCAS2018)

      Volume: - Pages: 1-5

    • DOI

      10.1109/iscas.2018.8351722

    • NAID

      120006694238

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mixed Precision Weight Networks: Training Neural Networks with Varied Precision Weights2018

    • Author(s)
      Fuengfusin Ninnart, Tamukoh Hakaru
    • Journal Title

      Neural Information Processing - 25th International Conference on Neural Information Processing (ICONIP2018), Lecture Notes in Computer Science

      Volume: 11302 Pages: 614-623

    • DOI

      10.1007/978-3-030-04179-3_54

    • ISBN
      9783030041786, 9783030041793
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Synchronization of Pulse-Coupled Phase Oscillators over Multi-FPGA Communication Links2017

    • Author(s)
      Dinda Pramanta, Takashi Morie, Hakaru Tamukoh
    • Journal Title

      Journal of Robotics, Networking and Artificial Life

      Volume: 4 Pages: 91-96

    • NAID

      120007035858

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Hardware-Oriented Dropout Algorithm for Efficient FPGA Implementation2017

    • Author(s)
      Yeoh Yoeng Jye、Morie Takashi、Tamukoh Hakaru
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 10639 Pages: 821-829

    • DOI

      10.1007/978-3-319-70136-3_87

    • ISBN
      9783319701356, 9783319701363
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hardware implementation of Deep Self-Organizing Map Networks2017

    • Author(s)
      Yuichiro Tanaka and Hakaru Tamukoh
    • Journal Title

      6th International Conference on Artificial Neural Networks (ICANN2017), Lecture Notes in Computer Science

      Volume: 10613 Pages: 439-441

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Implementation of a Spiking Neural Network Using Digital Spiking Silicon Neuron Model on a SIMD Processor2017

    • Author(s)
      Sansei Hori, Mireya Zapata, Jordi Madrenas, Takashi Morie and Hakaru Tamukoh
    • Journal Title

      26th International Conference on Artificial Neural Networks (ICANN2017), Lecture Notes in Computer Science

      Volume: 10613 Pages: 437-438

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Robust Boat Detection System using HSV Adaptive Background Modeling and Multiresolution Co-occurrence Histograms of Oriented Gradients2017

    • Author(s)
      Daisuke Shuto, Kouji Okumura, Naoki Matsubara, Shaoning Pang, Hakaru Tamukoh and Abdolhossein Sarrafzadeh
    • Journal Title

      Proc. of Int. Workshop on Smart Info-Media Systems in Asia (SISA2017)

      Volume: - Pages: 128-132

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Evaluation of Hardware Oriented MRCoHOG using Logic Simulation2017

    • Author(s)
      Yamasaki Yuta, Ooe Shiryu, Suzuki Akihiro, Kuno Kazuhiro, Yamada Hideo, Enokida Shuichi, Tamukoh Hakaru
    • Journal Title

      Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications

      Volume: 5 Pages: 341-345

    • DOI

      10.5220/0006165803410345

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] ホームサービスロボットの脳型人工知能のための回路とシステム2019

    • Author(s)
      田向 権
    • Organizer
      電子情報通信学会回路とシステム研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 生活支援ロボットのための組込み脳型人工知能2019

    • Author(s)
      田向 権
    • Organizer
      令和元年度QBPワークショップ
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Hardware Accelerators for Brain-Like Artificial Intelligence on Home Service Robots2019

    • Author(s)
      Hakaru Tamukoh
    • Organizer
      2019 4th IEEE International Circuits and Systems Symposium (ICSyS 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] RoboCupとWRS:世界大会3連覇を達成ホームロボットの組込み画像認識2019

    • Author(s)
      田向 権
    • Organizer
      NVIDIA JETSON Meet-up #13
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] ホームサービスロボットにおける物体把持のための把持点推定2019

    • Author(s)
      小野 智寛,石田 裕太郎,阿部 佑志,田向 権
    • Organizer
      第9回インテリジェントホームロボティクス研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] モデル予測制御のためのハードウェア指向Neural Network2019

    • Author(s)
      本田 健太郎,岩谷 直樹,田中 勇気,堀口 辰也,中村 敏明,田向 権
    • Organizer
      第37回日本ロボット学会学術講演会(RSJ)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 物体の3Dスキャンによるホームサービスロボット向け学習データセット作製の高速化2019

    • Author(s)
      阿部 佑志,石田 裕太郎,小野 智寛,田向 権
    • Organizer
      第37回日本ロボット学会学術講演会(RSJ)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Pigeon-Inspired Optimizationのハードウェア指向化2019

