Sat. May 20, 2017 9:00 AM - 10:30 AM A01 (Tokyo Bay Makuhari Hall)

[EJ] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Dmitri Kondrashov(University of California, Los Angeles), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Sergey Kravtsov(University of Wisconsin Milwaukee), Chairperson:Takafumi Niihara(The University Museum, The University of Tokyo), Chairperson:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology)

Sat. May 20, 2017 10:45 AM - 12:15 PM A01 (Tokyo Bay Makuhari Hall)

[EJ] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Dmitri Kondrashov(University of California, Los Angeles), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Sergey Kravtsov(University of Wisconsin Milwaukee), Chairperson:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Chairperson:Sergey Kravtsov(University of Wisconsin Milwaukee)

Sat. May 20, 2017 3:30 PM - 5:00 PM 102 (International Conference Hall 1F)

[EJ] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Dmitri Kondrashov(University of California, Los Angeles), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Sergey Kravtsov(University of Wisconsin Milwaukee), Chairperson:Kenta Yoshida(Japan Agency for Marine-earth Science and Technology), Chairperson:Dmitri Kondrashov(University of California, Los Angeles,)

Sat. May 20, 2017 1:45 PM - 3:15 PM Poster Hall (International Exhibition Hall HALL7)

[EJ] Poster
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Dmitri Kondrashov(University of California, Los Angeles), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Sergey Kravtsov(University of Wisconsin Milwaukee)

Wed. May 24, 2017 3:30 PM - 5:00 PM Poster Hall (International Exhibition Hall HALL7)

[EE] Poster
| S (Solid Earth Sciences)
| S-SS Seismology

[S-SS04] [EE] Subduction zone dynamics from regular earthquakes through slow earthquakes to creep

[SSS04-P42] Spatial distribution of long-term slow slip events beneath the Bungo Channel under sparsity constraints

*Ryoko Nakata¹, Hideitsu Hino², Tatsu Kuwatani³, Shoichi Yoshioka⁴, Masato Okada⁵, Takane Hori¹ (1.R & D Center for Earthquake and Tsunami, Japan Agency for Marine-Earth Science and Technology, 2.University of Tsukuba, 3.Department of Solid Earth Geochemistry, Japan Agency for Marine-Earth Science and Technology, 4.Kobe University, 5.The University of Tokyo)

Wed. May 24, 2017 5:15 PM - 6:30 PM Poster Hall (International Exhibition Hall HALL7)

[EE] Poster
| S (Solid Earth Sciences)
| S-SS Seismology

[S-SS04] [EE] Subduction zone dynamics from regular earthquakes through slow earthquakes to creep

[SSS04-P42] Spatial distribution of long-term slow slip events beneath the Bungo Channel under sparsity constraints

*Ryoko Nakata¹, Hideitsu Hino², Tatsu Kuwatani³, Shoichi Yoshioka⁴, Masato Okada⁵, Takane Hori¹ (1.R & D Center for Earthquake and Tsunami, Japan Agency for Marine-Earth Science and Technology, 2.University of Tsukuba, 3.Department of Solid Earth Geochemistry, Japan Agency for Marine-Earth Science and Technology, 4.Kobe University, 5.The University of Tokyo)

Tue. May 23, 2017 3:30 PM - 5:00 PM 202 (International Conference Hall 2F)

[JJ] Oral
| S (Solid Earth Sciences)
| S-MP Mineralogy & Petrology

[S-MP43] [JJ] Brittle-Ductile Transition and Supercritical Geofluids for Crustal Energy in Island Arc

4:15 PM - 4:30 PM

[SMP43-10] Data-driven analysis for evaluating crustal energy in island arc

*Tatsu Kuwatani^1,2, Hikaru Iwamori^1,3, Takeshi Komai⁴ (1.Japan Agency for Marine-Earth Science and Technology (JAMSTEC), 2.Japan Science and Technology Agency (JST), 3.Tokyo Institute of Technology, 4.Tohoku University)

Wed. May 24, 2017 3:30 PM - 5:00 PM 101 (International Conference Hall 1F)

[JJ] Oral
| S (Solid Earth Sciences)
| S-GC Geochemistry

[S-GC54] [JJ] Frontiers in Geochemistry

3:30 PM - 3:45 PM

[SGC54-07] A new statistical method to identify geochemical data structure

*Hikaru Iwamori¹, Kenta Yoshida¹, Hitomi Nakamura^1,2,3, Tatsu Kuwatani¹, Morihisa Hamada¹, Satoru Haraguchi¹, Kenta Ueki⁴ (1.Solid Earth Geochemistry, Japan Agency for Marine-Earth Science and Technology, 2.Department of Earth and Planetary Sciences, Tokyo Institute of Technology, 3.Ocean Resources Research Center for Next Generation, Chiba Institute of Technology, 4.Earthquake Research Institute, The University of Tokyo)

Mon. May 22, 2017 3:30 PM - 5:00 PM 202 (International Conference Hall 2F)

[JJ] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-IS Intersection

[M-IS24] [JJ] Integrated Analysis of Geoscience Observations from the Floor to Surface of the Ocean

3:30 PM - 3:45 PM

[MIS24-01] A total station plan combined with “Chikyu” and DONET: simultaneous observation from seafloor to atmosphere

*Keisuke Ariyoshi¹, Akiko To¹, Yuya Machida¹, Shuhei Nishida¹, Yasumasa Miyazawa¹, Toru Miyama¹, Akira Kuwano-Yoshida¹, Hiroshi Uchida¹, Akira Nagano¹, Takuya Hasegawa¹, Masahide Wakita¹, Tatsu Kuwatani¹, Kan Aoike¹ (1.Japan Agency for Marine-Earth Science and Technology)

