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Novel radiometric indices derived from close-range observations for assessing crop growth, yield and productive structure

Research Project

Project/Area Number 21580320
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Agricultural information engineering
Research InstitutionNational Institute for Agro-Environmental Sciences

Principal Investigator

SHIBAYAMA Michio  独立行政法人農業環境技術研究所, 生態系計測研究領域, 上席研究員 (10354060)

Co-Investigator(Kenkyū-buntansha) TAKADA Eiji  富山工業高等専門学校, 電気工学科, 准教授 (00270885)
Co-Investigator(Renkei-kenkyūsha) SAKAMOTO Toshihiro  独立行政法人農業環境技術研究所, 生態系計測研究領域, 主任研究員 (20354053)
Research Collaborator MORITA Kazuhiro  富山県農林水産総合技術センター
YAMAGAUCHI Takuya  富山県農林水産総合技術センター
Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywords非破壊計測 / 分光反射 / 偏光 / 中間赤外 / 収量構成要素 / 葉群構造 / 農業工学 / 画像解析 / デジタルカメラ
Research Abstract

We have proposed new close-range observation methods for field crops to assess yield components, nutrient condition and canopy productive structure using spectral radiometry and image engineering. Previously unexplored methods : nighttime measurement, middle infrared wavelength range, polarization image and continuous fixed-point spectral band image observations, and texture analysis, were discretely tested in field experiments. These methods had potential to non-destructively estimate, for example, plant height, leaf area, nitrogen density, biomass, growth stage, grain yield, leaf color and leaf inclination angle with high degrees of accuracy.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (35 results)

All 2011 2010 2009 Other

All Journal Article (16 results) (of which Peer Reviewed: 16 results) Presentation (14 results) Book (2 results) Remarks (2 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Estimating paddy rice leaf area index with fixed point continuous observation of near infrared reflectance using a calibrated digital camera2011

    • Author(s)
      Michio Shibayama, Toshihiro Sakamoto, Eiji Takada, Akihiro Inoue, KazuhiroMorita, Wataru Takahashi, Akihiko Kimura
    • Journal Title

      Plant Production Science

      Volume: Vol.14 Pages: 30-46

    • NAID

      130004850055

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] A multiband polarimetric imager for field crop survey?instrumentation and preliminary observations of heading-stage wheat canopies?2011

    • Author(s)
      Michio Shibayama, Toshihiro Sakamoto, Akihiko Kimura
    • Journal Title

      Plant Production Science

      Volume: Vol.14 Pages: 64-74

    • NAID

      130004850058

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Exploring the applicability of field measurements of mid-infrared reflectance using a portable band-pass filter type radiometer to assess paddy rice yields2011

    • Author(s)
      Michio Shibayama, Toshihiro Sakamoto, Akihiko Kimura
    • Journal Title

      International Journal of Remote Sensing

      Volume: Vol.32(13) Issue: 13 Pages: 3589-3609

    • DOI

      10.1080/01431161003762330

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-Band Spectrum Camera(MBSC) for automatic fixed-point reflectance image collection in a crop field2011

    • Author(s)
      Michio Shibayama, Toshihiro Sakamoto, Eiji Takada, Eiji Kanda, Hiroharu Tanaka, Kaoru Gomi, Akihiko Kimura
    • Journal Title

      Plant Production Science

      Volume: Vol.14 Pages: 391-397

    • NAID

      130004462248

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Regression-based models to predict rice leaf area index using biennial fixed point continuous observations of near infrared digital images2011

    • Author(s)
      Michio Shibayama, Toshihiro Sakamoto, Eiji Takada, Akihiro Inoue, Kazuhiro Morita, Takuya Yamaguchi, Wataru Takahashi, Akihiko Kimura
    • Journal Title

      Plant Production Science

      Volume: Vol.14 Pages: 365-376

    • NAID

      130004462246

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Assessment of digital camera-derived vegetation indices in quantitative monitoring of seasonal rice growth2011

    • Author(s)
      Toshihiro Sakamoto, Michio Shibayama, Akihiko Kimura, Eiji Takada
    • Journal Title

      ISPRS Journal of Photogrammetry and Remote Sensing

      Volume: Vol.66(6) Pages: 872-882

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Application of day and night digital photographs for estimating maize biophysical characteristics2011

    • Author(s)
      Toshihiro Sakamoto, Anatoly A. Gitelson, Brian D. Wardlow, Timothy J. Arkebauer, Shashi B. Verma, Andrew E. Suyker, Michio Shibayama
    • Journal Title

      Precision Agriculture

      Volume: 13 Issue: 3 Pages: 285-301

    • DOI

      10.1007/s11119-011-9246-1

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multi-Band Spectrum Camera (MBSC) for automatic fixed-point reflectance image collection in a crop field2011

