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Development of ultrasound evaluation system for fish meat using soft computing

Research Project

Project/Area Number 16K00348
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionFisheries Research and Education Agency

Principal Investigator

Tokunaga Kazuhiro  国立研究開発法人水産研究・教育機構, 水産大学校, 講師 (00432956)

Research Collaborator KAWABARA NOBUYUKI  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2016: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords魚肉の非破壊評価 / 超音波 / 自己組織化マップ / 放射基底関数ネットワーク / ソフトコンピューティング / 超音波魚体スキャン装置 / 非破壊評価 / Bag of features / 魚肉 / 組織性状判別 / 脂質量 / テクスチャ / 水産食品
Outline of Final Research Achievements

Aim of this research is to develop a nondestructive evaluating support system for a fish meat using an ultrasound signal and soft computing techniques. This system is expected to see the condition inside the fish from outside without killing the fish. In the research period, soft computing techniques for estimating the amount of lipid and the hardness of the fish meat were proposed. Moreover, the validity of the proposed methods was verified. As a result, it was suggested that the proposed methods can evaluate the lipid content and the hardness of fish meat non-destructively from ultrasonic signals.

Academic Significance and Societal Importance of the Research Achievements

超音波を用いることで魚肉の品質に関わる脂質と歯応え(肉の硬さ)を定量的かつ非破壊的に評価できることを本研究で示すことができた.超音波で魚体内の状態を評価する研究は多いが,脂質や歯応えを評価する研究はこれまでになく学術的に意義がある.また超音波の新たな利用方法として示せたことも学術的に意義があると考える.

Report

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

    (9 results)

All 2018 2017 2016

All Presentation (9 results) (of which Int'l Joint Research: 3 results)

  • [Presentation] 自己組織化マップと放射基底関数ネットワークを用いた魚肉の超音 波非破壊評価方法の提案2018

    • Author(s)
      徳永憲洋, 佐伯千尋, 谷口真市, 中野新太, 太田博光, 中村誠
    • Organizer
      第34回ファジィシステムシンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 機械学習を用いた魚肉の超音波非破壊評価方法の提案2018

    • Author(s)
      徳永憲洋, 佐伯千尋, 谷口真市, 中野新太, 太田博光, 中村誠
    • Organizer
      農業環境工学関連5学会2018年合同大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 超音波を用いた魚肉の非破壊評価システムの開発~ニューラルネットワークを用いた評価方法の検証~2018

    • Author(s)
      眞鍋智史, 徳永憲洋, 太田博光, 中村誠
    • Organizer
      平成30年度(第69回)電気・情報関連学会中国支部連合大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Nondestructive Evaluation of Fish Meat Using Ultrasound Signal by Machine Learning and Bag of Features2018

    • Author(s)
      Chihiro Saeki, Kazuhiro Tokunaga, Shinichi Taniguchi, Shinta Nakano,Hiromitsu Ohta and Makoto Nakamura
    • Organizer
      The 2018 RISP International Workshop on Nonlinear Circuits, Communications and Signal Processing
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Proposal of Nondestructive Evaluating Method for Fat Content in Fish Meat Using Ultrasound2017

    • Author(s)
      Chihiro Saeki, Kazuhiro Tokunaga, Mitsuhiro Ohta, Makoto Nakamura
    • Organizer
      International Workshop on Smart Info-media Systems in Asia
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 超音波を用いたマアジにおける脂質量の非破壊的推定法の提案2017

    • Author(s)
      佐伯千尋, 徳永憲洋,谷口真市,中野新太,太田博光, 中村誠
    • Organizer
      水産工学会学術講演会
    • Related Report
      2017 Research-status Report
  • [Presentation] 超音波後方散乱信号を用いた魚肉の非破壊脂肪含有量測定2017

    • Author(s)
      佐伯千尋, 徳永憲洋,谷口真市,中野新太,太田博光, 中村誠
    • Organizer
      2017年電子情報通信学会ソサイエティ大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Verification of an information criterion-based growing topology representing network2016

    • Author(s)
      Kazuhiro Tokunaga
    • Organizer
      2016 International Workshop on Smart Info-media Systems in Asia
    • Place of Presentation
      Ayutthaya, Thailand
    • Year and Date
      2016-09-14
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 成長型位相表現ネットワークを利用した魚測定法の提案2016

    • Author(s)
      佐伯 千尋, 徳永 憲洋, 太田 博光, 中村 誠
    • Organizer
      ファジィシステムシンポジウム2016
    • Place of Presentation
      佐賀大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2020-03-30  

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