    • Author(s)
      林 達冶,本田 健太郎,田中 勇気,堀口 辰也,中村 敏明,田向 権
    • Organizer
      第37回日本ロボット学会学術講演会(RSJ)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 画像認識システムのFPGA実装に向けた回路資源の有効利用に関する検討2019

    • Author(s)
      中村 勇吾,長嶺 佑哉,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2019in福岡
    • Related Report
      2019 Annual Research Report
  • [Presentation] ホームサービスロボットにおける触覚情報を用いた物体認識2019

    • Author(s)
      金岡 大樹,石田 裕太郎,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2019in福岡
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習を用いたモデル予測制御のFPGA実装2019

    • Author(s)
      德野 将士,本田 健太郎,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2019in福岡
    • Related Report
      2019 Annual Research Report
  • [Presentation] 中間層に余剰ニューロンを持った自己符号化器2019

    • Author(s)
      鈴木 章央,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2019 Annual Research Report
  • [Presentation] ニューラルネットワークのハードウェア実装に向けた乱数生成手法の提案と検証2019

    • Author(s)
      堀 三晟,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 社会実装を目指したホームサービスロボットの研究開発2019

    • Author(s)
      小野 智寛,堀 三晟,石田 裕太郎,田中 悠一朗,吉元 裕真,阿部 佑志,武藤 冬樹,椛島 康平,福宿 将士,坂田 拓馬,吉井 拓巳,上村 大地,金丸 和樹,中村 健太郎,西村 雄太,森江 隆,田向 権
    • Organizer
      ロボティクス・メカトロニクス講演会2019 in Hiroshima
    • Related Report
      2019 Annual Research Report
  • [Presentation] 補色で再構成するAutoencoder2019

    • Author(s)
      鈴木 章央,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2019 Annual Research Report
  • [Presentation] Alternative Dropout for Hardware Implementation in Recurrent Neural Networks2018

    • Author(s)
      Yoeng Jye Yeoh, Hakaru Tamukoh
    • Organizer
      2018 International Workshop on Smart Info-Media Systems in Asia (SISA2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Object Recognition System using Deep Learning with Depth Images for Service Robots2018

    • Author(s)
      Yuma Yoshimoto, Hakaru Tamukoh
    • Organizer
      2018 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Reverse Reconstruction of Anomaly Input Using Autoencoders2018

    • Author(s)
      Akihiro Suzuki, Hakaru Tamukoh
    • Organizer
      2018 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Application of digital hardware of deep self-organizing map network2018

    • Author(s)
      Yuichiro Tanaka, Hakaru Tamukoh
    • Organizer
      Asia Pacific Conference on Robot IoT System Development and Platform 2018 (APRIS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Live Demonstration: A Hardware Accelerated Robot Middleware Package for Intelligent Processing on Robots2018

    • Author(s)
      Yutaro Ishida, Takashi Morie, Hakaru Tamukoh
    • Organizer
      IEEE International Symposium on Circuits and Systems (ISCAS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Hardware Accelerated Robot Middleware Package for Intelligent Processing on Robots2018

    • Author(s)
      Yutaro Ishida, Takashi Morie, Hakaru Tamukoh
    • Organizer
      IEEE International Symposium on Circuits and Systems (ISCAS2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Depth画像を用いたハードウェア指向一般物体認識ニューラルネットワーク2018

    • Author(s)
      吉元 裕真,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2018 Annual Research Report
  • [Presentation] 二色覚のコントラスト改善を目的としたクレイク・オブライエン効果のハードウェア実装に関する研究2018

    • Author(s)
      小野 智寛,久保田 良輔,末竹 規哲,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2018 Annual Research Report
  • [Presentation] ヒューマンロボットインタラクションを通じて人の好みを学習する扁桃体モデルの実装2018

    • Author(s)
      田中 悠一朗,田向 権
    • Organizer
      第36回日本ロボット学会学術講演会(RSJ)
    • Related Report
      2018 Annual Research Report
  • [Presentation] モデルの生成に深層学習を用いたFPGA モデル予測制御システム2018

    • Author(s)
      林 達冶,本田健太郎,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 高精度な人物検出システムのFPGA実装にむけて2018

    • Author(s)
      長嶺 佑哉,吉弘 憲大,榎田 修一,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 自律走行ロボットにおける人物追跡システムの構築と検証2018

    • Author(s)
      宮﨑 椋瑚,Merve Eksiler,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] ハードウェア指向MRCoHOG特徴量とBinarized Neural Networkを用いた画像認識2018

