
KUWATANI TATSU
| Research Institute for Marine Geodynamics (IMG) Volcanoes and Earth’s Interior Research Center (VERC) | Deputy Director | 
| Research Institute for Marine Geodynamics (IMG) Volcanoes and Earth’s Interior Research Center (VERC) Solid Earth Data Science Research Group | Group Leader | 
Researcher Information
researchmap URL
Research History
- Jul. 2021 - Present
 Japan Agency for Marine-Earth Science and Technology, 海域地震火山部門 火山・地球内部研究センター, 主任研究員
- Oct. 2017 - Mar. 2025
 Kobe University, Graduate School of System Informatics, 客員准教授
- Apr. 2020 - Jun. 2021
 Japan Agency for Marine-Earth Science and Technology, 海域地震火山部門 火山・地球内部研究センター, 副主任研究員
- Apr. 2019 - Mar. 2020
 Japan Agency for Marine-Earth Science and Technology, 海域地震火山部門 火山・地球内部研究センター, 研究員
- Oct. 2016 - Mar. 2020
 Japan Science and Technology Agency (JST), 戦略的創造研究推進事業, PRESTO
- Apr. 2015 - Mar. 2019
 Japan Agency for Marine-Earth Science and Technology, Department of Solid Earth Geochemistry, Researcher
- Apr. 2013 - Mar. 2015
 Tohoku University, Graduate School of Environmental Studies, Assistant Professor
- Jan. 2009 - Mar. 2013
 University of Tokyo, Graduate School of Frontier Sciences, Project Researcher
Education
Research activity information
Papers
- Atsushi Nakao; Daisuke Noto; Takatoshi Yanagisawa; Yuji Tasaka; Tatsu Kuwatani
 Reconstruction of thermally-driven flows using Lagrangian particle data assimilation.
 Scientific reports, 14 Oct. 2025
 15, 1, 35838, 35838
- Oak YONO; Tatsu KUWATANI; Satoshi OKAWARA; Toshiaki UEKI; Eiichi KIKAWA
 Automatic Noise Removal of Multibeam Echo Sounders (MBES) Point Cloud Data: Feasibility Study Using Sparse Coding
 Geoinformatics, 25 Sep. 2025
 36, 3, 65, 70
 [Reviewed]
 Corresponding
- Yuuki Hagiwara; Tatsu Kuwatani
 Precision in Peak Parameter Estimation for the Pseudo-Voigt Profile: A Novel Optimization Approach for High-Precision Analysis via Mixing Parameter Control
 ACS Measurement Science Au, 17 Jun. 2025
- Reona Hiramine; Daisuke Ishimura; Masashi Nagai; Takahiro Miwa; Haruka Nishikawa; Tatsu Kuwatani; Tomoki Sato; Kenta Yoshida
 Pumice Drifting from Ioto Volcano in the Izu–Bonin Arc to the Nansei Islands, Japan
 Island Arc, Jun. 2025
 34, 1
- Haruka Nishikawa; Daisuke Matsuoka; Yasushi Nishimori; Takeharu Yamaguchi; Masanori Ito; Yoshitaka Watanabe; Daisuke Sugiyama; Tatsu Kuwatani; Yoichi Ishikawa
 Estimation of the fish number in farming cage from the fish finder echo images via machine learning
 Aquacultural Engineering, Jun. 2025
 109, 102505, 102505
- Hikaru Iwamori; Yasuo Ogawa; Tomomi Okada; Tohru Watanabe; Hitomi Nakamura; Tatsu Kuwatani; Kenji Nagata; Atsushi Suzuki; Masahiro Ichiki
 Geofluid mapping reveals the connection between magmas, fluids, and earthquakes
 Communications Earth & Environment, 22 May 2025
 6, 1
- Yuuki Hagiwara; Tatsu Kuwatani
 Precision in peak parameter estimation for Gaussian and Lorentzian profiles: Guidelines for instrument optimization
 Physical Review Research, 19 May 2025
 7, 2
- Denghui Zhu; Jiajie Wang; Tatsu Kuwatani; Noriyoshi Tsuchiya
 Machine-learning applications for magmatic–hydrothermal systems: Quartz trace-element insights into ore deposits
 Applied Geochemistry, May 2025
 106431, 106431
- Tatsu Kuwatani; Hideitsu Hino; Haruka Nishikawa; Shotaro Akaho
 Data-driven proactive prediction of pumice drifting patterns using similarity search of the Kuroshio current axis
 npj Natural Hazards, 24 Apr. 2025
 2, 1
 [Reviewed]
 Lead, Corresponding
- Tatsu Kuwatani; Shotaro Akaho; Kengo Nakamura; Takeshi Komai
