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Development of Control Method for Citrus Alternate Bearing Based on Controlling Chaos Theory

Research Project

Project/Area Number 19380141
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Agricultural environmental engineering
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

SAKAI Kenshi  東京農工大学, 大学院・農学研究院, 教授 (40192083)

Co-Investigator(Kenkyū-buntansha) 星野 義延  東京農工大学, 大学院・共生科学技術研究院, 准教授 (00143636)
Project Period (FY) 2007 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥19,760,000 (Direct Cost: ¥15,200,000、Indirect Cost: ¥4,560,000)
Fiscal Year 2010: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2009: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2008: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2007: ¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Keywords隔年結果 / カオス / OGY制御 / 予測 / アンサンブル再構成 / 温州ミカン / ハイパースペクトル / スペクトルカメラ / 非線形力学 / 制御 / 生態系 / ダイナミクス / PLS / 非線形予測 / ハイパースペクトルカメラ / 分光画像 / フィールドサーバ / ネットワーク / カバークロップ / 農業機械 / 利用技術 / マルチスペクトルカメラ / RSM / 決定論的非線形予測 / OGY / サドル
Research Abstract

In order to develop a methodology to control citrus alternate bearing, observer measurements of the targeted dynamics were conducted and OGY based control method was established with employing ensemble reconstruction of the dynamics from very short but ensemble data set. The algorism was implemented on a conventional PC. The observer was also detected with hyperspectral imaging technique and Molan'sI and GStatics were identified as a measure of mechanistic process. Not only with the obtained number of fruits, the estimated yield of citrus by remote sensed data set was successfully used to forecasting the yield in individual level

Report

(6 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report   Self-evaluation Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (49 results)

All 2010 2009 2008 2007 Other

All Journal Article (32 results) (of which Peer Reviewed: 26 results) Presentation (11 results) Book (3 results) Remarks (3 results)

  • [Journal Article] Measurement of Nitrate Concentration Distribution in Vegetables bt Near-Infrared Hyperspectral Imaging2010

    • Author(s)
      H. Itoh, S. Kanda, N, Shiraishi, K. Sakai, A. Sasao
    • Journal Title

      Environ. Control. Biol

      Volume: 48(2) Pages: 37-49

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] アンサンブル再構成法による生態系ダイナミクスの同定2010

    • Author(s)
      酒井憲司
    • Journal Title

      計測自動制御学会誌

      Volume: 第54巻

    • Related Report
      2010 Final Research Report
  • [Journal Article] High Spatial Resolution Hyperspectral Mapping for Forest Ecosystem at Tree Species Level2010

    • Author(s)
      Gang Shen, Kenshi Sakai and Yoshinobu Hoshino
    • Journal Title

      Agricultural Information Research

      Volume: 19(3) Pages: 71-78

    • NAID

      130000395643

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Mapping spatial variation in acorn production from hyperspectral imagery2010

    • Author(s)
      Zhong Yao, Kenshi Sakai
    • Journal Title

      Forestry Science China

      Volume: 12(2) Pages: 49-54

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] High spatial resolution hyperspectral mapping for forest ecosystem at tree species level2010

    • Author(s)
      Shen Gang, Kenshi Sakai
    • Journal Title

      農業情報研究

      Volume: 19(3) Pages: 71-78

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mapping spatial variation in acorn production from airborne hyperspectral imagery2010

    • Author(s)
      Zhong Yao, Sakai, K.
    • Journal Title

      Foresty study in china 12(2)

      Pages: 49-54

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Controlling Chaos(OGY) Implemented on Reconstructed Ecological Two Dimensional Map2009

    • Author(s)
      Kenshi Sakai, Noguchi, Y
    • Journal Title

      Chaos Solitons & Fractals

      Volume: 41(2) Issue: 2 Pages: 630-641

    • DOI

      10.1016/j.chaos.2008.02.041

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of citrus yield from canopy spectral features determined by airborne hyperspectral imagery2009

    • Author(s)
      Ye Xujun, Sakai, K., et al.
    • Journal Title

      International Journal of Remote Sensing

      Volume: 30(18) Issue: 18 Pages: 4621-4642

    • DOI

      10.1080/01431160802632231

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] NONDESTRUCTIVE ANALYSIS OF CHLORPYRIFOS ON APPLE SKIN USING UV REFLECTANCE2009

