Profile Information
- Affiliation
- Institute of Space and Astronautical Science, Japan Aerospace Exploration Agency
- J-GLOBAL ID
- 201801018289126150
- researchmap Member ID
- B000325823
Research Areas
3Research History
5-
Apr, 2019 - Mar, 2020
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Apr, 2018 - Mar, 2019
Education
3-
Apr, 2010 - Mar, 2014
Awards
6-
Mar, 2024
Major Papers
20-
IEEE Transactions on Semiconductor Manufacturing, 34(3) 270-277, 2021 Peer-reviewedLead authorCorresponding author
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IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 13(12) 2029-2033, Dec, 2016 Peer-reviewedLead authorPolarimetric synthetic aperture radar is expected to distinguish wet snow from bare ground. However, since both of them show surface scattering, which is sensitive to incidence angle, it often fails in the distinction in mountainous areas. In this letter, we propose an adaptive distinction method using quaternion neural networks. In the ALOS-2 data, we find a monotonic and nonlinear dependence of the degree of polarization on the incidence angle. Then, we feed multiple-incidence-angle teacher information in the learning process. The distinction results of the proposal present higher accuracy than those of the conventional Wishart distinction and a quaternion neural network without the incidence angle information.
Presentations
64-
International Symposium on Artificial Intelligence, Robotics and Automation in Space (i-SAIRAS) 2024, Nov 21, 2024
Teaching Experience
1-
Apr, 2024 - Present基礎電気回路 (明治大学)
Professional Memberships
3Research Projects
3-
科学研究費助成事業, 日本学術振興会, Apr, 2023 - Mar, 2026
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科学研究費助成事業 若手研究, 日本学術振興会, Apr, 2021 - Mar, 2025
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科学研究費助成事業 特別研究員奨励費, 日本学術振興会, Apr, 2018 - Mar, 2020
Other
1-
プロジェクトマネージャーとして参加した、はやぶさ2相乗りである超小型宇宙機ARTSAT2:深宇宙彫刻 DESPATCHの開発及び運用の成果報告書。久保田晃弘氏との連名。