 Geochemical-process extraction and interpretation using matrix factorization: a framework for verifying effectiveness through forward modeling and inversion analysis
 Frontiers in Earth Science, 07 Apr. 2025
 13
 [Reviewed]
 Lead, Corresponding
- Atsushi Nakao; Tatsu Kuwatani; Shin‐ichi Ito; Hiromichi Nagao
 Adjoint‐Based Marker‐In‐Cell Data Assimilation for Constraining Thermal and Flow Processes From Lagrangian Particle Records
 Journal of Geophysical Research: Machine Learning and Computation, 03 Apr. 2025
 2, 2
 [Reviewed]
- Keita Itano; Kohei Fukuda; Noriko T. Kita; Kenta Ueki; Tatsu Kuwatani; Shotaro Akaho
 Evaluation of Matrix Effects in SIMS Using Gaussian Process Regression: The Case of Olivine Mg Isotope Microanalysis
 Rapid Communications in Mass Spectrometry, 31 Mar. 2025
 39, 13
 [Reviewed]
- Yuto Miki; Eiichi Takazawa; Kenta Ueki; Tatsu Kuwatani
 Variable Upper Mantle Geochemical Processes Constrained From Independent Component Analysis of the Fizh Massif, Northern Oman Ophiolite
 Geochemistry, Geophysics, Geosystems, 25 Mar. 2025
 26, 3
- Hiroshi Ichihara; Tatsu Kuwatani; Noriko Tada; Kenji Nagata
 Probabilistic estimation of model parameters through grid search approaches: applications to geomagnetic anomaly source estimations
 Earth, Planets and Space, Feb. 2025
 77, 1
- Y. Akamatsu; T. Kuwatani; R. Oyanagi
 Alteration processes of mantle peridotite in the Samail ophiolite inferred from independent component analysis of rock physical properties
 Lithos, Jan. 2025
 496-497, 107946, 107946
- Yuuki Hagiwara; Tatsu Kuwatani
 Precision comparison of intensity ratios and area ratios in spectral analysis
 Scientific Reports, 15 Oct. 2024
 14, 1
- Hiromi K. Watanabe; Yukiko Nagai; Saburo Sakai; Genki Kobayashi; Luna Yamamori; Noriko Tada; Tatsu Kuwatani; Haruka Nishikawa; Takuto Horigome; Haruka Uehara; Yoichi Yusa
 Heterogeneous shell growth of the neustonic goose barnacle Lepas anserifera
 Marine Biology, Aug. 2024
 171, 8
- Noriko Tada; Akira Nagano; Satoru Tanaka; Hiroshi Ichihara; Daisuke Suetsugu; Daisuke Matsuoka; Makoto Ito; Tatsu Kuwatani; Makio C. Honda
 Challenge for multifaceted data acquisition around active volcanoes using uncrewed surface vessel
 Frontiers in Marine Science, 26 Jun. 2024
 11
- Tarojiro Matsumura; Tomoko Takahashi; Kenji Nagata; Yasunobu Ando; Akira Yada; Blair Thornton; Tatsu Kuwatani
 High-Throughput Calibration-Free Laser-Induced Breakdown Spectroscopy
 ACS Earth and Space Chemistry, 20 Jun. 2024
 8, 6, 1259, 1271
- Y. Akamatsu; T. Kuwatani; I. Katayama
 Spatial Heterogeneity of Pore Structure in the Crustal Section of the Samail Ophiolite: Implications for High VP /VS Anomalies in Subducting Oceanic Crust
 Geophysical Research Letters, 28 Mar. 2024
 51, 6
- Kenta Ueki; Hideitsu Hino; Tatsu Kuwatani
 An Introduction to SGTPPR: Sparse Geochemical Tectono‐Magmatic Setting Probabilistic MembershiP DiscriminatoR
 Geochemistry, Geophysics, Geosystems, Feb. 2024
 25
 [Reviewed]
- Atsushi Nakao; Tatsu Kuwatani; Shin Ichi Ito; Hiromichi Nagao
 Adjoint-based data assimilation for reconstruction of thermal convection in a highly viscous fluid from surface velocity and temperature snapshots
 Geophysical Journal International, 01 Jan. 2024
 236, 1, 379, 394
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Toshimoto Sakai; Hikaru Iwamori
 Bayesian Inversion of Lithology and Liquid Phase Parameters From Seismic Velocity and Electrical Conductivity in the Crust and Uppermost Mantle
 Journal of Geophysical Research: Solid Earth, 20 Dec. 2023
 128, 12
 [Reviewed]
 Lead, Corresponding
