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Cholera prediction models using satellite remote sensing

Research Project

Project/Area Number 26305026
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section海外学術
Research Field Hygiene and public health
Research InstitutionNagasaki University

Principal Investigator

HASHIZUME Masahiro  長崎大学, 熱帯医学研究所, 教授 (30448500)

Co-Investigator(Kenkyū-buntansha) 森山 雅雄  長崎大学, 工学研究科, 准教授 (00240911)
一瀬 休生  長崎大学, 熱帯医学研究所, 教授 (70176296)
Research Collaborator YAMAMOTO Kazuhide  宇宙航空研究開発機構
Wellington Otieno  マセノ大学
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥10,660,000 (Direct Cost: ¥8,200,000、Indirect Cost: ¥2,460,000)
Fiscal Year 2016: ¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2015: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Fiscal Year 2014: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Keywords疫学 / リモートセンシング / 感染症 / 気候変動 / 統計解析 / 時系列解析 / 衛星観測 / ケニア
Outline of Final Research Achievements

This study aimed to develop a diarrhoea prediction model using environmental information extracted from satellite remote sensing. We developed a time-series regression model by applying a distributed lag non-linear model to concurrently describe the non-linear relationship between environmental factors and the number of diarrhoea cases over multiple weeks of lag. The number of weekly diarrhoea cases visiting hospitals around the Lake Victoria in Nyanza province, Kenya was revealed to be predictable using environmental data including land surface temperature, water surface temperature, normalized difference vegetation index (NDVI) around the hospital, area of high NDVI on the lake surface (as an index of floating water hyacinth) and rainfall that were extracted from the MODIS satellite images and the GSMap.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (7 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (1 results) Journal Article (1 results) Presentation (5 results) (of which Invited: 2 results)

  • [Int'l Joint Research] マセノ大学(ケニア)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 東アフリカの高地マラリアとインド洋ダイポールモード現象2014

    • Author(s)
      橋爪真弘
    • Journal Title

      化学療法の領域

      Volume: 30 Pages: 113-120

    • Related Report
      2014 Annual Research Report
  • [Presentation] 東アフリカの高地マラリアとインド洋ダイポールモード現象2017

    • Author(s)
      橋爪真弘
    • Organizer
      日本気象学会2017年度秋季大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] The association between environmental factors and malaria, diarrhea around the Lake Victoria in Kenya.2016

    • Author(s)
      Matsushita N, Kim Y, Moriyama M, Yamamoto K, Igarashi T, Yamamoto A, Otieno W, Minakawa N, Hashizume M
    • Organizer
      International Society of Environmental Epidemiology - Asia Chapter Conference
    • Place of Presentation
      北海道大学(北海道、札幌市)
    • Year and Date
      2016-06-26
    • Related Report
      2016 Annual Research Report
  • [Presentation] 公衆衛生におけるリモートセンシングの活用2015

    • Author(s)
      松下直彦、橋爪真弘
    • Organizer
      日本リモートセンシング学会 第59回(平成27年度秋季)学術講演会
    • Place of Presentation
      長崎大学(長崎県・長崎市)
    • Year and Date
      2015-11-26
    • Related Report
      2015 Annual Research Report
  • [Presentation] Climate, climate change and diarrhea in low-income settings -time-series regression analysis-2014

    • Author(s)
      Masahiro Hashizume
    • Organizer
      2014 Conference of International Society for Environmental Epidemiology Asia Chapter
    • Place of Presentation
      Shanghai, China
    • Year and Date
      2014-11-29 – 2014-12-02
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Indian Ocean Dipole and Infectious Disease Dynamics in Tropical Asia and Africa.2014

    • Author(s)
      Masahiro Hashizume
    • Organizer
      5th Asia-Pacific Conference on Public Health
    • Place of Presentation
      Seoul, South Korea
    • Year and Date
      2014-04-10 – 2014-04-11
    • Related Report
      2014 Annual Research Report
    • Invited

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Published: 2014-04-04   Modified: 2019-03-29  

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