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Study of radiation measurements based on machine learning

Research Project

Project/Area Number 15K16303
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Social systems engineering/Safety system
Research InstitutionNational Research Institute of Police Science

Principal Investigator

TSUCHIYA KEN'ICHI  科学警察研究所, 法科学第二部, 主任研究官 (90447920)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords放射線計測 / 核検知 / 核鑑識 / リスク評価 / 放射線損傷 / ガンマ線スペクトロスコピ / ガンマ線スペクトル測定 / ゲルマニウム検出器 / 統計解析 / 不確かさ
Outline of Final Research Achievements

We propose two methods as means to counter radiological terrorist acts such as dirty-bomb or silent-source attacks. The first proposal concerns a nuclear detection system using the security cameras already installed in public spaces. Our method is based on counting the number of hot pixels, impacts on the device’s image sensor (CCD or CMOS) that produced constantly bright pixels.The proposed nuclear detection system using security cameras has been demonstrated to be effective in detecting radiation emanating from devices containing lead-shielded nuclear material and assessing criticality. The second proposal is to study a novel nuclear-identification method using prior probability (information), spectral shape, and peak energy. The method is usuful for in-situ measurements using gamma-ray detectors with low-energy resolution.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (9 results)

All 2018 2017 2016

All Journal Article (3 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (6 results) (of which Int'l Joint Research: 1 results,  Invited: 3 results)

  • [Journal Article] Radiation-Detection Methods To Counter Radiological Threats2018

    • Author(s)
      Ken'ichi Tsuchiya et al.
    • Journal Title

      The European Pysical Journal Plus

      Volume: 未定

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 核物質検知のための防犯カメラを用いた放射線警報システムの提案2017

    • Author(s)
      土屋兼一、黒沢健至、秋葉教充、角田英俊、井元大輔、平林学人、黒木健郎
    • Journal Title

      第37回核物質管理学会日本支部年次大会論文集

      Volume: -

    • Related Report
      2017 Annual Research Report
  • [Journal Article] RNテロ初動対応から核鑑識へ2016

    • Author(s)
      土屋兼一
    • Journal Title

      CBRNE2 protection magazine

      Volume: No.8 Pages: 14-17

    • Related Report
      2016 Research-status Report
  • [Presentation] 放射線緊急時初動対応における分析技術2018

    • Author(s)
      土屋兼一
    • Organizer
      核燃料物質を対象とした非破壊分析技術に関する研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 放射線、放射性物質テロ対策2017

    • Author(s)
      土屋兼一
    • Organizer
      危機管理セミナー分科会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 放射線、放射性物質テロ対策2017

    • Author(s)
      土屋兼一
    • Organizer
      第1回テロ対策シンポジウム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Development of radiation detection methods against radiological and nuclear threat2017

    • Author(s)
      Ken’ichi Tsuchiya, Kenji Kurosawa, Norimitsu Akiba, Hidetoshi Kakuda, Daisuke Imoto, Manato Hirabayashi, Kenro Kuroki
    • Organizer
      1st Scientific International Conference on CBRNE
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 核物質検知のための防犯カメラを用いた放射線警報システムの提案2016

    • Author(s)
      土屋兼一、黒沢健至、秋葉教充、角田英俊、井元大輔、平林学人、黒木健郎
    • Organizer
      第37回核物質管理学会日本支部年次大会
    • Place of Presentation
      東京工業大学
    • Year and Date
      2016-11-17
    • Related Report
      2016 Research-status Report
  • [Presentation] 防犯カメラ映像のノイズ特徴を用いた放射線検知の検討2016

    • Author(s)
      土屋兼一、黒沢健至、秋葉教充、角田英俊、井元大輔、平林学人、黒木健郎
    • Organizer
      第22回日本法科学技術学会学術集会
    • Place of Presentation
      中野サンプラザ
    • Year and Date
      2016-11-10
    • Related Report
      2016 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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