    • Author(s)
      阿部 佑志,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 競技会活動を通じたホームサービスロボットの研究開発2018

    • Author(s)
      吉元 裕真, 堀 三晟, 石田 裕太郎, 木山 雄太, 黒田 裕貴, 田中 悠一朗, 久野 昌隆, 藤田 啓斗, 新谷 嘉也, 岩元 剛毅, 橋本 康平, 森江 隆, 田向 権
    • Organizer
      ROBOMECH
    • Related Report
      2018 Annual Research Report
  • [Presentation] 制御問題への適用に向けた組み込みDeep Neural Networks2018

    • Author(s)
      本田 健太郎,田向 権
    • Organizer
      電子情報通信学会2018総合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 高速化・省電力化が期待されるロボットの知的処理2018

    • Author(s)
      田向 権,西田 健,石田 裕太郎
    • Organizer
      電子情報通信学会リコンフィギャラブルシステム研究会(RECONF)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 家庭用サービスロボットへの適用に向けた脳型知能集積回路の開発2018

    • Author(s)
      森江 隆, 田向 権
    • Organizer
      第31回回路とシステムワークショップ
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] A Hardware Oriented Dropout Algorithm for Efficient FPGA Implementation2017

    • Author(s)
      Yoeng Jye Yeoh, Takashi Morie and Hakaru Tamukoh
    • Organizer
      24th International Conference on Neural Information Processing (ICONIP2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hardware implementation of Deep Self-Organizing Map Networks2017

    • Author(s)
      Yuichiro Tanaka and Hakaru Tamukoh
    • Organizer
      26th International Conference on Artificial Neural Networks (ICANN2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Implementation of a Spiking Neural Network Using Digital Spiking Silicon Neuron Model on a SIMD Processor2017

    • Author(s)
      Sansei Hori, Mireya Zapata, Jordi Madrenas, Takashi Morie and Hakaru Tamukoh
    • Organizer
      26th International Conference on Artificial Neural Networks (ICANN2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Robust Boat Detection System using HSV Adaptive Background Modeling and Multiresolution Co-occurrence Histograms of Oriented Gradients2017

    • Author(s)
      Daisuke Shuto, Kouji Okumura, Naoki Matsubara, Shaoning Pang, Hakaru Tamukoh and Abdolhossein Sarrafzadeh
    • Organizer
      Int. Workshop on Smart Info-Media Systems in Asia (SISA2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of Hardware Oriented MRCoHOG and Digital Circuit Using Logic Simulation2017

    • Author(s)
      Yuta Yamasaki, Shiryu Ooe, Akihiro Suzuki, Kazuhiro Kuno, Hideo Yamada, Shuichi Enokida, and Hakaru Tamukoh
    • Organizer
      12th International Joint Conference on Computer Vision Theory and Applications (VISAPP2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Implementation of multi-FPGA Communication using Pulse-Coupled Phase Oscillators2017

    • Author(s)
      Dinda Pramanta, Takashi Morie, Hakaru Tamukoh
    • Organizer
      the 2017 International Conference On Artificial Life And Robotics (ICAROB2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-Valued Quantization Neural Networks toward Hardware Implementation2017

    • Author(s)
      Yoshiya Aratani, Yeoh Yoeng Jye, Akihiro Suzuki, Daisuke Shuto, Takashi Morie, and Hakaru Tamukoh
    • Organizer
      the 2017 International Conference On Artificial Life And Robotics (ICAROB2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Depth画像を活用した深層学習によるホームサービスロボット向け一般物体認識システムの構築2017

    • Author(s)
      吉元 裕真, 田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 異常入力を反転するAutoencoder2017

    • Author(s)
      鈴木 章央,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2017 Annual Research Report
  • [Presentation] カオスボルツマンマシンのFPGA実装2017

    • Author(s)
      川島 一郎,山口 正登志,鈴木 秀幸,森江 隆,田向 権
    • Organizer
      第27回日本神経回路学会全国大会(JNNS2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 乱数生成器不要の簡略型Dropoutアルゴリズム2017

    • Author(s)
      ヨー ヨン ジェ,森江 隆,田向 権
    • Organizer
      第27回日本神経回路学会全国大会(JNNS2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Deep Self-Organizing Map NetworksのFPGA実装2017

    • Author(s)
      田中 悠一朗,田向 権
    • Organizer
      第27回日本神経回路学会全国大会(JNNS2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Hibikino-Musashi@Homeにおけるロボット開発2017

