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Environmental monitoring system and evaluation of physiological activity status and using plant bioelectric potential

Research Project

Project/Area Number 16K18125
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Control engineering/System engineering
Research InstitutionDaido University

Principal Investigator

Shin-ichi Shibata  大同大学, 情報学部, 講師 (50634309)

Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2017: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords植物生体電位 / 生育評価 / 環境モニタリング / pH / クロロフィル蛍光 / 機械学習 / 生育診断 / 環境システム / 環境認識
Outline of Final Research Achievements

In this research, we executed the foundation of research of the environmental monitoring system and evaluation of physiological activity status for plant using plant bioelectric potential. The results are as follows. (1) The correlation between time series characteristics for component of the frequency of the plant bioelectric potential and decreasing chlorophyll fluorescence. (2) The Principal component analysis was effective preprocessing method for machine learning. (3) The average discrimination rate was about more 70% in the experiment result about foliage plant and strawberry. (4) The result was obtained using support vector machine for discrimination of plant condition. (5) The unbalanced training data was used with weighted parameter for subjective class label.

Report

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

    (5 results)

All 2018 2017 2016

All Journal Article (2 results) Presentation (3 results)

  • [Journal Article] 植物生体電位を用いた生理活性状態の評価2018

    • Author(s)
      柴田慎一
    • Journal Title

      アグリバイオ

      Volume: 2(3) Pages: 262-265

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 植物生体電位応答における作物栽培への利活用技術について2018

    • Author(s)
      柴田慎一
    • Journal Title

      アグリバイオ

      Volume: 2(6) Pages: 586-589

    • NAID

      40021926550

    • Related Report
      2017 Annual Research Report
  • [Presentation] 植物生体電位の周波数成分を用いた植物生育診断法の検討2018

    • Author(s)
      7.青山智明,加藤毅士,柴田慎一
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 植物生体電位の周波数特性を用いた生育状態の推定法に関する検討2017

    • Author(s)
      鈴木健人,村松尚征,柴田慎一,木村春彦
    • Organizer
      電子情報通信学会,電子情報通信学会総合大会
    • Place of Presentation
      名城大学
    • Related Report
      2016 Research-status Report
  • [Presentation] 植物生体電位を利用した生育状態の推定法に関する検討2016

    • Author(s)
      柴田慎一,木村春彦
    • Organizer
      平成28年度電気・電子・情報関係学会東海支部連合大会
    • Place of Presentation
      豊田工業高等専門学校
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2019-03-29  

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