    • Author(s)
      Y. Makino, S. Oshita, Y. Murayama, M. Mori, Y. Kawagoe, K. Sakai
    • Journal Title

      Transaction of ASABE

      Volume: 52(6) Pages: 1955-1960

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hyperspectral imaging for nondestructive determination of internal qualities for oil palm (Elaeis guineensis Jacq. var. tenera)2009

    • Author(s)
      P. Junkwon, T. Takigawa, H. Okamoto, H. Hasegawa, M. Koike, K. Sakai, et al.
    • Journal Title

      Agricultural Information Research

      Volume: 18 Issue: 3 Pages: 130-141

    • DOI

      10.3173/air.18.130

    • NAID

      130000117375

    • ISSN
      0916-9482, 1881-5219
    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Potential Application of Color and Hyperspectral Images for Estimation of Weight and Ripeness of Oil Palm2009

    • Author(s)
      P. Junkwon, T. Takigawa, H. Okamoto, H. Hasegawa, M. Koike, K. Sakai, et al.
    • Journal Title

      農業情報研究

      Volume: 18(2) Pages: 72-81

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Controlling Chaos (OGY) Implemented on Reconstructed Ecological Two Dimensional Map2009

    • Author(s)
      Kenshi Sakai, Noguchi, Y.
    • Journal Title

      Chaos Solitons & Fractals(Elsevier) 41 (2)

      Pages: 630-641

    • Related Report
      2009 Self-evaluation Report
  • [Journal Article] Estimation of citrus yield from canopy spectral features determined by airborne hyperspectral imagery2009

    • Author(s)
      Ye Xujun, Sakai, K., et al.
    • Journal Title

      International Journal of Remote Sensing 18

      Pages: 72-81

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Controlling Chaos(OGY)Implemented on Reconstructed Ecological Two Dimensional Map2009

    • Author(s)
      Kenshi SAKAI, Yuko NOGUCHI
    • Journal Title

      Chaos Solitons & Fractals 41(2)

      Pages: 630-641

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SSA,PCA,TDPSC,ACFA : Useful combination of methods for analysis of short and nonstationary time series<cahso soliton & fracrtals2008

    • Author(s)
      Vitaniv, Nikolay, Kenshi Sakai, Zlastinka Dimitrove
    • Volume
      37(1)
    • Pages
      187-202
    • URL

      http://www.sciencedirect.com/science/article/pii/S0960077906008538

    • Related Report
      2010 Final Research Report
  • [Journal Article] Inter-relationships between canopy features and fruit yield in citrus as detected by airborne multispectral imagery2008

    • Author(s)
      Ye, Xujun., Sakai, K.
    • Journal Title

      Transaction of ASABE

      Volume: 51(2) Pages: 739-751

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Detecting Chaos in a Citrus Orchard : Reconstruction of Nonlinear Dynamics from Very Short Ecological Tim Series2008

    • Author(s)
      Kenshi Sakai, Noguchi, Y, Asadae, S.
    • Journal Title

      Chaos Solitons & Fractals

      Volume: 38(5) Issue: 5 Pages: 1274-1282

    • DOI

      10.1016/j.chaos.2007.01.144

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] A ground hyperspectral imaging system for characterizing vegetation spectral features2008

    • Author(s)
      Ye, X, ujun, Sakai, K.*., Okamoto, H., Garciano, L
    • Journal Title

      Computer and Electronics in Agriculture

      Volume: 63(1) Issue: 1 Pages: 13-21

    • DOI

      10.1016/j.compag.2008.01.011

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Airborne Hyperspectral Imaging for Estimating Acorn yield based on PLS B-Matrix Calibration Technique2008

    • Author(s)
      Yao, Zhong, Kenshi Sakai, Ye, X., Akita, T., Iwabuchi, Y., Hoshino, Y.
    • Journal Title

      Ecological Informatics

      Volume: 3 Issue: 3 Pages: 237-244

    • DOI

      10.1016/j.ecoinf.2008.03.001

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] ウンシュウミカン隔年結果現象の予測:線形ダイナミクスを用いた1年先の果実数予測手法の提案2008

    • Author(s)
      酒井憲司、野口優子
    • Journal Title

      農業機械学会誌

    • NAID

      10021228033

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Potential of airborne hyperspectral imagery to estimate fruit yield in citrus2008