Sat. May 20, 2017 10:45 AM - 12:15 PM A01 (Tokyo Bay Makuhari Hall)

[EJ] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

11:15 AM - 11:30 AM

[MGI29-09] Bayesian inversion analysis of nonlinear spatiotemporal dynamics of heterogeneous reactions in rock-water interactions

*Toshiaki Omori¹, Ryota Morimoto¹, Tatsu Kuwatani², Atsushi Okamoto³, Koji Hukushima⁴ (1.Kobe University, 2.JAMSTEC, 3.Tohoku University, 4.University of Tokyo)

Sat. May 20, 2017 1:45 PM - 3:15 PM Poster Hall (International Exhibition Hall HALL7)

[EJ] Poster
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[MGI29-P01] Geochemical database of Japanese islands for data-driven science: problem and solution of published domestic data

*Satoru Haraguchi¹, Kenta Ueki², Kenta Yoshida¹, Tatsu Kuwatani¹, Hikaru Iwamori¹ (1.Japan Agency for Marine-Earth Science and Technology, 2.Earthquake Researc Institute, University of Tokyo)

[MGI29-P07] Progressive evolution of the whole rock composition during metamorphism revealed by machine learning technique

*Kenta Yoshida¹, Tatsu Kuwatani^1,2, Takao Hirajima³, Hikaru Iwamori¹, Shotaro Akaho⁴ (1.Japan Agency for Marine-earth Science and Technology, 2.PRESTO, Japan Science and Technology Agency, 3.Kyoto University, 4.National Institute of Advanced Industrial Science and Technology)

[MGI29-P21] Optimization of non-ideal parameters of amphibole solid solution using exchange Monte Carlo Method

*Atsushi Okamoto¹, Tatsu Kuwatani², Kenta Ueki³, Toshiaki Omori⁴, Koji Hukushima⁵ (1.Graduate School of Environmental Studies, Tohoku University, 2.Japan Agency for Marine-Earth Science and Technology, 3.Earthquake Research Institute, The University of Tokyo, 4.Kobe University, 5.University of Tokyo)

Sat. May 20, 2017 5:15 PM - 6:30 PM Poster Hall (International Exhibition Hall HALL7)

[EJ] Poster
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[MGI29-P01] Geochemical database of Japanese islands for data-driven science: problem and solution of published domestic data

*Satoru Haraguchi¹, Kenta Ueki², Kenta Yoshida¹, Tatsu Kuwatani¹, Hikaru Iwamori¹ (1.Japan Agency for Marine-Earth Science and Technology, 2.Earthquake Researc Institute, University of Tokyo)

[MGI29-P07] Progressive evolution of the whole rock composition during metamorphism revealed by machine learning technique

*Kenta Yoshida¹, Tatsu Kuwatani^1,2, Takao Hirajima³, Hikaru Iwamori¹, Shotaro Akaho⁴ (1.Japan Agency for Marine-earth Science and Technology, 2.PRESTO, Japan Science and Technology Agency, 3.Kyoto University, 4.National Institute of Advanced Industrial Science and Technology)

[MGI29-P21] Optimization of non-ideal parameters of amphibole solid solution using exchange Monte Carlo Method

*Atsushi Okamoto¹, Tatsu Kuwatani², Kenta Ueki³, Toshiaki Omori⁴, Koji Hukushima⁵ (1.Graduate School of Environmental Studies, Tohoku University, 2.Japan Agency for Marine-Earth Science and Technology, 3.Earthquake Research Institute, The University of Tokyo, 4.Kobe University, 5.University of Tokyo)

Tatsu Kuwatani

Convener, Chairperson

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

Speaker, Author, Co-Author

[S-SS04] [EE] Subduction zone dynamics from regular earthquakes through slow earthquakes to creep

[SSS04-P42] Spatial distribution of long-term slow slip events beneath the Bungo Channel under sparsity constraints

[S-SS04] [EE] Subduction zone dynamics from regular earthquakes through slow earthquakes to creep

[SSS04-P42] Spatial distribution of long-term slow slip events beneath the Bungo Channel under sparsity constraints

[S-MP43] [JJ] Brittle-Ductile Transition and Supercritical Geofluids for Crustal Energy in Island Arc

[SMP43-10] Data-driven analysis for evaluating crustal energy in island arc

[S-GC54] [JJ] Frontiers in Geochemistry

[SGC54-07] A new statistical method to identify geochemical data structure

[M-IS24] [JJ] Integrated Analysis of Geoscience Observations from the Floor to Surface of the Ocean

[MIS24-01] A total station plan combined with “Chikyu” and DONET: simultaneous observation from seafloor to atmosphere

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[MGI29-09] Bayesian inversion analysis of nonlinear spatiotemporal dynamics of heterogeneous reactions in rock-water interactions

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[MGI29-P01] Geochemical database of Japanese islands for data-driven science: problem and solution of published domestic data

[MGI29-P07] Progressive evolution of the whole rock composition during metamorphism revealed by machine learning technique

[MGI29-P21] Optimization of non-ideal parameters of amphibole solid solution using exchange Monte Carlo Method

[M-GI29] [EJ] Data-driven analysis, modeling and prediction in geosciences

[MGI29-P01] Geochemical database of Japanese islands for data-driven science: problem and solution of published domestic data

[MGI29-P07] Progressive evolution of the whole rock composition during metamorphism revealed by machine learning technique

[MGI29-P21] Optimization of non-ideal parameters of amphibole solid solution using exchange Monte Carlo Method