    • Author(s)
      芝山道郎、坂本利弘、高田英治, 他5
    • Journal Title

      PLANT PRODUCTION SCIENCE

      Volume: 14(4) Pages: 391-397

    • NAID

      130004462248

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Regression-based models to predict rice leaf area index using biennial fixed point continuous observations of near infrared digital images2011

    • Author(s)
      芝山道郎、坂本利弘、高田英治、山口琢也, 他4
    • Journal Title

      PLANT PRODUCTION SCIENCE

      Volume: 14(4) Pages: 365-376

    • NAID

      130004462246

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Assessment of digital camera-derived vegetation indices in quantitative monitoring of seasonal rice growth2011

    • Author(s)
      坂本利弘、芝山道郎、木村昭彦、高田英治
    • Journal Title

      ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

      Volume: 66(6) Issue: 6 Pages: 872-882

    • DOI

      10.1016/j.isprsjprs.2011.08.005

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimating paddy rice leaf area index with fixed point continuous obse rvation of near infrared reflectance using a calibrated digital camera2011

    • Author(s)
      Michio Shibayama
    • Journal Title

      Plant Production Science

      Volume: 14 Pages: 30-46

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A multiband polarimetric imager for field crop survey-instrumentation and preliminary observations of heading-stage wheat canopies-2011

    • Author(s)
      Michio Shibayama
    • Journal Title

      Plant Production Science

      Volume: 14 Pages: 64-74

    • NAID

      130004850058

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detecting seasonal changes in crop community structure using day and night digital images2010

    • Author(s)
      Toshihiro Sakamoto, Michio Shibayama, Eiji Takada, Akihiro Inoue, Kazuhiro Morita, Wataru Takahashi, Shigeru Miura, Akihiko Kimura
    • Journal Title

      Photogrammetric Engineering and Remote Sensing

      Volume: Vol.76(6) Pages: 713-726

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Detecting seasonal changes in crop community structure using day and night digital images2010

    • Author(s)
      Toshihiro Sakamoto
    • Journal Title

      Photogrammetric Engineering & Remote Sensing

      Volume: 76 Pages: 713-726

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Continuous monitoring of visible and near-infrared band refle ctance from a rice paddy for determining nitrogen uptake using digital cameras2009

    • Author(s)
      Michio Shibayama
    • Journal Title

      Plant Production Science 12

      Pages: 293-306

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Daytime and nighttime field spectral imagery of ripening paddy rice for determining leaf greenness and 1000-grain weight2009

    • Author(s)
      Michio Shibayama
    • Journal Title

      Plant Production Science 12

      Pages: 307-318

    • NAID

      10025922432

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] Using digital cameras for continuous monitoring of cropstatus2011

    • Author(s)
      Toshihiro Sakamoto, Anatoly A. Gitelson, Anthony L. Nguy-Robe Arkebauer, Brian Wardlow, Michio Shibayama
    • Organizer
      AGU Fall Meeting 2011
    • Place of Presentation
      サンフランシスコ・USA
    • Year and Date
      2011-12-05
    • Related Report
      2011 Final Research Report
  • [Presentation] Using digital cameras for continuous monitoring of crop status2011

    • Author(s)
      坂本利弘、芝山道郎, 他3
    • Organizer
      AGU Fall Meeting 2011
    • Place of Presentation
      サンフランシスコ・USA
    • Year and Date
      2011-12-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] デジタルカメラによる作物の植物物理パラメータ推定および生育履歴の記録2011

    • Author(s)
      坂本利弘,芝山道郎, Brian D. Wardlow, Anatloly A. Gitelson, Shashi B. Verma, Andrew E. Suyker, Timothy J. Arkebauer,高田英治,守田和弘,高橋渉,三浦重典
    • Organizer
      日本リモートセンシング学会第51回(平成23年度秋季)学術講演会論文集
    • Place of Presentation
      弘前大学
    • Year and Date
      2011-11-11
    • Related Report
      2011 Final Research Report
  • [Presentation] デジタルカメラによる作物の植物物理パラメータ推定および生育履歴の記録2011

    • Author(s)
      坂本利弘、芝山道郎、高田英治, 他8
    • Organizer
      日本リモートセンシング学会第51回(平成23年度秋季)学術講演会
    • Place of Presentation
      弘前大学・青森県
    • Year and Date
      2011-11-11
    • Related Report
      2011 Annual Research Report
  • [Presentation] 作物個体群分光画像の長期連続俯瞰観測との生育診断への応用2011

