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Study on the bruise Detection of fresh fruits by VIS/NIR Spectroscopy

Research Project

Project/Area Number 22580284
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Agricultural environmental engineering
Research InstitutionHirosaki University

Principal Investigator

ZHANG Shuhuai  弘前大学, 農学生命科学部, 教授 (90261429)

Co-Investigator(Kenkyū-buntansha) ARAKAW Osamu  弘前大学, 農学生命科学部, 教授 (70184265)
Research Collaborator LUO Xuan  岩手大学, 大学院・連合農学研究科, 博士課程
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2012: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2010: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywordsリンゴ果実 / 打撲傷 / 非破壊計測 / 分光計測 / 波長選択 / ハイパースペクトル / 果実 / SVM / PLSDA / 可視化 / リンゴ / モモ / ナシ / ROC曲線
Research Abstract

Bruising is one of the most common causes for the degradation of fruit quality. Therefore, it is necessary to distinguish bruised fruit from undamaged fruit to improve fruit quality. Currently, the detection and removal of bruised apples has predominantly been performed manually, which is subjective, inefficient and expensive. In the present research, five methods of wavelength selection, ROC-based selection, CSMW-LS-SVM selection, VIP selection, GA selection, and VIP-GA selection, were studied to select the effective wavelengths for bruise detection within 380-1000 nm spectroscopy for four cultivarsof apples, Fuji, Jonagold, Orin, and Sinano Gold.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (17 results)

All 2013 2012 2011 2010 2009

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (15 results)

  • [Journal Article] Wavelength Selection in Visible and Near Infrared Spectra for Detection ofBruises on Apples2013

    • Author(s)
      Xuan Luo, Teruo Takahashi, and Shuhuai Zhang
    • Journal Title

      Adv. Sci. Lett

      Volume: 19(9) Pages: 2654-2657

    • URL

      http://www.ingentaconnect.com/content/asp/asl/2013/00000019/00000009/art00029?token=00381371bde39412f415d763f255f70507b594240635325303329481

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Wavelength selection in vis/NIR spectra for detection of bruises on apples by ROC analysis2012

    • Author(s)
      Xuan Luo, Teruo Takahashi, Koki Kyo, Shuhuai Zhang
    • Journal Title

      Journal of FoodEngineering

      Volume: 109(3) Issue: 3 Pages: 457-466

    • DOI

      10.1016/j.jfoodeng.2011.10.035

    • Related Report
      2012 Annual Research Report 2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] 果実表面色の機械測定による赤ナシ系ニホンナシの成熟度判定2013

    • Author(s)
      孔慶蓮,賀澤智教,荒川修,張樹槐,田中紀充
    • Organizer
      園学研
    • Related Report
      2012 Final Research Report
  • [Presentation] Wavelength Selection in Visible and Near Infrared Spectra for Detection of Bruises on Apples, 2012 International Conference on Agricultural2012

    • Author(s)
      Xuan Luo, Teruo Takahashi, Shuhuai Zhang
    • Organizer
      Foodand Biological Engineering (AFBE 2012)
    • Place of Presentation
      Guangzhou, China
    • Related Report
      2012 Final Research Report
  • [Presentation] 分光計測によるモモ果実の品質評価に関する研究2012

    • Author(s)
      細川和也,張樹槐,福地博
    • Organizer
      農業環境工学関連学会2012年合同大会(CDROM)
    • Related Report
      2012 Final Research Report
  • [Presentation] 分光計測によるモモ果実の品質評価に関する研究2012

    • Author(s)
      細川和也,張 樹槐,福地 博
    • Organizer
      農業環境工学関連学会2012年合同大会
    • Place of Presentation
      宇都宮市
    • Related Report
      2012 Annual Research Report
  • [Presentation] 可視近赤外分光計測によるリンゴ打撲傷の検出に関する研究2012

    • Author(s)
      張 樹槐,松井佳之,福地 博
    • Organizer
      平成24年度農業機械学会東北支部大会研究発表会
    • Place of Presentation
      仙台市
    • Related Report
      2012 Annual Research Report
  • [Presentation] Wavelength Selection in Visible and Near Infrared Spectra for Detection of Bruises on Apples2012

    • Author(s)
      Xuan Luo, Teruo Takahashi, Shuhuai Zhang
    • Organizer
      2012 International Conference on Agricultural, Food and Biological Engineering
    • Place of Presentation
      Guangzhou China
    • Related Report
      2012 Annual Research Report
  • [Presentation] 分光データのPLSDA解析に基づくリンゴ果実打撲傷の判別に関する研究2011

    • Author(s)
      松井佳之,福地博,張樹槐
    • Organizer
      第70回農業機械学会年次大会講演要旨
    • Related Report
      2012 Final Research Report
  • [Presentation] AUC-based wavelength selection of vis/NIR spectroscopy for bruise detection of Fuji2011

    • Author(s)
      Xuan LUO, Teruo TAKAHASHI , ShuHuai ZHANG
    • Organizer
      第70回農業機械学会年次大会講演要
    • Related Report
      2012 Final Research Report
  • [Presentation] AUC-based wavelength selection of vis/NIR spectroscopy for bruise detection of Fuji2011

    • Author(s)
      Xuan LUO, Teruo TAKAHASHI, ShuHuai ZHANG
    • Organizer
      第70回農業機械学会年次大会講演要旨,438-439
    • Place of Presentation
      弘前大学
    • Related Report
      2011 Annual Research Report
  • [Presentation] 分光データのPLSDA解析に基づくリンゴ果実打撲傷の判別に関する研究2011

    • Author(s)
      松井佳之, 福地博, 張樹槐
    • Organizer
      第70回農業機械学会年次大会講演要旨,436-437
    • Place of Presentation
      弘前大学
    • Related Report
      2011 Annual Research Report
  • [Presentation] Wavelength Selection of Vis/NIR Spectroscopy for Bruise Detection of Apples2010

    • Author(s)
      羅〓,張樹槐,高橋照夫
    • Organizer
      第69回農業機械学会年次大会講演要旨
    • Related Report
      2012 Final Research Report
  • [Presentation] Comparison of Visible and NIR Spectroscopy for Bruise Detection of Apples2010

    • Author(s)
      羅〓, 張樹槐, 高橋照夫
    • Organizer
      平成22年度農業機械学会東北支部大会研究発表会要旨集
    • Place of Presentation
      弘前大学
    • Related Report
      2010 Annual Research Report
  • [Presentation] Wavelength Selection of Vis/NIR Spectroscopy for Bruise Detection of Apples2010

    • Author(s)
      羅〓, 張樹槐, 高橋照夫
    • Organizer
      第69回農業機械学会年次大会講演要旨
    • Place of Presentation
      愛媛大学
    • Related Report
      2010 Annual Research Report
  • [Presentation] Bruise Detection on 'Fuji' Apples by VIS/NIR Spectroscopy2009

    • Author(s)
      Xuan LUO, ShuHuai ZHANG, Hiroshi FUKUCHI, Teruo TAKAHASHI
    • Organizer
      農業環境工学関連学会2009合同大会
    • Related Report
      2012 Final Research Report
  • [Presentation] a New Method for Bruise Detection of Apples by Hyperspectral Imaging2009

    • Author(s)
      Xuan LUO, Shuhuai ZHANG, Ming SUN, Teruo TAKAHASHI
    • Organizer
      Proceedings of the 3rd Asian Conference on Precision Agriculture
    • Place of Presentation
      Beijing, China
    • Related Report
      2012 Final Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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