- Atsushi Nakao; Tatsu Kuwatani; Kenta Ueki; Kenta Yoshida; Taku Yutani; Hideitsu Hino; Shotaro Akaho
 Regression analysis and variable selection to determine the key subduction-zone parameters that determine the maximum earthquake magnitude
 Earth, Planets and Space, Dec. 2023
 75, 1
 [Reviewed]
- Tatsu KUWATANI; Toshimoto SAKAI; Kengo NAKAMURA; Takeshi KOMAI
 Statistical Correlation for Geological Layers Using XRF Core Scan Data: Proof of Concept in Application to Tsunami Deposits
 Journal of Geography (Chigaku Zasshi), 25 Oct. 2023
 132, 5, 367, 384
 [Reviewed], [Invited]
- Kengo NAKAMURA; Tatsu KUWATANI; Takeshi KOMAI
 Estimating Layer Boundaries of Mixed-layer Tsunami Deposits with a XRF Core Scanner
 Journal of Geography (Chigaku Zasshi), 25 Oct. 2023
 132, 5, 403, 415
 [Reviewed], [Invited]
- Tatsu KUWATANI; Kaoru KITAO; Haruka NISHIKAWA; Noriko TADA; Hiromi Kayama WATANABE
 Visualization of Simulated Paths of Drifting Pumices using Point Cloud PNG: Towards the Construction of Hazard Assessment System for Drifting Pumices
 Geoinformatics, 25 Sep. 2023
 34, 3, 61, 68
 [Reviewed]
 Lead, Corresponding
- Haruka Nishikawa; Tatsu Kuwatani; Noriko Tada; Hiromi Kayama Watanabe
 Simulated distributions of pumice rafts in Japan following eruptions at volcanic islands and submarine volcanoes
 PROGRESS IN EARTH AND PLANETARY SCIENCE, Apr. 2023
 10, 1
 [Reviewed]
- Ueki Kenta; Haraguchi Satoru; Yoshida Kenta; Kuwatani Tatsu; Hamada Morihisa; McINTOSH Iona; Miyazaki Takashi; Hanyu Takeshi
 A New Geochemical Database of Kikai Caldera Eruption Products: Progress Towards Comprehensive Understanding of Kikai Caldera Magmatism
 BULLETIN OF THE VOLCANOLOGICAL SOCIETY OF JAPAN, 31 Mar. 2023
 68, 1, 3, 21
- Tatsu Kuwatani; Hideitsu Hino; Kenji Nagata; Takahiro Kawashima; Mitsuhiro Toriumi; Masato Okada
 Hyperparameter estimation using resolution matrix for Bayesian sensing
 Inverse Problems, 09 Nov. 2022
 [Reviewed]
- Atsushi Nakao; Tatsu Kuwatani; Kenta Ueki; Kenta Yoshida; Taku Yutani; Hideitsu Hino; Shotaro Akaho
 Subduction-zone parameters that control slab behavior at the 660-km discontinuity revealed by logistic regression analysis and model selection
 Frontiers in Earth Science, 26 Oct. 2022
 10
 [Reviewed]
- Kenta Ueki; Hideitsu Hino; Tatsu Kuwatani
 Extracting the geochemical characteristics of magmas in different global tectono-magmatic settings using sparse modeling
 Frontiers in Earth Science, 07 Oct. 2022
 10
 [Reviewed]
- Ryosuke Oyanagi; Tatsu Kuwatani; Katsuhiko Suzuki
 Dynamics of coupled olivine dissolution and serpentine precipitation revealed by hydrothermal flow-through experiments at 260 degrees C-300 degrees C
 CHEMICAL GEOLOGY, Jun. 2022
 600
 [Reviewed]
- Taku Yutani; Oak Yono; Tatsu Kuwatani; Daisuke Matsuoka; Junji Kaneko; Mitsuko Hidaka; Takafumi Kasaya; Yukari Kido; Yoichi Ishikawa; Toshiaki Ueki; Eiichi Kikawa
 Super-Resolution and Feature Extraction for Ocean Bathymetric Maps Using Sparse Coding
 SENSORS, May 2022
 22, 9
 [Reviewed]
- Kenta YOSHIDA; Yu MARUYA; Tatsu KUWATANI
 Chocolate-chip cookie-like pumice from the 2021 Fukutoku-Oka-no-Ba eruption: views from SNS-related geology
 Japanese Magazine of Mineralogical and Petrological Sciences, 2022
 51, 1, n/a, n/a
- Noriko Tada; Haruka Nishikawa; Hiroshi Ichihara; Hiromi Kayama Watanabe; Tatsu Kuwatani
 Drift of an ocean bottom electromagnetometer from the Bonin to Ryukyu Islands: estimation of the path and travel time by numerical tracking experiments
 Earth, Planets and Space, Dec. 2021
 73, 1
 [Reviewed]
- T. Matsumura; Y. Kuwayama; K. Ueki; T. Kuwatani; Y. Ando; K. Nagata; S. Ito; H. Nagao
