Reiju Norisugi

First year PhD student

Research Interests and backgrounds

I am studying earthquake source physics and applications of machine learning techniques to geophysical problems. My current research interests are the followings.

In my master's program, I work with the projects about multi-scale fault constitutive law with Prof. Hiro Noda, and about synthetic (numerical or laboraotry) earthquake prediction using machine learning with Prof. Yoshi Kaneko and Prof. Bertrand Rouet-Leduc.

I am developing numerical simulation of dynamic earthquake sequence by spectral boundary intergral equation method and various machine learning-based method for synthetic earthquake prediction.

Publications ▼

  1. Norisugi, R., Noda, H. (2026).
    Multi-scale rate-and roughness-dependent frictional constitutive law and dynamic earthquake sequence simulation.
    Journal of Geophysical Research: Solid Earth, 131(6), e2025JB033580.
    https://doi-org.kyoto-u.idm.oclc.org/10.1029/2025JB033580
  2. Norisugi, R., Kaneko, Y., & Rouet-Leduc, B. (2025).
    Machine learning predicts meter-scale laboratory earthquakes.
    Nature Communications, 16(1), 9593.
    https://doi.org/10.1038/s41467-025-64542-4
  3. Norisugi, R., Kaneko, Y., & Rouet-Leduc, B. (2024).
    Machine learning predicts earthquakes in the continuum model of a rate-and-state fault with frictional heterogeneities.
    Geophysical Research Letters, 51(9), e2024GL108655.
    https://doi.org/10.1029/2024GL108655

Conferences ▼

  1. ---- 2026 ----
  2. JpGU-AGU, Chiba, Japan.
  3. ---- 2025 ----
  4. 12th ACES International Workshop, Taipei, Taiwan.
  5. SSJ Fall Meeting, Fukuoka, Japan.
  6. The ERC Tectonic Workshop 3rd Edition, Roma, Italy.
  7. JpGU, Chiba, Japan.
  8. ---- 2024 ----
  9. AGU Fall Meeting, Washington D.C., USA.
  10. SSJ Fall Meeting, Nigata, Japan.
  11. International Workshop on Earthquakes 4th Edition, Cargèse, France.
  12. International Joint Workshop on Slow-to-Fast Earthquakes, Beppu, Japan.
  13. JpGU, Chiba, Japan.
  14. ---- 2023 ----
  15. AGU Fall Meeting, San Francisco, USA.
  16. The ERC Tectonic Workshop, Roma 2nd Edition, Italy.
  17. International Joint Workshop on Slow-to-Fast Earthquakes, Tokyo, Japan.

Educations ▼

  • Ph.D. in Geophysics, Kyoto University
    2026/04-present
  • M.Sc. in Geophysics, Kyoto University
    2024/04-2026/03
  • B.Sc. in Geophysics, Kyoto University
    2020/04-2024/03

Awards ▼

  • 2025, Master's Thesis Award, Department of Geophysics, Kyoto University
  • JpGU 2025, Outstanding Student Presentation Award
  • SSJ Fall Meeting 2024, Outstanding Student Presentation Award
  • JpGU 2024, Outstanding Student Presentation Award

Address

Research Center for Earthquake Hazards, Room C205
Disaster Prevention Research Institute
Gokasyo Uji City, Kyoto, 〒611-0011