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Development of a rice growth observation system using a laser scanner onboard a small UAV with dual laser-scanning inclination angles

Research Project

Project/Area Number 26450362
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionNagaoka University of Technology

Principal Investigator

Takahashi Kazuyoshi  長岡技術科学大学, 工学研究科, 准教授 (00332651)

Co-Investigator(Kenkyū-buntansha) 入江 博樹  熊本高等専門学校, 建築社会デザイン工学科, 教授 (70249887)
Research Collaborator HIGUCHI Yasuhiro  
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywordsスマート農業 / レーザレンジファインダ / 精密農業 / 草丈推定 / 草丈 / 茎数 / 草冠位置参照 / 植生層高さ / 空間体積 / リモートセンシング / ラインレーザスキャナ / 無人航空機 / 植被率
Outline of Final Research Achievements

A UAV system equipped with a non-survey grade laser rangefinder (LRF) was developed. A novel algorithm of estimating rice plant height (H) was proposed and its validity was evaluated based on point cloud data obtained by ground-based observations.
As the result of the observation data analysis, the estimation error (RMSE) was minimized to 4cm with the laser-scanned vegetation layer height (rD) calculated by two vertical distances of point cloud data of 1 percentile and 95 percentile. It was found that the rD hardly increased with H in an area of laser incident angles greater than 30 degrees. UAV observations at low altitudes were conducted in 2016. Applying the algorithm to the UAV observation data, the RMSE of plant height was 7cm. From the results of ground-base and UAV observations, it is necessary to consider the local coverage of rice plants to improve estimation accuracy and to achieve practical UAV monitoring of rice growth in wide areas.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (13 results)

All 2016 2015 2014

All Journal Article (8 results) (of which Peer Reviewed: 2 results,  Open Access: 1 results,  Acknowledgement Compliant: 8 results) Presentation (5 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] Method for estimating rice plant height without ground surface detection using laser scanner measurement2016

    • Author(s)
      Anh Thu Thi Phan,Kazuyoshi Takahashi,Atsushi Rikimaru,Yasuhiro Higuchi
    • Journal Title

      Journal of Applied Remote Sensing

      Volume: 10(4) Issue: 4 Pages: 046018-046018

    • DOI

      10.1117/1.jrs.10.046018

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 小型レーザスキャナ搭載UAVシステムを用いた水稲生育モニタリングの試み2016

    • Author(s)
      尾高直人,高橋一義
    • Journal Title

      第61回日本リモートセンシング学会学術講演会論文集

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 小型レーザスキャナ計測による水稲生育モニタリングの検討2016

    • Author(s)
      市川由輔,高橋一義,樋口泰浩
    • Journal Title

      第61回日本リモートセンシング学会学術講演会論文集

      Volume: -

    • Related Report
      2016 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] 小型・低コストな無人無線航空機ベースのレーザスキャナ計測システムの試作とその性能評価2015

    • Author(s)
      高橋一義,THU Phan Thi Anh,入江博樹,山田貴浩
    • Journal Title

      応用測量論文集

      Volume: 26 Pages: 11-20

    • NAID

      40020577361

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 若手研究者の挑戦 第3回 レーザスキャナ計測による作物の生育診断方法2015

    • Author(s)
      高橋一義
    • Journal Title

      Optronics

      Volume: 407 Pages: 150-156

    • NAID

      40020647227

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] DEVELOPMENT OF A LOW-COST SMALL DRONE-BASED LASER-SCANNER SYSTEM FOR RICE MONITORING2015

    • Author(s)
      Kazuyoshi Takahashi,Phan Thi Anh Thu,Hiroki Irie, Takahiro Yamada
    • Journal Title

      Proceedings of the 36th Asian Conference on Remote Sensing - PDF

      Volume: -

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] A STUDY OF EFFECT OF PLANTING DENSITIES AND DIRECTIONS ON RICE GROWTH MEASUREMENT USING LASER SCANNER2015

    • Author(s)
      Phan Thi Anh Thu, Kazuyoshi Takahashi, Atsushi Rikimaru
    • Journal Title

      Proceedings of the 36th Asian Conference on Remote Sensing - PDF

      Volume: -

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] 水稲生育モニタリングのための小型 UAV ベースのレーザスキャナ計測システムの試作2014

    • Author(s)
      高橋一義
    • Journal Title

      第57回日本リモートセンシング学会学術講演会論文集

      Volume: 57 Pages: 187-188

    • Related Report
      2014 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] 小型レーザスキャナ搭載UAVシステムを用いた水稲生育モニタリングの試み2016

    • Author(s)
      尾高直人,高橋一義
    • Organizer
      日本リモートセンシング学会
    • Place of Presentation
      新潟テルサ
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] 市川由輔,高橋一義,樋口泰浩2016

    • Author(s)
      型レーザスキャナ計測による水稲生育モニタリングの検討
    • Organizer
      日本リモートセンシング学会
    • Place of Presentation
      新潟テルサ
    • Year and Date
      2016-11-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] DEVELOPMENT OF A LOW-COST SMALL DRONE-BASED LASER-SCANNER SYSTEM FOR RICE MONITORING2015

    • Author(s)
      Kazuyoshi Takahashi
    • Organizer
      The 36th Asian Conference on Remote Sensing
    • Place of Presentation
      Manila Philippines
    • Year and Date
      2015-10-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A STUDY OF EFFECT OF PLANTING DENSITIES AND DIRECTIONS ON RICE GROWTH MEASUREMENT USING LASER SCANNER2015

    • Author(s)
      Phan Thi Anh Thu
    • Organizer
      The 36th Asian Conference on Remote Sensing
    • Place of Presentation
      Manila Philippines
    • Year and Date
      2015-10-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 水稲生育モニタリングのための小型 UAV ベースのレーザスキャナ計測システムの試作2014

    • Author(s)
      高橋一義
    • Organizer
      第57回日本リモートセンシング学会学術講演会
    • Place of Presentation
      京都大学宇治おうばくプラザ
    • Year and Date
      2014-11-07
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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