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Titlebook: Large-Scale Structure of the Universe; Cosmological Simulat Kana Moriwaki Book 2022 The Editor(s) (if applicable) and The Author(s), under

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發(fā)表于 2025-3-21 18:34:00 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書(shū)目名稱Large-Scale Structure of the Universe
副標(biāo)題Cosmological Simulat
編輯Kana Moriwaki
視頻videohttp://file.papertrans.cn/582/581421/581421.mp4
概述Nominated as an outstanding Ph. D. thesis by The University of Tokyo.Offers a novel technique based on machine learning for analysis of astronomical observational data.Develops conditional generative
叢書(shū)名稱Springer Theses
圖書(shū)封面Titlebook: Large-Scale Structure of the Universe; Cosmological Simulat Kana Moriwaki Book 2022 The Editor(s) (if applicable) and The Author(s), under
描述.Line intensity mapping (LIM) is an observational technique that probes the large-scale structure of the Universe by collecting light from a wide field of the sky. This book demonstrates a novel analysis method for LIM using machine learning (ML) technologies. The author develops a conditional generative adversarial network that separates designated emission signals from sources at different epochs. It thus provides, for the first time, an efficient way to extract signals from LIM data with foreground noise. The method is complementary to conventional statistical methods such as cross-correlation analysis. When applied to three-dimensional LIM data with wavelength information, high reproducibility is achieved under realistic conditions. The book further investigates how the trained machine extracts the signals, and discusses the limitation of the ML methods. Lastly an application of the LIM data to a study of cosmic reionization is presented. This book benefits students and researchers who are interested in using machine learning to multi-dimensional data not only in astronomy but also in general applications..
出版日期Book 2022
關(guān)鍵詞Line Intensity Mapping; Signal Reconstruction; Generative Adversarial Network; Galaxy Formation and Evo
版次1
doihttps://doi.org/10.1007/978-981-19-5880-9
isbn_softcover978-981-19-5882-3
isbn_ebook978-981-19-5880-9Series ISSN 2190-5053 Series E-ISSN 2190-5061
issn_series 2190-5053
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor
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發(fā)表于 2025-3-21 22:32:43 | 只看該作者
Signal Separation from Confused LIM Data, emission lines are identified by observing the individual galaxies in detail to detect multiple emission lines. In the LIM observations, such an identification is difficult because of the lower sensitivity and coarser angular/spectral resolutions. There is a so-called line confusion problem.
板凳
發(fā)表于 2025-3-22 03:39:18 | 只看該作者
地板
發(fā)表于 2025-3-22 06:14:01 | 只看該作者
isterchen dieses nun hier folgenden, schriftlich fixierten, gro?en Essaybruders vortrug. Der Anlass war die zwanzigste Wiederkehr des Todestages von Hermann Burger, und daraus mag man ablesen, warum das Kommende ?Hermann Burgers eingedenk? sein m?chte, obwohl respektive gerade weil es sich im Folgen
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發(fā)表于 2025-3-22 08:43:38 | 只看該作者
Kana Moriwaki918) is an original systematic thinker and representative of the Marburg School of Critical Idealism. The Marburg School was a leading school in German academic philosophy and in German Jewish philosophy for a period of over thirty years preceding the First World War. Initially standing at the front
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發(fā)表于 2025-3-22 14:27:33 | 只看該作者
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發(fā)表于 2025-3-22 20:19:26 | 只看該作者
Kana Moriwaki918) is an original systematic thinker and representative of the Marburg School of Critical Idealism. The Marburg School was a leading school in German academic philosophy and in German Jewish philosophy for a period of over thirty years preceding the First World War. Initially standing at the front
8#
發(fā)表于 2025-3-22 22:20:57 | 只看該作者
Kana Moriwakieading school in German academic philosophy and in German Jewish philosophy for a period of over thirty years preceding the First World War. Initially standing at the front of the ‘Return to Kant’?movement, Cohen subsequently went beyond Kant in developing a system of critical idealism in which he o
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發(fā)表于 2025-3-23 01:58:38 | 只看該作者
Kana Moriwaki918) is an original systematic thinker and representative of the Marburg School of Critical Idealism. The Marburg School was a leading school in German academic philosophy and in German Jewish philosophy for a period of over thirty years preceding the First World War. Initially standing at the front
10#
發(fā)表于 2025-3-23 05:59:54 | 只看該作者
Kana Moriwakieading school in German academic philosophy and in German Jewish philosophy for a period of over thirty years preceding the First World War. Initially standing at the front of the ‘Return to Kant’?movement, Cohen subsequently went beyond Kant in developing a system of critical idealism in which he o
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