    • Author(s)
      Ye Xujun, Sakai, K., Sasao, A., Asada, S
    • Journal Title

      Chemometrics and Intelligent Laboratory Systems

      Volume: 90(2) Issue: 2 Pages: 132-144

    • DOI

      10.1016/j.chemolab.2007.09.002

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Detecting Chaos in a Citrus Orchard : Reconstruction of Nonlinear Dynamics from Very Short Ecological Tim Series2008

    • Author(s)
      Kenshi Sakai, Noguchi, Y, Asadae, S.
    • Journal Title

      Chaos Solitons & Fractals 38 (5)

      Pages: 1274-1282

    • Related Report
      2009 Self-evaluation Report
  • [Journal Article] Potential of airborne hyperspectral imagery to estimate fruit yield in citrus2008

    • Author(s)
      Ye Xujun, Kenshi Sakai, Sasao, A., Asada, S.
    • Journal Title

      Chemometrics and Intelligent Laboratory Systems 90 (2)

      Pages: 132-144

    • Related Report
      2009 Self-evaluation Report
  • [Journal Article] Application of narrow-band TBVI in estimating fruit yield in citrus2008

    • Author(s)
      Ye Xujun Kenshi Sakai, Asada, S., Sasao, A
    • Journal Title

      Biosystems Engineering 99 (2)

      Pages: 179-189

    • Related Report
      2009 Self-evaluation Report
  • [Journal Article] A ground hyperspectral imaging system for characterizing vegetation spectral features2008

    • Author(s)
      Ye, X, ujun Sakai, K. ^*., Okamoto, H., Garciano, L
    • Journal Title

      Computer and Electronics in Agriculture 63(1)

      Pages: 13-21

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Inter-relationships between canopy features and fruit yield in citrus asdetected by airborne multispectral imagery2008

    • Author(s)
      Ye, Xujun, Kenshi Sakai, S-I Asada, A. Sasao
    • Journal Title

      Transactions of ASABE 51(2)

      Pages: 739-751

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] SSA, PCA, TDPSC, ACFA : Powerful combination of methods for analysisof short and non-stationary time series2008

    • Author(s)
      Vitanov, N., K. Sakai, K. Demura
    • Journal Title

      Chaos Solitons & Fractals 37(1)

      Pages: 187-202

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ウンシュウミカン隔年結果現象の予測-線形ダイナミクスを用いた1年先の果実数予測手法の提案-、農業機械学会誌、掲載決定.2008

    • Author(s)
      野口優子, 酒井憲司, 浅田真一
    • Journal Title

      農業機械学会誌 70(4)(掲載決定)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Inter-relationships between canopy features and fruit yield in citrus as detected by airborne multispectral imagery2008

    • Author(s)
      Ye, Xujun, Kenshi Sakai, S-I Asada, A. Sasao
    • Journal Title

      Transactions of ASABE (In press)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Controlling Chaos (OGY) Implemented on Reconstructed Ecological Two Dimensional Map,2008

    • Author(s)
      Kenshi Sakai, Noguchi, Y.
    • Journal Title

      Chaos Solitons & Fractals (In press)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Application of narrow-band TBVI in estimating fruit yield in citrus2007

    • Author(s)
      Xujun, Sakai, K., Asada, S., Sasao, A
    • Journal Title

      Biosystems Engineering

      Volume: 99(2) Issue: 2 Pages: 179-189

    • DOI

      10.1016/j.biosystemseng.2007.09.016

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Detecting Chaos in a Citrus Orchard: Reconstruction of Nonlinear Dynamics from Very Short Ecological Tim Series,2007

    • Author(s)
      Kenshi Sakai, Noguchi, Y, Asadae, S.
    • Journal Title

      Chaos Solitons & Fractals

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Model Free Modelling :生態学/農学時系列データのダイナミクス再構成、Kyoto Summer Research Program in Mathematical Biology Next Wave 2010生物現象に対するモデリングの数理2010

    • Author(s)
      酒井憲司
    • Organizer
      2010年京都大学数理解析研究所共同研究
    • Place of Presentation
      京都大学大学数理解析研究所(招待講演)
    • Related Report
      2010 Final Research Report
  • [Presentation] Spatial Synchrony of Acorn Production Detected by G Statistics from Airborne Hyperspectral Imagery2009

