Outline of Session

   

Multidisciplinary and Interdisciplinary(M) / Technology & Techniques(TT)
M-TT40 New frontier of data analysis in geoscience: Data-driven approach


Short title Data-driven geoscience
Oral presentation
Date/Room/Chair
May 27 PM2 (16:15 - 18:00) 201A Atsushi Okamoto  / Takafumi Niihara 
May 28 AM1 (09:00 - 10:45) 201A Kenta Ueki  / Tatsu Kuwatani 
May 28 AM2 (11:00 - 11:45) 201A Kengo Nakamura 
Poster presentation
Date/Room
May 27 (Core Time 18:15 - 19:30) Convention Hall
Contact Tatsu Kuwatani
Email kuwatani@mail.kankyo.tohoku.ac.jp
Convener Tatsu Kuwatani  / Takeshi Komai  / Hideaki Miyamoto  / Katsuaki Koike  / Takane Hori  / Hiromichi Nagao 
Scope It is important to extract essential processes and structures from observed data sets in order to understand the dynamic behavior of the earth and planetary systems. Recently, many powerful methodologies have been proposed to extract useful information from high-dimensional data sets in information sciences. This session aims to provide an opportunity to gather various geoscientists to have a productive discussion for interdisciplinary collaborations.
Notes  


Time Presentation No Title Author Presenter Abstract
Oral Presentation   May 27 PM2 (16:15-18:00) 201A                              to the top
16:15 - 16:30 MTT40-01 Data-driven approaches to frontier of earth and planetary sciences KUWATANI, Tatsu
NAGATA, Kenji
OKADA, Masato
other
KUWATANI, Tatsu
16:30 - 16:45 MTT40-02 Estimation of bulk composition for meteoritic samples using handheld XRF NIIHARA, Takafumi
MIYAMOTO, Hideaki
HONG, Peng K.
other
NIIHARA, Takafumi
16:45 - 17:00 MTT40-03 Microscopic model for nucleation pathways of polymorphic minerals from solutions OKAMOTO, Atsushi
KUWATANI, Tatsu
OMORI, Toshiaki
other
OKAMOTO, Atsushi
17:00 - 17:15 MTT40-04 Data-driven imaging of seismic wave field in the Tokyo metropolitan area based on lasso MIZUSAKO, Sadanobu
NAGAO, Hiromichi
HIROSE, Kei
other
NAGAO, Hiromichi
17:15 - 17:30 Invited
MTT40-05
AIC model selection in microboudin palaeo-piezometer MATUMURA, Taroujirou
MASUDA, Toshiaki
MATUMURA, Taroujirou
17:30 - 17:45 MTT40-06 Application of principal component analysis to seafloor basalt and its quantitative interpretation UNO, Masaoki
KUWATANI, Tatsu
UEKI, Kenta
UNO, Masaoki
17:45 - 18:00 3-min talk in an oral session (MTT40-P01)
Oral Presentation   May 28 AM1 (09:00-10:45) 201A                              to the top
09:00 - 09:15 MTT40-07 Distribution mechanism of heavy metals revealed by correspondence analysis in the Natori River, Send NAKAMURA, Kengo
KUWATANI, Tatsu
KAWABE, Yoshishige
other
NAKAMURA, Kengo
09:15 - 09:30 MTT40-08 Spatial modeling of metal contents in a kuroko-type deposit with application to estimating ore-solutions paths UCHIKURA, Risa
KUBO, Taiki
LIU, Chunxue
other
KOIKE, Katsuaki
09:30 - 09:45 MTT40-09 Bayesian analysis of nonlinear dynamics in heterogeneous reactions -- toward understanding of rock-forming processes -- OMORI, Toshiaki
KUWATANI, Tatsu
OKAMOTO, Atsushi
other
OMORI, Toshiaki
09:45 - 10:00 MTT40-10 Deconvolution analysis of reflectance spectra of synthetic clinopyroxenes using the exchange Monte Carlo method HONG, Peng
MIYAMOTO, Hideaki
NAGATA, Kenji
other
HONG, Peng
10:00 - 10:15 MTT40-11 Study on direction finding method based on sparsity OTA, Mamoru
KASAHARA, Yoshiya
GOTO, Yoshitaka
OTA, Mamoru
10:15 - 10:30 MTT40-12 Data-driven spatial modeling of frictional features at plate subduction zones KANO, Masayuki
SUZUKI, Akihiro
NAGAO, Hiromichi
other
KANO, Masayuki
10:30 - 10:45 Invited
MTT40-13
Principal Component Analysis based determination of chemical differentiation processes of volcanic rocks UEKI, Kenta UEKI, Kenta
Oral Presentation   May 28 AM2 (11:00-11:45) 201A                              to the top
11:00 - 11:15 MTT40-14 Bayesian inversion with sparsity constraint for spatial distribution of afterslip NAKATA, Ryoko
KUWATANI, Tatsu
OKADA, Masato
other
NAKATA, Ryoko
11:15 - 11:30 MTT40-15 Cluster analyses on bulk elemental compositions of meteorites MIYAMOTO, Hideaki
NIIHARA, Takafumi
KURITANI, Takeshi
other
MIYAMOTO, Hideaki
11:30 - 11:45 MTT40-16 Application of advanced statistical analysis in geoscience and its evolution KOMAI, Takeshi
KUWATANI, Tatsu
KOMAI, Takeshi


Presentation No Title Author Presenter Abstract
Poster Presentation   May 27  Core Time (18:15-19:30) Convention Hall                    to the top
MTT40-P01 State and parameter estimation of numerical models of fault slip using data assimilations methods FUKUDA, Jun'ichi FUKUDA, Jun'ichi
MTT40-P02 A waveform display system based on SeisComP3, for efficiently browsing the seismic data of several different networks TO, Akiko
FUKAO, Yoshio
TO, Akiko