宇宙機応用工学研究系

宇佐美 尚人

ウサミ ナオト  (Naoto Usami)

基本情報

所属
国立研究開発法人宇宙航空研究開発機構 宇宙科学研究所 宇宙機応用工学研究系 助教

J-GLOBAL ID
201801018289126150
researchmap会員ID
B000325823

受賞

 1

主要な論文

 19
  • Naoto Usami, Etsuko Ota, Akio Higo, Takeshi Momose, Yoshio Mita
    IEEE Transactions on Semiconductor Manufacturing 34(3) 270-277 2021年  査読有り筆頭著者責任著者
  • Naoto Usami, Arnab Muhuri, Avik Bhattacharya, Akira Hirose
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 13(12) 2029-2033 2016年12月  査読有り筆頭著者
    Polarimetric 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.

講演・口頭発表等

 53

担当経験のある科目(授業)

 1

共同研究・競争的資金等の研究課題

 3

その他

 1