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Research and Development of Image Measurement System for Deep-sa Mining Machine

Research Project

Project/Area Number 17K14694
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Measurement engineering
Research InstitutionKyushu Institute of Technology

Principal Investigator

LU HUIMIN  九州工業大学, 大学院工学研究院, 助教 (40742466)

Project Period (FY) 2017-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2017: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Keywords人工知能 / 海洋工学 / スペクトルカメラ / 画像分割 / 海中工学 / 画像処理 / ロボティックス / 深海採鉱機 / 画像計測 / ロボット
Outline of Final Research Achievements

There is a large amount of cobalt rich crust on the deep sea floor, and many cobalt rich crusts are distributed on the slope of the seamount. When using submarine mineral coring, complex topography such as steep cliffs and chimney groups are often present, and sediments are likely to fly up. The existing measurement system can not be used in the ultra-high turbidity environment of deep-sea hydrothermal deposits, and the resolution of the imaging systems is not good. Therefore, this project has developed an imaging system for deep sea mining machine using advanced artificial intelligence. During the research period, we developed a mineral identification method using ultra-high turbidity underwater video visualization technology and spectrum measurement platform.

Academic Significance and Societal Importance of the Research Achievements

本研究では、人工知能が適用できる多様な水中光学応用課題への取り組みと、それらを通じた横断的に抽出した情報学課題への取り組みとを往復することで、水中画質改善とスペクトルによる目標認識へのアプローチを展開しました。実施期間内に学術論文20編以上を発表し、市民講座4回を行いました。以上のことから、海洋立国を支える機械電子情報分野の人材の育成と基盤的な技術力の強化に貢献しています。

Report

(3 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Research-status Report
  • Research Products

    (23 results)

All 2020 2019 2018 2017

All Journal Article (10 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 10 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 10 results,  Invited: 4 results) Book (2 results) Funded Workshop (1 results)

  • [Journal Article] Deep-sea Organisms Tracking Using Dehazing and Deep Learning2019

    • Author(s)
      H. Lu, T. Uemura, D. Wang, J. Zhu, Z. Huang, H. Kim
    • Journal Title

      Mobile Networks and Applications

      Volume: 99 Issue: 3 Pages: 1-8

    • DOI

      10.1007/s11036-018-1117-9

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Recognition of surrounding environment from electric wheelchair vedeos based on modified YOLOv22019

    • Author(s)
      Y. Sakai, H. Lu, J. Tan, H. Kim
    • Journal Title

      Future Generation Computer Systems

      Volume: 92 Pages: 157-161

    • DOI

      10.1016/j.future.2018.09.068

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Motor Anomaly Detection for Unmanned Aerial Vehicles Using Reinforcement Learning2018

    • Author(s)
      H. Lu, Y. Li, S. Mu, D. Wang, H. Kim, S. Serikawa
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 5 Issue: 4 Pages: 2315-2322

    • DOI

      10.1109/jiot.2017.2737479

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Automatic Road Detection System for an Air-land Amphibious Car Drone2018

    • Author(s)
      Y. Li, H. Lu, Y. Nakayama, H. Kim, S. Serikawa
    • Journal Title

      Future Generation Computer Systems

      Volume: 85 Pages: 51-59

    • DOI

      10.1016/j.future.2018.02.036

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Low Illumination Underwater Light Field Images Reconstruction Using Deep Convolutional Neural Networks2018

    • Author(s)
      H. Lu, Y. Li, T. Uemura, H. Kim, S. Serikawa
    • Journal Title

      Future Generation Computer Systems

      Volume: 82 Pages: 142-148

    • DOI

      10.1016/j.future.2018.01.001

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Underwater optical image processing: a comprehensive review2017

    • Author(s)
      Huimin Lu, Yujie Li, Yudong Zhang, Min Chen, Seiichi Serikawa, Hyoungseop Kim
    • Journal Title

      Mobile Networks and Applications

      Volume: 22 Issue: 6 Pages: 1204-1211

    • DOI

      10.1007/s11036-017-0863-4

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Depth Map Reconstruction for Underwater Kinect Camera Using Inpainting and Local Image Mode Filtering2017

    • Author(s)
      Huimin Lu, Yin Zhang, Yujie Li, Quan Zhou, Ryunosuke Tadoh, Tomoki Uemura, Hyoungseop Kim, Seiichi Serikawa
    • Journal Title

      IEEE Access

      Volume: 5 Pages: 7115-7122

    • DOI

      10.1109/access.2017.2690455

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Automatic classification of lung nodues on MDCT images with the temporal subtraction technique2017

