出版物
主著論文
- K. Moriwaki, N. Yoshida, "Deep-learning Reconstruction of Three-dimensional Galaxy Distributions with Intensity Mapping Observations", The Astrophysical Journal Letters, 923, L7, 2021 [arXiv]
- K. Moriwaki, M. Shirasaki, N. Yoshida, "Deep Learning for Intensity Mapping Observations: Information Extraction from Noisy Maps", The Astrophysical Journal Letters, 906, L1, 2021 [arXiv]
- K. Moriwaki, N. Filippova, M. Shirasaki, N. Yoshida, "Deep learning for intensity mapping observations: Component extraction", Monthly Notices of the Royal Astronomical Society, 496, L54, 2020 [arXiv]
- K. Moriwaki, N. Yoshida, M. B. Eide, B. Ciardi, “Cross-correlation between the 21-cm signal and [OIII] emitters during early cosmic reionization”, Monthly Notices of the Royal Astronomical Society, 489, 2471, 2019 [arXiv]
- K. Moriwaki, N. Yoshida, I. Shimizu, Y. Harikane, Y. Matsuda, H. Matsuo, T. Hashimoto, A. K. Inoue, Y. Tamura, T. Nagao, “The distribution and physical properties of high-redshift [OIII] emitters in a cosmological hydrodynamics simulation”, Monthly Notices of the Royal Astronomical Society, 481, L84, 2018 [arXiv]
書籍
- K. Moriwaki, "Large-Scale Structure of the Universe -- Cosmological Simulations and Machine Learning", Springer Theses, springer Singapore, 2022 [link]
全ての論文
日本語の解説文
- 「宇宙の大規模構造と銀河の形成」サイエンス社、数理科学 2020 年 3 月号
- 「敵対的生成モデルを用いた輝線強度マッピングデータからのシグナル抽出」天文月報 2022 年 7 月号 [pdf]
- 「深層学習を用いた宇宙論」サイエンス社、数理科学 2022 年 7 月号
プレスリリース