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Development of nonstationary point process model of swarm activity for monitoring of volcanic activity and aseismic slip

Research Project

Project/Area Number 16K00065
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Statistical science
Research InstitutionThe University of Tokyo (2018)
The Institute of Statistical Mathematics (2016-2017)

Principal Investigator

KUMAZAWA Takao  東京大学, 地震研究所, 特任助教 (60649482)

Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
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: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords地震活動 / 点過程 / ETASモデル / 統計 / 余震 / 常時地震活動 / 点過程モデル / 非定常ETASモデル / ベイズ統計 / 熊本地震 / ベイズ的逆解析 / 異常地震活動 / 確率予測 / 群発地震
Outline of Final Research Achievements

In this study, we have developed a nonstationary ETAS model (a point process model) that analyzes seismic swarm data driven by some external forces such as fault pore fluid pressure due to magma and water intrusions. In particular, we proposed a method to predict the activity scale and the end time (duration) of volcanic swarm earthquakes caused by magma intrusion in Izu region, applying the relationship between crustal strain time series data and seismic activity.

Academic Significance and Societal Importance of the Research Achievements

地殻内の現象は内陸部の稠密なGPS観測点による膨大な観測データに関わらず、それらの解析法の困難さと発展途上性から解っていないことが多い。地震発生時系列をETASモデルを基調とした非定常点過程モデルを用いてパラメータの時空間変動を推定し、判明している地球物理モデルと対応させていくことでプレート運動と地震発生メカニズムの関係理解をより一層深めることができると考えられる。

Report

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

    (22 results)

All 2019 2018 2017 2016

All Journal Article (8 results) (of which Open Access: 7 results,  Peer Reviewed: 3 results) Presentation (14 results) (of which Int'l Joint Research: 4 results,  Invited: 4 results)

  • [Journal Article] 北海道胆振東部地震の余震活動の特徴について2019

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Journal Title

      第221回地震予知連絡会

      Volume: 101

    • Related Report
      2018 Annual Research Report
    • Open Access
  • [Journal Article] 点過程モデルによる熊本地震前後の地震活動の解析2018

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Journal Title

      地震予知連絡会会報

      Volume: 100 Pages: 397-404

    • Related Report
      2018 Annual Research Report
    • Open Access
  • [Journal Article] Measuring seismicity diversity and anomalies using point process models: case studies before and after the 2016 Kumamoto earthquakes in Kyushu, Japan2017

    • Author(s)
      Kumazawa Takao、Ogata Yosihiko、Tsuruoka Hiroshi
    • Journal Title

      Earth, Planets and Space

      Volume: 69 Issue: 1 Pages: 169-169

    • DOI

      10.1186/s40623-017-0756-6

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Aftershock analysis of the 2016 Kumamoto earthquakes2017

    • Author(s)
      Kumazawa Takao、Ogata Yosihiko、Tsuruoka Hiroshi
    • Journal Title

      Report of the Coordinating Committee for Earthquake Prediction

      Volume: 98 Pages: 386-391

    • Related Report
      2017 Research-status Report
  • [Journal Article] Background rates of swarm earthquakes that are synchronized with volumetric strain changes2016

    • Author(s)
      Kumazawa, T., Ogata, Y., Kimura, K., Maeda, K. and Kobayashi, A.
    • Journal Title

      Earth and Planetary Science Letters

      Volume: 442 Pages: 51-60

    • DOI

      10.1016/j.epsl.2016.02.049

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Accelerated nucleation of the 2014 iquique, Chile Mw 8.2 earthquake2016

    • Author(s)
      Kato, A., Fukuda, J., Kumazawa, T., Nakagawa, S.
    • Journal Title

      Scientific Reports

      Volume: 6 Issue: 1 Pages: 24792-24792

    • DOI

      10.1038/srep24792

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 2016年4月1日三重県南東沖の地震(M6.1)に続く群発地震活動の統計解析2016

    • Author(s)
      熊澤貴雄,尾形良彦,加藤愛太郎,鶴岡弘
    • Journal Title

      地震予知連絡会会報

      Volume: 96 Pages: 304-310

    • Related Report
      2016 Research-status Report
    • Open Access
  • [Journal Article] 2016年熊本地震前の九州地域の地震活動および余震活動の統計的モニタリング2016