 Bayesian Modeling of the Equation of State for Liquid Iron in Earth's Outer Core
 Journal of Geophysical Research: Solid Earth, Dec. 2021
 126, 12
 [Reviewed]
- Hikaru Iwamori; Kenta Ueki; Takashi Hoshide; Hiroshi Sakuma; Masahiro Ichiki; Tohru Watanabe; Michihiko Nakamura; Hitomi Nakamura; Tatsuji Nishizawa; Atsushi Nakao; Yasuo Ogawa; Tatsu Kuwatani; Kenji Nagata; Tomomi Okada; Eiichi Takahashi
 Simultaneous Analysis of Seismic Velocity and Electrical Conductivity in the Crust and the Uppermost Mantle: A Forward Model and Inversion Test Based on Grid Search
 Journal of Geophysical Research: Solid Earth, Sep. 2021
 126, 9
 [Reviewed]
- Masaki Ito; Tatsu Kuwatani; Ryosuke Oyanagi; Toshiaki Omori
 Data-driven analysis of nonlinear heterogeneous reactions through sparse modeling and bayesian statistical approaches
 Entropy, Jul. 2021
 23, 7
 [Reviewed]
- Ryosuke X. Oyanagi; Tatsu Kuwatani; Toshiaki Omori
 Exploration of nonlinear parallel heterogeneous reaction pathways through Bayesian variable selection
 European Physical Journal B, Feb. 2021
 94, 2
 [Reviewed]
- Noriko Tada; Hiroshi Ichihara; Masaru Nakano; Mitsuru Utsugi; Takao Koyama; Tatsu Kuwatani; Kiyoshi Baba; Fukashi Maeno; Akimichi Takagi; Minoru Takeo
 Magnetization structure of Nishinoshima volcano, Ogasawara island arc, obtained from magnetic surveys using an unmanned aerial vehicle
 Journal of Volcanology and Geothermal Research, 2021
 419
 [Reviewed]
- 日高弥子; 松岡大祐; 桑谷立; 金子純二; 笠谷貴史; 木戸ゆかり; 石川洋一; 木川栄一
 Super-resolution for Ocean Bathymetric Maps Using Deep Learning Approaches : A Comparison and Validation
 情報地質, 2021
 32, 1
 [Reviewed]
- Tatsu Kuwatani; Mitsuhiro Toriumi
 Simple kinetic model for replacement reactions involving solid solutions: the significant role of geofluids
 Earth, Planets and Space, 01 Dec. 2020
 72, 1
 [Reviewed]
- M. Morishige; T. Kuwatani
 Bayesian inversion of surface heat flow in subduction zones: a framework to refine geodynamic models based on observational constraints
 GEOPHYSICAL JOURNAL INTERNATIONAL, Jul. 2020
 222, 1, 103, 109
 [Reviewed]
- Kenta Ueki; Tatsu Kuwatani; Atsushi Okamoto; Shotaro Akaho; Hikaru Iwamori
 Thermodynamic modeling of hydrous-melt–olivine equilibrium using exhaustive variable selection
 Physics of the Earth and Planetary Interiors, Mar. 2020
 300
 [Reviewed]
- Keita Itano; Kenta Ueki; Tsuyoshi Iizuka; Tatsu Kuwatani
 Geochemical discrimination of monazite source rock based on machine learning techniques and multinomial logistic regression analysis
 Geosciences (Switzerland), Feb. 2020
 10, 2
 [Reviewed]
- Tatsu Kuwatani; Kenta Yoshida; Kenta Ueki; Ryosuke Oyanagi; Masaoki Uno; Shotaro Akaho
 Sparse isocon analysis: A data-driven approach for material transfer estimation
 Chemical Geology, 20 Jan. 2020
 532
 [Reviewed]
- 友田 昌宏; 安本 篤史; 桑谷 立
 電子線マイクロアナライザーによる点分析箇所を選定するための Python プログラム:A Python Program for Selecting Locations of Spot Analysis with Electron Probe Microanalyzer
 情報地質, 2020
 31, 2, 47, 52
 [Reviewed]
- Masaru Nakano; D. Sugiyama; T. Hori; T. Kuwatani; S. Tsuboi
 Discrimination of seismic signals from earthquakes and tectonic tremor by applying a convolutional neural network to running spectral images
 Seismological Research Letters, Mar. 2019
 90, 2 A, 530, 538
 [Reviewed]
- Yoshida Kenta; Kuwatani Tatsu; Ueki Kenta; Oyanagi Ryosuke; Akaho Shotaro
 Quantitative evaluation of subduction fluid flux by sparse modeling
 Annual Meeting of the Geological Society of Japan, 2019
 2019, 0, 398, 398
- Kuwatani Tatsu; Yoshida Kenta; Ueki Kenta; Oyanagi Ryosuke; Uno Masaoki; Akaho Shotaro