    • Author(s)
      Zhong Yao, Sakai, K
    • Organizer
      第19回日本数理生物学会
    • Year and Date
      2009-09-10
    • Related Report
      2010 Final Research Report
  • [Presentation] Spatial Synchrony of Acorn Production Detected by G Statistics from Airborne Hyperspectral Imagery2009

    • Author(s)
      Zhong Yao, Sakai, K.
    • Organizer
      第19回日本数理生物学会
    • Place of Presentation
      東大(駒場キャンパス)
    • Year and Date
      2009-09-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] Spatial Variation of Acorn Production Detected by Geostatistics from Hyperspectral Imagery2009

    • Author(s)
      Zhong Yao, Sakai, K.
    • Organizer
      第19回日本数理生物学会
    • Place of Presentation
      東大(駒場キャンパス)
    • Year and Date
      2009-09-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] 雑草ーカバークロップ系の時空間ダイナミクス2009

    • Author(s)
      酒井憲司、Yao Zhong
    • Organizer
      第19回日本数理生物学会
    • Year and Date
      2009-09-09
    • Related Report
      2010 Final Research Report
  • [Presentation] Spatial Autocorrelation of Spatially Distributed Acorn Yield Estimated By Hyperspectral Imaging2009

    • Author(s)
      Yao, Z., K. Sakai
    • Organizer
      農業環境工学関連学会2009年合同大会
    • Place of Presentation
      東大
    • Related Report
      2009 Self-evaluation Report
  • [Presentation] Application of narrow band TBVI in estimating fruit yield in citrus2008

    • Author(s)
      Ye Xujun, Kenshi Sakai, et al
    • Organizer
      農業機械学会2008年大会
    • Year and Date
      2008-03-28
    • Related Report
      2010 Final Research Report
  • [Presentation] Mathematical Ecology for Tillage2008

    • Author(s)
      Kenshi Sakaii, et al.
    • Organizer
      第1 8回日本数理生物学会
    • Place of Presentation
      京都
    • Related Report
      2008 Annual Research Report
  • [Presentation] Handy-Hyperspectral Imaging for Detecting Ecological Dynamics2008

    • Author(s)
      Kenshi Sakai.
    • Organizer
      第1 8回日本数理生物学会
    • Place of Presentation
      京都
    • Related Report
      2008 Annual Research Report
  • [Presentation] Application of Nonlinear Time Series Analysis on Spatio-Temporal Dynamics of Agro-Ecosystems2007

    • Author(s)
      Kenshi Sakai.
    • Organizer
      Eco Summit 2007
    • Place of Presentation
      Beijin
    • Related Report
      2010 Final Research Report
  • [Presentation] Application of Nonlinear Time Series Analysis on Spatio-Temporal Dynamics of Agro-Ecosystems2007

    • Author(s)
      Kenshi Sakai.
    • Organizer
      EcoSummit2007
    • Place of Presentation
      Beijin
    • Related Report
      2007 Annual Research Report
  • [Book] 個体数変動の非線形時系列解析,「数」の数理生態学(数理生物学会編)2008

    • Author(s)
      酒井憲司
    • Publisher
      共立出版
    • Related Report
      2010 Final Research Report
  • [Book] 「数」の数理生態学 (日本数理生物学会編), 第8章 個体数変動の非線形時系列解析2008

    • Author(s)
      酒井憲司
    • Publisher
      共立出版
    • Related Report
      2009 Self-evaluation Report
  • [Book] 個体数変動の非線形時系列解析「数の数理生物学(数理生物学会編集 : 瀬野裕美責任編集)」2008

    • Author(s)
      酒井憲司
    • Total Pages
      219
    • Publisher
      共立出版
    • Related Report
      2008 Annual Research Report
  • [Remarks]

    • URL

      http://kenkyu-web.tuat.ac.jp/Profiles/1/0000021/theses1.html

    • Related Report
      2010 Final Research Report
  • [Remarks] 国際ワークショップ「カオス・複雑系の生態情報学-生態系モデリングのための分光イメージング」を2007年9月18日に開催した。

    • Related Report
      2010 Final Research Report
  • [Remarks] 本研究プロジェクトに関連する成果発表や今後のプロジェクトの進展のための情報収集・交換・共同研究企画のためのセミナーを開催した.国際共同研究先のNeal Van Alfen教授(カリフォルニア大学デービス校)およびUpadhyaya教授(カリフォルニア大学デービス校)が来日の際に、共同研究の推進方法につき検討した。

    • Related Report
      2010 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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