    • Author(s)
      芝山道郎,坂本利弘,高田英治,神田英治,田中博春,木村昭彦
    • Organizer
      第3報マルチバンドスペクトラムカメラ(MBSC)の概要,日本作物学会記事
    • Place of Presentation
      神奈川県厚木市
    • Related Report
      2011 Final Research Report
  • [Presentation] 作物個体群分光画像の長期連続俯瞰観測との生育診断への応用 第3報マルチバンドスペクトラムカメラ(MBSC)の概要2011

    • Author(s)
      芝山道郎
    • Organizer
      日本作物学会第231回講演会
    • Place of Presentation
      神奈川県厚木市
    • Related Report
      2010 Annual Research Report
  • [Presentation] カメラ画像処理による水稲の生育状況の推定2010

    • Author(s)
      島崎矩行,高田英治,池田愼治,山口琢也,坂本利弘,芝山道郎
    • Organizer
      電気関係学会平成21年度北陸地区学生による研究発表会講演論文集
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2010-03-06
    • Related Report
      2011 Final Research Report
  • [Presentation] カメラ画像処理による水稲の生育状況の推定2010

    • Author(s)
      島崎矩行
    • Organizer
      電気関係学会平成21年度北陸地区学生による研究発表会
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2010-03-06
    • Related Report
      2009 Annual Research Report
  • [Presentation] フーリエ変換処理による水稲の生育状況の推定2010

    • Author(s)
      島崎矩行,高田英治,坂本利弘,芝山道郎,山口琢也,木村昭彦
    • Organizer
      システム農学会2010年度秋季大会in西宮シンポジウム・一般研究発表会要旨集
    • Place of Presentation
      兵庫県西宮市
    • Related Report
      2011 Final Research Report
  • [Presentation] Application of low-cost digital-camera data for monitoring and recording seasonal changes in crop growth2010

    • Author(s)
      Toshihiro Sakamoto, Michio Shibayama, Brian Wardlow, Anatoli Gitelson, Shashi Verma, Andrew Suyker, Eiji Takada, Kazuhiro Morita, Wataru Takahashi, Shigeno Miura
    • Organizer
      ASPRS Annual Conference 2010
    • Place of Presentation
      サンディエゴ・USA
    • Related Report
      2011 Final Research Report
  • [Presentation] Application of low-cost digital-camera data for monitoring and recording seasonal changes in crop growth2010

    • Author(s)
      Toshihiro Sakamoto
    • Organizer
      ASPRS Annual Conference 2010
    • Place of Presentation
      San Diego/CA/USA
    • Related Report
      2010 Annual Research Report
  • [Presentation] フーリエ変換処理による水稲の生育状況の推定2010

    • Author(s)
      島崎矩行
    • Organizer
      システム農学会2010年度秋季大会
    • Place of Presentation
      兵庫県西宮市
    • Related Report
      2010 Annual Research Report
  • [Presentation] 偏光分光画像による植生判別の可能性に関する野外地上実験2009

    • Author(s)
      芝山道郎,坂本利弘,木村昭彦,三谷琢司,沼田洋一
    • Organizer
      日本リモートセンシング学会第47回学術講演会論文集
    • Place of Presentation
      名古屋大学
    • Year and Date
      2009-11-27
    • Related Report
      2011 Final Research Report
  • [Presentation] 偏光分光画像による植生判別の可能性に関する野外地上実験2009

    • Author(s)
      芝山道郎
    • Organizer
      日本リモートセンシング学会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2009-11-27
    • Related Report
      2009 Annual Research Report
  • [Book] 農業と環境の空間情報技術利用ガイド2011

    • Author(s)
      井上吉雄,芝山道郎,岡本勝男, David Sprague,岩崎亘典,石塚直樹,坂本利弘
    • Publisher
      (独)農業環境技術研究所
    • Related Report
      2011 Final Research Report
  • [Book] 農業と環境の空間情報技術利用ガイド-リモートセンシング・GIS・GPS利用のために-2011

    • Author(s)
      芝山道郎(分担執筆)
    • Total Pages
      149
    • Publisher
      独立行政法人農業環境技術研究所
    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.niaes.affrc.go.jp/sinfo/result/result26/result26_54.html

    • Related Report
      2011 Final Research Report
  • [Remarks]

    • URL

      http://www.niaes.affrc.go.jp/sinfo/result/result26/result26_54.html

    • Related Report
      2010 Annual Research Report
  • [Patent(Industrial Property Rights)] 穀物の子実重量の推定方法及び装置2010

    • Inventor(s)
      芝山道郎
    • Industrial Property Rights Holder
      (独)農業環境技術研究所
    • Acquisition Date
      2010-11-12
    • Related Report
      2011 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

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