 Sparse isocon analysis: automatic determination of reference frame
 Annual Meeting of the Geological Society of Japan, 2019
 2019, 0, 105, 105
- Toru Aonishi; Takafumi Hirata; Tatsu Kuwatani; Masuto Fujimoto; Qing Chang; Jun Ichi Kimura
 A numerical inversion method for improving the spatial resolution of elemental imaging by laser ablation-inductively coupled plasma-mass spectrometry
 Journal of Analytical Atomic Spectrometry, Dec. 2018
 33, 2210, 2218
 [Reviewed]
- Yasumoto Atsushi; Yoshida Kenta; Kuwatani Tatsu; Nakamura Daisuke; Svojtka Martin; Hirajima Takao
 A rapid and precise quantitative electron probe chemical mapping technique and its application to an ultrahigh-pressure eclogite from the Moldanubian Zone of the Bohemian Massif (Nove Dvory, Czech Republic)
 AMERICAN MINERALOGIST, Oct. 2018
 103, 10, 1690, 1698
 [Reviewed]
- Tatsu Kuwatani; Hiromichi Nagao; Shin-ichi Ito; Atsushi Okamoto; Kenta Yoshida; Takamoto Okudaira
 Recovering the past history of natural recording media by Bayesian inversion
 PHYSICAL REVIEW E, Oct. 2018
 98, 4
 [Reviewed]
- Ueki Kenta; Hino Hideitsu; Kuwatani Tatsu
 Geochemical Discrimination and Characteristics of Magmatic Tectonic Settings: A Machine-Learning-Based Approach
 GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS, Apr. 2018
 19, 4, 1327, 1347
 [Reviewed]
- Satoru Haraguchi; Kenta Ueki; Kenta Yoshida; Tatsu Kuwatani; Mika Mohamed; Shunsuke Horiuchi; Hikaru Iwamori
 Geochemical database of Japanese islands for basement rocks:
 The Journal of the Geological Society of Japan, 2018
 124, 12, 1049, 1054
 [Reviewed]
- 桑谷立
 Data-driven Analysis towards Understanding of Geoscience Processes: Application Examples in Geology
 情報地質, 2018
 29, 2, 49‐60(J‐STAGE)
 [Reviewed]
- 中村謙吾; 桑谷立; 駒井武; 山崎慎一
 Extraction of Surface Soil Geochemical Characteristics of Element Concertation by Principal Component Analysis
 Journal of MMIJ (Web), 2018
 134, 2, 13‐21(J‐STAGE), 21
 [Reviewed]
- Kenta Yoshida; Tatsu Kuwatani; Atsushi Yasumoto; Satoru Haraguchi; Kenta Ueki; Hikaru Iwamori
 GEOFCM: A new method for statistical classification of geochemical data using spatial contextual information
 Journal of Mineralogical and Petrological Sciences, Jan. 2018
 113, 3, 159, 169
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Kenta Yoshida; Masato Okada; Mitsuhiro Toriumi
 Bayesian probabilistic reconstruction of metamorphic P-T paths using inclusion geothermobarometry
 Journal of Mineralogical and Petrological Sciences, 2018
 113, 2, 82, 95
 [Reviewed]
- Kenta Yoshida; Tatsu Kuwatani; Takao Hirajima; Hikaru Iwamori; Shotaro Akaho
 Progressive evolution of whole-rock composition during metamorphism revealed by multivariate statistical analyses
 Journal of Metamorphic Geology, 01 Jan. 2018
 36, 1, 41, 54
 [Reviewed]
- Tarojiro Matsumura; Tatsu Kuwatani; Yasunobu Ando; Toshiaki Masuda
 Application of the inverse Batschelet distribution to measuring the preferred orientation of tourmaline grains
 Journal of Structural Geology, 2018
 114, 288, 293
 [Reviewed]
- Kengo Nakamura; Tetsuo Yasutaka; Tatsu Kuwatani; Takeshi Komai
 Development of a predictive model for lead, cadmium and fluorine soil-water partition coefficients using sparse multiple linear regression analysis
 CHEMOSPHERE, Nov. 2017
 186, 501, 509
 [Reviewed]
- 岡本敦; 桑谷立; 桑谷立
 Information extraction from metamorphic rock textures and compositional zoning of minerals: Forward models and inversion analyses
 地質学雑誌, Sep. 2017
 123, 9, 733‐745, 745
 [Reviewed]
- Ryoko Nakata; Hideitsu Hino; Tatsu Kuwatani; Shoichi Yoshioka; Masato Okada; Takane Hori
