Nanoinformatics

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Activity Report

Books

We published a book titled "Nanoinformatics", from Springer (March 2018). (Open access)

Isao Tanaka / Nanoinformatics
PartⅠ Materials Informatics
  • 1. Descriptors for Machine Learning of Materials Data
    Atsuto Seko, Atsushi Togo and Isao Tanaka
  • 2. Potential Energy Surface Mapping of Charge Carriers in Ionic Conductors Based on a Gaussian Process Model
    Kazuaki Toyoura and Ichiro Takeuchi
  • 3. Machine Learning Predictions of Factors Affecting the Activity of Heterogeneous Metal Catalysts
    Ichigaku Takigawa, Ken-ichi Shimizu, Koji Tsuda and Satoru Takakusagi
  • 4. Machine Learning-Based Experimental Design in Materials Science
    Thaer M. Dieb and Koji Tsuda
  • 5. Persistent Homology and Materials Informatics
    Mickaël Buchet, Yasuaki Hiraoka and Ippei Obayashi
  • 6. Polyhedron and Polychoron Codes for Describing Atomic Arrangements
    Kengo Nishio and Takehide Miyazaki
PartⅡ Nanoscale Analyses and Informatics
  • 7. Topological Data Analysis for the Characterization of Atomic Scale Morphology from Atom Probe Tomography Images
    Tianmu Zhang, Scott R. Broderick and Krishna Rajan
  • 8. Atomic-Scale Nanostructures by Advanced Electron Microscopy and Informatics
    Teruyasu Mizoguchi, Shin Kiyohara, Yuichi Ikuhara and Naoya Shibata
  • 9. High Spatial Resolution Hyperspectral Imaging with Machine-Learning Techniques
    Motoki Shiga and Shunsuke Muto
PartⅢ Materials Developments
  • 10. Fabrication, Characterization, and Modulation of Functional Nanolayers
    Hiromichi Ohta and Hidenori Hiramatsu
  • 11. Grain Boundary Engineering of Alumina Ceramics
    Satoshi Kitaoka, Tsuneaki Matsudaira, Takafumi Ogawa, Naoya Shibata, Miyuki Takeuchi and Yuichi Ikuhara
  • 12. Structural Relaxation of Oxide Compounds from the High-Pressure Phase
    Hitoshi Yusa
  • 13. Synthesis and Structures of Novel Solid-State Electrolytes
    Ryoji Kanno, Genki Kobayashi, Kota Suzuki, Masaaki Hirayama, Daisuke Mori and Kazuhisa Tamura