About Me


I work at the exciting intersection of machine learning and materials science. I am driven by the potential of cutting-edge machine learning techniques to accelerate materials discovery and deepen our understanding of material properties, ultimately contributing to a more sustainable future.

My background in materials science, specializing in the crystal structure analysis of functional inorganic materials, provides me with a solid foundation to explore this promising field.

Research Interests


Automated Data Analysis

The vast amounts of data generated in materials development often pose significant analytical challenges, creating a bottleneck in research and leading to the underutilization of valuable information. My research focuses on developing machine learning algorithms to streamline this process, particularly for complex data like X-ray diffraction, uncovering hidden patterns and accelerating discoveries.

Materials Exploration

For decades, materials discovery has been performed by Edisonian trial-and-error approach - like searching for a specific object in a dark room. My research leverages machine learning and computational methods to illuminate the vast universe of possible materials, accelerating the discovery of innovative materials with desired properties.

Publications


My recent publications are listed below. For a complete list, please visit my Google Scholar profile.

Professional Activities


  • Member of Expert Committee in The technical group of Information-Based Induction Sciences and Machine Learning (IBISML)
  • Visiting Scientist in Language Information Access Technology Team (led by Satoshi Sekine), RIKEN AIP

Research Grants


Honors and Awards


Experience


  • Apr 2022
    -
    Present

    Toyota Motor Corporation

    Researcher


    Machine learning for materials science.

  • Apr 2019
    -
    Mar 2022

    SOKENDAI (The Graduate University for Advanced Studies)

    Doctor of Science


    School of High Energy Accelerator Science
    Department of Materials Structure Science
    KEK Ono Laboratory http://ono.kek.jp

  • Mar 2019
    -
    Aug 2019

    OMRON SINIC X Corp.

    Research Internship

  • Apr 2017
    -
    Mar 2019

    Tokyo University of Science

    Master of Engineering

    Faculty of Industrial Science and Technology
    Department of Materials Science and Technology Kotsugi Laboratory https://www.kotsugi.jp

  • Jun 2017
    -
    Mar 2019

    High Energy Accelerator Research Organization

    Trainee Researcher

    Institute of Materials Structure Science
    Ono Laboratory http://ono.kek.jp

  • Aug 2016

    High Energy Accelerator Research Organization

    Summer Challenge

  • Aug 2015
    -
    Sep 2015

    National Institute for Materials Science

    Research Internship

    Development of a novel catalyst.

  • Apr 2013
    -
    Mar 2017

    Tokyo University of Science

    Bachelor of Engineering

    Faculty of Industrial Science and Technology
    Department of Materials Science and Technology

Contact


resnant(at)outlook.jp