 Discontinuous boundaries of slow slip events beneath the Bungo Channel, southwest Japan
 SCIENTIFIC REPORTS, Jul. 2017
 7
 [Reviewed]
- Tarojiro Matsumura; Tatsu Kuwatani; Toshiaki Masuda
 Statistical model selection between elastic and Newtonian viscous matrix models for the microboudin palaeopiezometer
 EARTH PLANETS AND SPACE, Jun. 2017
 69
 [Reviewed]
- Hikaru Iwamori; Kenta Yoshida; Hitomi Nakamura; Tatsu Kuwatani; Morihisa Hamada; Satoru Haraguchi; Kenta Ueki
 Classification of geochemical data based on multivariate statistical analyses: Complementary roles of cluster, principal component, and independent component analyses
 GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS, Mar. 2017
 18, 3, 994, 1012
 [Reviewed]
- Tarojiro Matsumura; Tatsu Kuwatani; Toshiaki Masuda
 The relationship between the proportion of microboudinaged columnar grains and far-field differential stress: A numerical model for analyzing paleodifferential stress
 JOURNAL OF MINERALOGICAL AND PETROLOGICAL SCIENCES, Feb. 2017
 112, 1, 25, 30
 [Reviewed]
- Tatsu Kuwatani; Mitsuhiro Toriumi
 Thermodynamic forward modeling of retrogressive hydration reactions induced by geofluid infiltration
 EARTH PLANETS AND SPACE, Jan. 2017
 69
 [Reviewed]
- Toshiaki Omori; Tatsu Kuwatani; Atsushi Okamoto; Koji Hukushima
 Bayesian inversion analysis of nonlinear dynamics in surface heterogeneous reactions
 PHYSICAL REVIEW E, Sep. 2016
 94, 3
 [Reviewed]
- Asuka Yamaguchi; Shoko Hina; Yohei Hamada; Jun Kameda; Mari Hamahashi; Tatsu Kuwatani; Mayuko Shimizu; Gaku Kimura
 Source and sink of fluid in pelagic siliceous sediments along a cold subduction plate boundary
 TECTONOPHYSICS, Aug. 2016
 686, 146, 157
 [Reviewed]
- Tatsu Kuwatani; Ryoko Nakata; Takane Hori; Masato Okada
 Application of sparse modeling to geophysics
 Journal of the Institute of Electronics, Information and Communication Engineers, 01 May 2016
 99, 5, 406, 410
- Takeshi Komai; Kengo Nakamura; Noriyoshi Tsuchiya; Tatsu Kuwatani
 Discrimination of tsunami deposits by sparse modeling technique : An application to the estimation of tsunami inundation
 Journal of the Institute of Electronics, Information and Communication Engineers, 01 May 2016
 99, 5, 418, 423
- Kengo Nakamura; Tatsu Kuwatani; Yoshishige Kawabe; Takeshi Komai
 Extraction of heavy metals characteristics of the 2011 Tohoku tsunami deposits using multiple classification analysis
 CHEMOSPHERE, Feb. 2016
 144, 1241, 1248
 [Reviewed]
- Ryoko Nakata; Tatsu Kuwatani; Masato Okada; Takane Hori
 Geodetic inversion for spatial distribution of slip under smoothness, discontinuity, and sparsity constraints
 EARTH PLANETS AND SPACE, Feb. 2016
 68
 [Reviewed]
- 中村謙吾; 佐藤海里; 川辺能成; 桑谷立; 駒井武
 名取川水系の重金属類の環境評価に関する調査及び数理統計解析
 Journal of MMIJ (Web), 2016
 132, 1, 22‐30(J‐STAGE), 30
 [Reviewed]
- Yasuhiko Igarashi; Kenji Nagata; Tatsu Kuwatani; Toshiaki Omori; Yoshinori Nakanishi-Ohno; Masato Okada
 Three levels of data-driven science
 INTERNATIONAL MEETING ON HIGH-DIMENSIONAL DATA-DRIVEN SCIENCE (HD3-2015), 2016
 699
 [Reviewed]
- Atsushi Okamoto; Tatsu Kuwatani; Toshiaki Omori; Koji Hukushima
 Free-energy landscape and nucleation pathway of polymorphic minerals from solution in a Potts lattice-gas model
 PHYSICAL REVIEW E, Oct. 2015
 92, 4
 [Reviewed]
- Yasuhito Sekine; Takazo Shibuya; Frank Postberg; Hsiang-Wen Hsu; Katsuhiko Suzuki; Yuka Masaki; Tatsu Kuwatani; Megumi Mori; Peng K. Hong; Motoko Yoshizaki; Shogo Tachibana; Sin-iti Sirono
