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Study on Mechanical Data Logging for Small Diameter Drilling using Neural Network Techniques

Research Project

Project/Area Number 06651089
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field 資源開発工学
Research InstitutionMuroran Institute of Technology

Principal Investigator

ITAKURA Ken-ichi  Muroran Institute of Technology, Department of Computer Science and Systems Engineering, Associate Professor, 工学部, 助教授 (20168298)

Co-Investigator(Kenkyū-buntansha) SATO Kazuhiko  Muroran Institute of Technology, Department of Computer Science and Systems Engi, 工学部, 教授 (30002009)
Project Period (FY) 1994 – 1995
Project Status Completed (Fiscal Year 1995)
Budget Amount *help
¥2,000,000 (Direct Cost: ¥2,000,000)
Fiscal Year 1995: ¥400,000 (Direct Cost: ¥400,000)
Fiscal Year 1994: ¥1,600,000 (Direct Cost: ¥1,600,000)
KeywordsNeural Network / Adaptive Resonance Theory / ART2 / Drilling / Logging / Rockbolt / MWD / Mechanical Data
Research Abstract

In underground mining it is important to obtain information about the rock structure, including distribution of discontinuities, before excavation and constructing supports. Mechanical data from a drilling machine at the working face such as torque, thrust, revolution and stroke can be useful for understanding the underground structure. Therefore, both laboratory and field experiments were carried out in order to develop a mechanical data logging system. A data analysis system using neural network techniques was also developed for objective interpretation of the logging data and to display the log of strata and discontinuities.
1.From the laboratory experiments it was found that the level of torque or thrust of a drilling machine reflected the difference in rock types, and the separation of strata and cracks appeared as a specific pattern in the log of torque/thrust ratio or torque/drilling speed per one revolution.
2.As an algorithm of neural network techniques, adaptive resonance theory (ART2) and back propagation network (BPN) were employed to extract the pattern corresponding to a rock layr boundary and cracks from mechanical data of a drilling machine. Using both algorithms sequentially the location of discontinuities were successfully estimated.
3.For the field experiments, a data acquisition system was attached to a portable drilling machine for the collection of mechanical data. A feasibility study was conducted using the drilling machine at an underground coal mine. It was confirmed that the discontinuity log estimated by the analysis conformed to the core sample reconstructed from borehole TV data.
4.Combining several sets of the logging data measured at a local area in the field study, a two-dimensional structure of the strata including discontinuities was reconstructed. From this structure it was possible to estimate the orientation of discontinuities, which was difficult to evaluate from the logging data obtained from only one drill hole.

Report

(3 results)
  • 1995 Annual Research Report   Final Research Report Summary
  • 1994 Annual Research Report
  • Research Products

    (16 results)

All Other

All Publications (16 results)

  • [Publications] 市原義久: "ボルト打設機による検層システムの開発" 資源と素材. 110. 814-817 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 板倉賢一: "ロックボルト孔MWDシステムの開発" 施工管理と工程監視のための地下計測ワークショップ論文集. 74-79 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 板倉賢一: "ロックボルト孔のMWDと3次元地層構造の推定について" 第2回西日本資源開発シンポジウム論文集. 105-110 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Yoshihisa Ichihara: "Development of Root logging System Using Balt-Stter" Proc. of Asia Pacitic Workshop on Coal Mine Satety. 31-40 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] Ken-ichi Itakura: "Development of Root logging System by Rock Blot Drilling" Proc. of 15th int. Conf. on Ground Control in Mining. (in press). (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] ICHIHARA Yoshihisa et al.: "Development of logging system using rockblot setting machine." Journal of the Mining and Matrial Processing Institute of Japan. 110. 814-817 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] ITAKURA Ken-ichi et al.: "Development of MWD System for Rockblot Drilling." Proceedings of Workshop on Subsurface Process Monitoring and Evaluation. 74-79 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] ITAKURA Ken-ichi et al.: "MWD of Rockbolt Drilling and Estimation of Three-Dimensional Rock Structure." Proceeding of 2nd West Japan Mineral Resorces Development Symposium. 105-110 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] ICHIHARA,Yoshihisa et al.: "Development of Roof Logging System using Bolt-Setter." Proceeding of Asia Pacific Workshop on Coal Mine Safety in Tokyo. 31-40 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] ITAKURA Ken-ichi et al.: "Development of Roof Logging System by Rock Bolt Drilling." Proceeding of 15th International Conference on Ground Control in Mining. (in press). (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1995 Final Research Report Summary
  • [Publications] 板倉賢一: "ロックボルト孔のMWDと3次元地層構造の推定について" 第2回西日本資源開発シンポジウム論文集. 105-110 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] Ken-ichi Itakura: "Development of Root Logging System by Rock Bolt Drilling" Rroc. of 15th Int. Cont. on Ground Control in Mining. (in press).

    • Related Report
      1995 Annual Research Report
  • [Publications] Yoshihisa Ichihara: "Development of Root Logging System Using Bolt-setter" Proc. of Asia Pacific Workshop on Coal Mine Safety. 31-40 (1995)

    • Related Report
      1995 Annual Research Report
  • [Publications] 市原義久: "ボルト打設機による検層システムの開発" 資源と素材. 110. 814-817 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] 板倉賢一: "ロックボルト孔MWDシステムの開発" 施工管理と工程監視のための地下計測ワークショップ論文集. 74-79 (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Ken-ichi Itakura: "Development of Mechanical Data Logging System for Rock Bolt Drilling" Proc.of IMTMC'95. (発表予定). (1995)

    • Related Report
      1994 Annual Research Report

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Published: 1994-04-01   Modified: 2016-04-21  

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