    • Author(s)
      熊澤貴雄,尾形良彦,鶴岡弘
    • Journal Title

      地震予知連絡会会報

      Volume: 96 Pages: 642-651

    • Related Report
      2016 Research-status Report
    • Open Access
  • [Presentation] 2011年東北沖地震地震前の広域地震活動変動2018

    • Author(s)
      熊澤貴雄、尾形良彦、遠田晋次
    • Organizer
      日本地震学会2018年度秋季大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 2011年東北沖地震地震前の地震活動変動の統計解析2018

    • Author(s)
      熊澤貴雄、尾形良彦、遠田晋次
    • Organizer
      日本地球惑星連合2018年大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Background rates of swarm earthquakes that are synchronized with volumetric strain changes2018

    • Author(s)
      Kumazawa Takao
    • Organizer
      International Conference for the Decade Memory of the Wenchuan Earthquake with the 4th International Conference on Continental Earthquakes
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 点過程モデルによる熊本地震前後の地震活動の解析2017

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Organizer
      第218回地震予知連絡会
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] 熊本地震前後の地震活動について2017

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Organizer
      第8回研究集会「日本における地震発生予測検証実験(CSEP-Japan)」
    • Related Report
      2017 Research-status Report
  • [Presentation] 2016年熊本地震発生前後の九州地方地震活動の点過程モデルによる解析2017

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Organizer
      日本地震学会2017年度秋季大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 点過程モデルによる熊本地震の一年間余震活動の解析2017

    • Author(s)
      熊澤貴雄, 尾形良彦, 鶴岡弘
    • Organizer
      2017年度統計関連学会連合大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Statistical Monitoring of the Seismicity before and after the Kumamoto Earthquakes2017

    • Author(s)
      Kumazawa, T., Ogata, Y. and Tsuruoka, H.
    • Organizer
      10th International Workshop on Statistical Seismology (StatSei10)
    • Place of Presentation
      Museum of New Zealand Te Papa Tongarewa, ウェリントン, ニュージーランド
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Modeling Earthquake Anomalies: Application of ETAS (Epidemic-Type Aftershock Sequence) Model and Its Improvement2016

    • Author(s)
      Kumazawa, T
    • Organizer
      2016 The 10th ICSA International Conference on Global Growth of Modern Statistics in the 21st Century
    • Place of Presentation
      Shanghai Jiao Tong University, 上海市, 中国
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Statistical Monitoring of the Seismic Activities before and after the Kumamoto Earthquakes2016

    • Author(s)
      Kumazawa, T., Ogata, Y. and Tsuruoka, H.
    • Organizer
      2016 Fall Meeting of the American Geophysical Union (AGU) (米国地球物理学連合 2016年秋季大会)
    • Place of Presentation
      Moscone Center,サンフランシスコ,アメリカ合衆国
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 三重県南東沖の地震(M6.1)に続く群発地震活動の統計解析2016

    • Author(s)
      熊澤貴雄,尾形良彦,加藤愛太郎,鶴岡]弘
    • Organizer
      日本地震学会2016年度秋季大会
    • Place of Presentation
      名古屋国際会議場,名古屋市
    • Related Report
      2016 Research-status Report
  • [Presentation] 熊本地震前後の九州地方地震活動の点過程モデルによる解析2016

    • Author(s)
      熊澤貴雄,尾形良彦
    • Organizer
      2016年度統計関連学会連合大会
    • Place of Presentation
      金沢大学角間キャンパス, 石川県金沢市
    • Related Report
      2016 Research-status Report
  • [Presentation] Some development on predicting earthquake swarms using volumetric strain records2016

    • Author(s)
      熊澤貴雄, 尾形良彦, 木村一洋, 前田憲二, 小林昭夫
    • Organizer
      日本地球惑星科学連合2016年大会
    • Place of Presentation
      幕張メッセ国際会議場,千葉市
    • Related Report
      2016 Research-status Report
  • [Presentation] Accelerated nucleation of the 2014 Iquique, Chile Mw 8.2 Earthquake2016

    • Author(s)
      加藤愛太郎,福田淳一,熊澤貴雄,中川茂樹
    • Organizer
      日本地球惑星科学連合2016年大会
    • Place of Presentation
      幕張メッセ国際会議場,千葉市
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2020-03-30  

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