 High-temperature water-rock interactions and hydrothermal environments in the chondrite-like core of Enceladus
 NATURE COMMUNICATIONS, Oct. 2015
 6
 [Reviewed]
- Hsiang-Wen Hsu; Frank Postberg; Yasuhito Sekine; Takazo Shibuya; Sascha Kempf; Mihaly Horanyi; Antal Juhasz; Nicolas Altobelli; Katsuhiko Suzuki; Yuka Masaki; Tatsu Kuwatani; Shogo Tachibana; Sin-iti Sirono; Georg Moragas-Klostermeyer; Ralf Srama
 Ongoing hydrothermal activities within Enceladus
 NATURE, Mar. 2015
 519, 7542, 207, +
 [Reviewed]
- 桑谷立; 中村謙吾; 渡邊隆広; 小川泰正; 駒井 武
 主成分分析を用いた次元圧縮に基づく東北地方太平洋沖地震による津波堆積物の地球化学的特性評価
 地学雑誌, Dec. 2014
 123, 6, 923, 935
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Masato Okada; Takahiro Watanabe; Yasumasa Ogawa; Takeshi Komai; Noriyoshi Tsuchiya
 Machine-learning techniques for geochemical discrimination of 2011 Tohoku tsunami deposits
 SCIENTIFIC REPORTS, Nov. 2014
 4
 [Reviewed]
- Kensuke Wakasugi; Tatsu Kuwatani; Kenji Nagata; Hideki Asoh; Masato Okada
 Verification of Effectiveness of a Probabilistic Algorithm for Latent Structure Extraction Using an Associative Memory Model
 JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, Oct. 2014
 83, 10
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Masato Okada; Mitsuhiro Toriumi
 Markov-random-field modeling for linear seismic tomography
 PHYSICAL REVIEW E, Oct. 2014
 90, 4
 [Reviewed]
- U. Burenjargal; A. Okamoto; T. Kuwatani; S. Sakata; T. Hirata; N. Tsuchiya
 Thermal evolution of the Tseel terrane, SW Mongolia and its relation to granitoid intrusions in the Central Asian Orogenic Belt
 JOURNAL OF METAMORPHIC GEOLOGY, Sep. 2014
 32, 7, 765, 790
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Masato Okada; Mitsuhiro Toriumi
 Markov random field modeling for mapping geofluid distributions from seismic velocity structures
 EARTH PLANETS AND SPACE, Apr. 2014
 66
 [Reviewed]
- Ulziiburen Burenjargal; Atsushi Okamoto; Tatsu Kuwatani; Noriyohi Tsuchiya
 Decompression with heating associated with granitoid intrusion deduced from spatial variation in garnet zonings in the Tseel Terrane, SW Mongolia
 Mongolian Geoscientist, Oct. 2013
 39, 12, 27
 [Reviewed]
- Yoshinori Ohno; Kenji Nagata; Tatsu Kuwatani; Hayaru Shouno; Masato Okada
 Deterministic Algorithm for Nonlinear Markov Random Field Model
 JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, Jun. 2012
 81, 6
 [Reviewed]
- Tatsu Kuwatani; Kenji Nagata; Masato Okada; Mitsuhiro Toriumi
 Precise estimation of pressure-temperature paths from zoned minerals using Markov random field modeling: theory and synthetic inversion
 CONTRIBUTIONS TO MINERALOGY AND PETROLOGY, Mar. 2012
 163, 3, 547, 562
 [Reviewed]
- Kuwatani Tatsu; Nagata Kenji; Okada Masato; Toriumi Mitsuhiro
 Extraction of geological information using Markov random fields: Estimation of discontinuous structures from observational image data
 Annual Meeting of the Geological Society of Japan, 2012
 2012, 529, 529
- Tatsu Kuwatani; Atsushi Okamoto; Mitsuhiro Toriumi
 Thermodynamic forward modeling of progressive dehydration reactions during subduction of oceanic crust under greenschist facies conditions
 EARTH AND PLANETARY SCIENCE LETTERS, Jul. 2011
 307, 1-2, 9, 18
 [Reviewed]
- Yasuhito Sekine; Eiichi Tajika; Ryuji Tada; Takemaru Hirai; Kosuke T. Goto; Tatsu Kuwatani; Kazuhisa Goto; Shinji Yamamoto; Shogo Tachibana; Yukio Isozaki; Joseph L. Kirschvink
 Manganese enrichment in the Gowganda Formation of the Huronian Supergroup: A highly oxidizing shallow-marine environment after the last Huronian glaciation
 EARTH AND PLANETARY SCIENCE LETTERS, Jul. 2011
 307, 1-2, 201, 210
 [Reviewed]
Misc.
