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Master equations for epidemic dynamics in networks

Research Project

Project/Area Number 16K05507
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Biological physics/Chemical physics/Soft matter physics
Research InstitutionHokkaido University

Principal Investigator

Nemoto Koji  北海道大学, 理学研究院, 教授 (60202248)

Co-Investigator(Kenkyū-buntansha) 長谷川 雄央  茨城大学, 理工学研究科(理学野), 准教授 (10528425)
Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
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相転移 / 感染症ダイナミクス / ネットワーク科学 / 数理生物学 / 統計物理学 / 感染症
Outline of Final Research Achievements

The behavior of the SWIR infection model with finite seed ratio (initially infected person) was analyzed on a regular random graph by numerical analysis of AME (approximate master equation), and the existence of two critical infection rates was clarified. In addition, a model that introduced quarantine measures to the SIR infection model on regular random and scale-free networks is proposed, and the superiority to random vaccine measures is clarified. Furthermore, both SWIS and SWSIS models, which are extensions of the SIS model, are examined in a unified manner, and the mechanism of continuous phase transition and discontinuous phase transition that appear in the finite seed ratio variation is clarified.

Academic Significance and Societal Importance of the Research Achievements

ネットワーク上の感染症ダイナミクス解析手法であるAMEの拡張と様々なモデル計算においてその相転移メカニズムの解明に資する手法の有効性が明らかになり,より正確な感染症ダイナミクスの把握や効果的な隔離対策の有用性を示す解析・研究につながることが期待され,昨今の新型コロナウィルス対策のための数理モデルに対する知見となりうる成果である。合わせて非平衡統計物理学へのフィードバックとして手法の応用を考えることも可能となる。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (9 results)

All 2018 2017 2016

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (7 results)

  • [Journal Article] Sudden spreading of infections in an epidemic model with a finite seed fraction2018

    • Author(s)
      Takehisa Hasegawa and Koji Nemoto
    • Journal Title

      The European Physical Journal B

      Volume: Vol.91 Issue: 3

    • DOI

      10.1140/epjb/e2018-80343-3

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Efficiency of prompt quarantine measures on a susceptible-infected-removed model in networks2017

    • Author(s)
      Takehisa Hasegawa and Koji Nemoto
    • Journal Title

      Physical Review E

      Volume: Vol.96 Issue: 2

    • DOI

      10.1103/physreve.96.022311

    • NAID

      120006346115

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Presentation] 複雑な接触伝播モデルの初期状態依存性II2018

    • Author(s)
      長谷川雄央, 根本幸児
    • Organizer
      日本物理学会2018年秋季大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Phase transition of infectious disease models in networks with finite seed fractions2018

    • Author(s)
      Takehisa Hasegawa
    • Organizer
      Quantum walks and dynamics on networks
    • Related Report
      2017 Research-status Report
  • [Presentation] Characterizing and Modeling Weighted Networks2017

    • Author(s)
      長谷川雄央
    • Organizer
      水戸数学・情報数理研究会2017
    • Related Report
      2017 Research-status Report
  • [Presentation] 複雑な接触伝播モデルの初期状態依存性2017

    • Author(s)
      長谷川雄央, 根本幸児
    • Organizer
      日本物理学会2017年秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 複数の感染源が引き起こす感染症の爆発的拡がり2016

    • Author(s)
      根本幸児, 長谷川雄央
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Year and Date
      2016-09-13
    • Related Report
      2016 Research-status Report
  • [Presentation] ネットワーク上の感染症における隔離対策の効果2016

    • Author(s)
      長谷川雄央, 根本幸児
    • Organizer
      日本物理学会2016年秋季大会
    • Place of Presentation
      金沢大学(石川県・金沢市)
    • Year and Date
      2016-09-13
    • Related Report
      2016 Research-status Report
  • [Presentation] Outbreaks in the SIR epidemics with multiple seeds - a statistical physics approach2016

    • Author(s)
      Takehisa Hasegawa
    • Organizer
      JSMB2016
    • Place of Presentation
      九州大学(福岡県・福岡市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2021-02-19  

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