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Development of Intelligent Drilling System with Drilling Data Integrated Analysis

Research Project

Project/Area Number 16H04610
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Naval and maritime engineering
Research InstitutionJapan Agency for Marine-Earth Science and Technology

Principal Investigator

INOUE Tomoya  国立研究開発法人海洋研究開発機構, 研究プラットフォーム運用開発部門, 主任技術研究員 (10359127)

Co-Investigator(Kenkyū-buntansha) 田原 淳一郎  東京海洋大学, 学術研究院, 准教授 (30280366)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥14,300,000 (Direct Cost: ¥11,000,000、Indirect Cost: ¥3,300,000)
Fiscal Year 2018: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2017: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2016: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Keywords掘削データ融合解析 / Stick-Slip / 多段式非接触信号電力同時伝送 / 掘削データ / 非接触給電・通信同時伝送 / ドリルパイプ / 海洋掘削 / 水中非接触給電 / 船上掘削データ / 海洋工学
Outline of Final Research Achievements

We have developed a real-time analysis system integrated with drilling data acquired from the drilling control system on board the scientific drilling vessel “Chikyu”.
On the other hand, we have established the methods to estimate the motions of drill bit, characteristics of drilling formation, and stress exerted on the drill pipe using the drilling data. And by incorporating it into the system described above, we demonstrated the real-time simulations during operations, and confirmed its effectiveness.
To develop a drill pipe with built-in cable, we carried out simulations and fundamental experiments to understand the fundamental characteristics of multi-stage contactless signal and power simultaneous transmission. Furthermore, we conducted an preliminary experiment using full-scale actual drill pipe was equipped with a coil to observe the characteristics of multi-stage contactless signal and power simultaneous transmission in an actual operational environment.

Academic Significance and Societal Importance of the Research Achievements

海洋掘削において得られる限られた情報である掘削データの直接的な活用を図り、掘削データを活用したリアルタイム解析システムの基盤技術を創出したことは大きな意義をなす。
その中で、船上掘削データから掘削地点の情報であるドリルビット挙動や掘削地層特性を示唆する情報の創出を図り、その可能性を得た。
また、本研究で得た多段非接触信号電力同時伝送の基本特性は、本研究が対象としたケーブル内蔵ドリルパイプのみならず、他分野での活用が期待される。

Report

(4 results)
  • 2019 Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (15 results)

All 2020 2019 2018 2017 2016

All Journal Article (4 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 4 results) Presentation (9 results) (of which Int'l Joint Research: 3 results) Patent(Industrial Property Rights) (2 results)

  • [Journal Article] Attempt of a Real-Time Drilling State Identification with Machine Learning2020

    • Author(s)
      Tomoya Inoue, Junya Ishiwata, Ryota Wada, Junichiro Tahara
    • Journal Title

      Proceedings of the ASME 2020 39th International Conference on Ocean, Offshore and Arctic Engineering

      Volume: なし

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] WOB Estimation during Ultra-deep Ocean Drilling by Use of Recurrent Neural Networks2019

    • Author(s)
      Kaneko Tatsuya、Wada Ryota、Ozaki Masahiko、Inoue Tomoya
    • Journal Title

      Journal of the Japan Society of Naval Architects and Ocean Engineers

      Volume: 29 Issue: 0 Pages: 123-133

    • DOI

      10.2534/jjasnaoe.29.123

    • NAID

      130007711719

    • ISSN
      1880-3717, 1881-1760
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Machine Learning Approaches to Anomaly Detection of Top Drive Torque Causing Drill Pipe Failure2018

    • Author(s)
      Inoue Tomoya、Sugiyama Daisuke、Shimotomai Takayuki
    • Journal Title

      Proceedings of the ASME 2018 37th International Conference on Ocean, Offshore and Arctic Engineering

      Volume: なし

    • DOI

      10.1115/omae2018-77882

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fatigue resonant tests on drill collar rotary shouldered connections and critical thread root identification2018

    • Author(s)
      Santus C.、Bertini L.、Burchianti A.、Inoue T.、Sakurai N.
    • Journal Title

      Engineering Failure Analysis

      Volume: 89 Pages: 138-149

    • DOI

      10.1016/j.engfailanal.2018.02.027

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Attempt of Lithology Prediction from Surface Drilling Data and Machine Learning for Scientific Drilling Programs2019

    • Author(s)
      Tomoya Inoue, Ryuta Tanaka, Junya Ishiwata
    • Organizer
      日本地球惑星科学連合2019年大会
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 機械学習を用いたリアルタイム掘削状態識別の試行2019

    • Author(s)
      井上 朝哉,石渡 隼也,田原 淳一郎
    • Organizer
      日本船舶海洋工学会秋季講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 通信給電機能付きドリルパイプの多段非接触信号電力同時伝送に関する検討2019

    • Author(s)
      井上 朝哉,石渡 隼也,粟井 郁雄
    • Organizer
      日本船舶海洋工学会秋季講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Attempt of Lithology Prediction from Surface Drilling Data and Machine Learning for Scientific Drilling Programs2019

    • Author(s)
      Inoue Tomoya、Tanaka Ryuta、Ishiwata Junya
    • Organizer
      SPE/EAGE EUROPEC
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 通信給電機能付きドリルパイプの開発に向けた多段式非接触給信号伝送技術の基礎研究2018

    • Author(s)
      井上 朝哉,石渡 隼也,粟井 郁雄,平岩 達也
    • Organizer
      日本船舶海洋工学会秋季講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Fundamental study of multi-stage contactless power transfer applying to drilling operation2018

    • Author(s)
      INOUE TOMOYA, ISHIWATA JUNYA AWAI IKUO
    • Organizer
      MTS/IEEE Oceans and Techno-Ocean
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 周期回路理論に基づいた海底掘削ドリルへの非接触通信システム2017

    • Author(s)
      平岩達也, 石崎俊雄 , 井上朝哉, 石渡隼也, 粟井 郁雄
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習による掘削トルクの異常検知の試み2017

    • Author(s)
      井上朝哉
    • Organizer
      日本船舶海洋工学会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] 通信給電機能付きドリルパイプの開発に向けた水中非接触給電特性の基礎的検討2016

    • Author(s)
      井上 朝哉,粟井 郁雄,石渡 隼也
    • Organizer
      日本船舶海洋工学会講演論文集
    • Related Report
      2016 Annual Research Report
  • [Patent(Industrial Property Rights)] ドリルパイプ多段接続体2020

    • Inventor(s)
      粟井郁雄,井上朝哉,石渡隼也
    • Industrial Property Rights Holder
      株式会社リューテック,海洋研究開発機構
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2020-032395
    • Filing Date
      2020
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 給電装置2017

    • Inventor(s)
      井上朝哉, 石渡隼也, 粟井郁雄
    • Industrial Property Rights Holder
      井上朝哉, 石渡隼也, 粟井郁雄
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2017-040772
    • Filing Date
      2017
    • Related Report
      2017 Annual Research Report

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Published: 2016-04-21   Modified: 2021-02-19  

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