    • Author(s)
      Yuriko Yoshino, Takahiro Miyajima, Huimin Lu, Jookooi Tan, Hyoungseop Kim, Seiichi Murakami, Takatoshi Aoki, Rie Tachibana, Yasushi Hirano, Shoji Kido
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 12 Issue: 10 Pages: 1789-1798

    • DOI

      10.1007/s11548-017-1598-1

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Underwater image super-resolution by descattering and fusion2017

    • Author(s)
      Huimin Lu, Yujie Li, Shota Nakashima, Hyoungseop Kim, Seiichi Serikawa
    • Journal Title

      IEEE Access

      Volume: 5 Pages: 670-679

    • DOI

      10.1109/access.2017.2648845

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Energy harvesting based body area networks for smart health2017

    • Author(s)
      Hao Yixue, Limei Peng, Huimin Lu, Mohammad Mehedi Hassan, Atif Alamri
    • Journal Title

      Sensors

      Volume: 17 Issue: 7 Pages: 1-10

    • DOI

      10.3390/s17071602

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Hyperspectral Images Segmentation Using Active Contour Model for Underwater Mineral Detection2018

    • Author(s)
      Huimin Lu, Yinqiang Zheng, Kazuhiro Hatano, Yujie Li, Shota Nakashima, Hyoungseop Kim
    • Organizer
      International Symposium on Artificial Intelligence and Robotics 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] DeepEye: A Dedicated Camera for Deep-Sea Tripod Observation Systems2018

    • Author(s)
      Huimin Lu, Yujie Li, Hyoungseop Kim, Seiichi Serikawa
    • Organizer
      International Symposium on Artificial Intelligence and Robotics 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Detection of Grasping Position from Video Images Based on SSD2018

    • Author(s)
      Taichi Kitayama, Huimin Lu, Yujie Li, Hyoungseop Kim
    • Organizer
      18th International Conference on Control, Automation and Systems 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Wide residual networks for semantic segmentation2018

    • Author(s)
      Yoshiki Nakayama, LU Huimin, LI Yujie, KIM Hyoungseop
    • Organizer
      18th International Conference on Control, Automation and Systems 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Object Detection on Video Images Based on R-FCN and GrowCut Algorithm2018

    • Author(s)
      Kousuke Mouri, Huimin Lu, Joo Kooi Tan, Hyoungseop Kim
    • Organizer
      2018 International Conference on Information and Communication Technology Robotics (ICT-ROBOT)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Unsupervised cross-model retrieval through adversarial learning2017

    • Author(s)
      Li He, Xing Xu, Huimin Lu, Yang Yang, Fumin Shen, Hengtao Shen
    • Organizer
      2017 IEEE International Conference on Multimedia and Expo
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Online Vehicle Tracking in Aerial Imagery2017

    • Author(s)
      Zihao Liu, Zhihui Wang, Huimin Lu, Dong Wang
    • Organizer
      The 2017 International Conference on Intelligence Science and Big Data Engineering
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Deep-sea Imaging Sensor Networks2017

    • Author(s)
      Huimin Lu
    • Organizer
      26th IEEE International Electrotechnical and Computer Science Conference ERK 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Deep Context Convolutional Neural Networks for Semantic Segmentation2017

    • Author(s)
      Wenbin Yang, Quan Zhou, Yawen Fan, Guangwei Gao, Songsong Wu, Weihua Ou, Huimin Lu, Jie Cheng, Longin Jan Latecki
    • Organizer
      CCF Chinese Conference on Computer Vision 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Artificial Intelligence for Deep-sea Observing2017

    • Author(s)
      Huimin Lu
    • Organizer
      The 2nd International Symposium on Artificial Intelligence and Robotics 2017
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research / Invited
  • [Book] Cognitive Internet of Things: Frameworks, Tools and Applications2020

    • Author(s)
      Huimin Lu
    • Total Pages
      523
    • Publisher
      Springer
    • ISBN
      9783030049454
    • Related Report
      2018 Annual Research Report
  • [Book] Artificial Intelligence and Robotics2018

    • Author(s)
      Huimin Lu, Xing Xu
    • Total Pages
      326
    • Publisher
      Springer
    • ISBN
      9783319698762
    • Related Report
      2017 Research-status Report
  • [Funded Workshop] 日中超スマート社会の実現に向けた次世代のAI/IoTに関するワークショップ2018

    • Related Report
      2018 Annual Research Report

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Published: 2017-04-28   Modified: 2020-03-30  

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