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Land-use classification applicable to rural landscapes of Southeast Asia using very high spatial resolution satellite imagery

Research Project

Project/Area Number 24658024
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Horticulture/Landscape architecture
Research InstitutionThe University of Tokyo

Principal Investigator

OKUBO Satoru  東京大学, 農学生命科学研究科, 助教 (30334329)

Co-Investigator(Kenkyū-buntansha) HARASHINA Koji  岩手大学, 農学部, 准教授 (40396411)
Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords高解像度衛星画像 / オブジェクト分類 / 分類木 / テクスチャ情報 / 分類樹木
Research Abstract

Monitoring land use/cover changes in humid tropical agricultural landscapes is crucial to establish sustainable rural developments. However, the characteristic spatio-temporal complexity of mosaic landscapes makes it difficult to obtain accurate land use/cover maps using single-dated and moderate-resolution remotely sensed images. In this study, we attempted to classify land use/cover by utilizing texture measures to improve object-oriented classification based on a single-dated QuickBird image. GLCM texture measures, especially entropy, improved classification accuracy in delineating paddy rice fields irrespective of the stage of rice growth. The classification rule set derived from the CART modelling was intuitively understandable: a whole image was divided into green or non-green texturally homogeneous or heterogeneous land use/cover classes, which seems to describe the fundamental nature of the characteristics of various land use/covers of agricultural landscapes.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (4 results)

All 2014 2013 2010

All Journal Article (1 results) Book (3 results)

  • [Journal Article] Land use/cover classification of a complex agricultural landscape using single-dated very high spatial resolution satellite-sensed imagery2010

    • Author(s)
      Okubo S, Parikesit, Muhamad D, Harashina K, Takeuchi K, Umezaki M.
    • Journal Title

      Canadian Journal of Remote Sensing

      Volume: 36 Issue: 6 Pages: 722-736

    • DOI

      10.5589/m11-010

    • Related Report
      2013 Final Research Report
  • [Book] なぜ里山の生物多様性を守るのか?:地域生態学から捉える.「アジアの環境研究入門」2014

    • Author(s)
      大久保悟
    • Publisher
      東京大学出版会
    • Related Report
      2013 Final Research Report
  • [Book] 農業生産システムを生態系として捉える:生産と生物多様性保全の両立.東京大学アジア生物資源環境研究センター編「アジアの生物資源環境学:持続可能な社会をめざして」2013

    • Author(s)
      大久保悟
    • Publisher
      東京大学出版会
    • Related Report
      2013 Final Research Report
  • [Book] 農業生産システムを生態系として捉える:生産と生物多様性保全の両立2013

    • Author(s)
      大久保悟
    • Publisher
      東京大学出版会
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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