    • Author(s)
      石田 裕太郎,堀 三晟, 木山 雄太, 黒田 裕貴, 田中 悠一朗, 久野 昌隆, 吉元 裕真, 今村 有杜, 日巻 智貴, 新谷 嘉也, 岩元 剛毅, 橋本 康平, 森江 隆, 田向 権
    • Organizer
      第7回インテリジェントホームロボティクス研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] RoboCup@Homeにおけるホームサービスロボットのための一般物体認識システム2017

    • Author(s)
      吉元 裕真,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] カオスボルツマンマシンの省リソースハードウェア実装手法2017

    • Author(s)
      川島 一郎,山口 正登志,鈴木 秀幸,森江 隆,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] ホームサービスロボット向け一般物体認識システム2017

    • Author(s)
      阿部 佑志,田向 権
    • Organizer
      SOFT九州支部夏季ワークショップ2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] FPGAのためのロボットミドルウェアインタフェースの基礎検討2017

    • Author(s)
      石田 裕太郎,大川 猛,田向 権
    • Organizer
      第61回システム制御情報学会研究発表講演会 (SCI’17)
    • Related Report
      2017 Annual Research Report
  • [Presentation] 物体認識アルゴリズムをFPGAに実装するための基礎研究2017

    • Author(s)
      吉元 裕真,田向 権
    • Organizer
      電子情報通信学会2017総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 環境変化に頑健な組み込みボートカウンティングシステム2017

    • Author(s)
      首藤 大輔, 奥村 弘治, 田向 権
    • Organizer
      電子情報通信学会2017総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] FPGAを用いたSIMDプロセッサによるDigital Spiking Silicon Neuronの実装2017

    • Author(s)
      堀 三晟,Mireya Zapata,Jordi Madrenas,森江隆,田向 権
    • Organizer
      電子情報通信学会2017総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 自己組織化マップによって構成されるディープニューラルネットワークのハードウェア化2017

    • Author(s)
      田中 悠一朗,田向 権
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会(SIS)
    • Related Report
      2017 Annual Research Report
  • [Presentation] A hardware-oriented random number generation method for restricted Boltzmann machines2017

    • Author(s)
      Sansei Hori, Takashi Morie, and Hakaru Tamukoh
    • Organizer
      the 5th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Stacked Autoencoders with Shared Synapse Architecture for Digital Hardware Implementation2017

    • Author(s)
      Akihiro Suzuki,Takashi Morie, and Hakaru Tamukoh
    • Organizer
      the 5th RIEC International Symposium on Brain Functions and Brain Computer
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ROS-Compliant FPGA Component Technology - FPGA installation into ROS2017

    • Author(s)
      Takeshi Ohkawa, Yutaro Ishida, Yuhei Sugata, Hakaru Tamukoh
    • Organizer
      ROSCon 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Approach to accelerate the development of practical home service robots - RoboCup@Home DSPL -2017

    • Author(s)
      Yutaro Ishida, Yuichiro Tanaka, Sansei Hori, Yuta Kiyama, Yuki Kuroda, Masataka Hisano, Hiroto Fujita, Yuma Yoshimoto, Yoshiya Aratani, Goki Iwamoto, Kohei Hashimoto, Dinda Pramanta, Yushi Abe, Takashi Morie and Hakaru Tamukoh
    • Organizer
      26th IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN2017), RO-MAN Workshop: HRI for Service Robots in RoboCup@Home
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] サービスロボットのための知的処理と組込指向ニューラルネットワーク2017

    • Author(s)
      田向 権
    • Organizer
      DAシンポジウム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] サービスロボットのためのソフトコンピューティングとhw/sw複合体2017

    • Author(s)
      田向 権
    • Organizer
      第30回 回路とシステムのワークショップ
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Book] 実用ロボット開発のためのROSプログラミング2018

    • Author(s)
      西田 健、森田 賢、岡田 浩之、原 祥尭、山崎 公俊、田向 権、垣内 洋平、大川 一也、齋藤 功、田中 良道、有田 裕太、石田 裕太郎
    • Total Pages
      304
    • Publisher
      森北出版
    • ISBN
      9784627675810
    • Related Report
      2018 Annual Research Report
  • [Remarks] 九州工業大学 田向研究室

    • URL

      https://www.brain.kyutech.ac.jp/~tamukoh/

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report 2017 Annual Research Report
  • [Remarks] Hibikino-Musashi@Home

    • URL

      http://www.brain.kyutech.ac.jp/~hma/wordpress/

    • Related Report
      2019 Annual Research Report 2018 Annual Research Report 2017 Annual Research Report

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Published: 2017-04-28   Modified: 2021-02-19  

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