- 桑谷立
 データ科学時代の海洋地球データプロセッシング―辞書学習による海底地形図の超解像ー
 水路(日本水路協会機関誌), Apr. 2024
 209
 [Invited]
- 桑谷 立
 資源・素材学会部門委員会紹介 探査工学部門委員会
 季刊 資源と素材, 01 Jan. 2024
 9, 1, 120, 122
- 桑谷立
 データ科学の時代と地球惑星科学
 日本地球惑星科学連合ニュースレター誌 (JGL; Japan Geoscience Letters), Nov. 2023
 19, 4, 3, 5
 [Invited]
- 桑谷立; 上木賢太; 浜田盛久; 吉田健太; 原口悟; 原口悟; MCINTOSH Iona; 宮崎隆; 羽生毅
 Development of tephra identification system using a reference geochemical database
 日本地球惑星科学連合大会予稿集(Web), 2022
 2022
- 駒井武; 栗田満瑠; 中村謙吾; 桑谷立
 Discrimination of Tsunami Deposits using Machine Leaning and its Database Development in Eastern Japan
 Proceedings of Symposium on Geo-Environments and Geo-Technics, 2020
 30th
- Tatsu Kuwatani
 Geoinformatics Researches in the Research Institute for Marine Geodynamics of the JAMSTEC
 Geoinformatics, 2020
 31, 2, 53, 55
- Masaki Ito; Tatsu Kuwatani; Ryosuke Oyanagi; Toshiaki Omori
 Sparse Modeling of Nonlinear Dynamics in Heterogeneous Reactions
 Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2019
 11954 LNCS, 380, 391
 [Reviewed]
- Masayuki Ohzeki; Teppei Ikeya; Tatsu Kuwatani; Yoshinori Nakanishi-Ohno; Masamichi J. Miyama; Tomoyuki Obuchi
 International Meeting on "high-Dimensional Data-Driven Science" (HD3-2017)
 Journal of Physics: Conference Series, 27 Jun. 2018
 1036
- Takane Hori; Ryoko Nakata; Hideitsu Hino; Tatsu Kuwatani; Tatsu Kuwatani; Shoichi Yoshioka; Masato Okada
 Geodetic inversion for spatial distribution of slow earthquakes under sparsity constraints
 Journal of Physics: Conference Series, Jun. 2018
 1036
 [Reviewed]
- Keisuke Ariyoshi; Shuhei Nishida; Yuya Machida; Takeshi Iinuma; Hiroshi Uchida; Akira Nagano; Takuya Hasegawa; Toru Miyama; Yasumasa Miyazawa; Masahide Wakita; Tatsu Kuwatani; Kan Aoike; Mikiko Fujita; Akira Kuwano-Yoshida; Akiko To; Kaoru Ichikawa
 A Total Station Plan Combined with “D/V Chikyu” and DONET:Simultaneous Observation from Seafloor to Atmosphere
 2018 OCEANS - MTS/IEEE Kobe Techno-Oceans (OTO), May 2018
 [Reviewed]
- 桑谷立; 中田令子; 岡田真人; 堀高峰
 スパースモデリングの発展―原理から応用まで―2.地球惑星科学分野への応用 2‐2 スパースモデリングの地球物理学への応用
 電子情報通信学会誌, 01 May 2016
 99, 5, 406‐410, 438
- 駒井武; 桑谷立; 中村謙吾; 土屋範芳
 スパースモデリングの発展―原理から応用まで―2.地球惑星科学分野への応用 2‐4 スパースモデリングによる津波堆積物の判別―津波到達推定への応用―
 電子情報通信学会誌, 01 May 2016
 99, 5, 418‐423, 427
- 桑谷立; 永田賢二; 岡田真人
 画像と音声処理のスパースモデリングとデータ駆動科学の創成 3章 マルコフランダムフィールドモデルによる計測画像データからの潜在構造抽出
 映像情報メディア学会誌, 01 Dec. 2014
 68, 12, 892, 896
- T. Kuwatani; K. Nagata; M. Okada; T. Komai; N. Tsuchiya
 Data processing technology for extracting earth processes
 Proceedings for 13th International Symposium on Mineral Exploiration, 2014
 123, 128
- K. Nakamura; T. Kuwatani; T. Komai; T. Watanabe; Y. Ogawa; N. Tsuchiya
 Principle component analysis for geochemical data of the 2011 Tohoku-oki tsunami sediments
 Proceedings for 13th International Symposium on Mineral Exploiration, 2014
 75, 80
- T. Komai; T. Kuwatani; Y. Kawabe; J. Hara; N. Tsuchiya
 Geochemical and statistical analysis of metal elements in soils and tsunami deposits - An approach for medical geology for geoenvironment
 Proceedings for 13th International Symposium on Mineral Exploiration, 2014
 69, 74
- 中村謙吾; 桑谷立; 川辺能成; 駒井武
 多変量解析を用いた2011年東北沖津波堆積物の重金属類の特性抽出
 Proceedings of the 24th Symposium on Geo-Environments and Geo-Technics. 2014, 2014
 24th, 79, 84
- Takeshi Komai; Tatsu Kuwatani; Yoshishige Kawabe; Junko Hara; Noriyoshi Tsuchiya
 Geochemical and statistical analysis of heavy metals and elements in tsunami deposits at coastal areas of northeastern Japan
 Proceedings of the International Offshore and Polar Engineering Conference, Jan. 2014
 85, 89