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Reproduction of Dynamical Systems with the Method of Principal Component Analysis
https://kindai.repo.nii.ac.jp/records/11123
https://kindai.repo.nii.ac.jp/records/11123329dabe7-f029-4452-a5d5-37567832486d
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
AN10074306-20040228-0001.pdf (2.6 MB)
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| Item type | ☆紀要論文 / Departmental Bulletin Paper(1) | |||||||||
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| 公開日 | 2010-09-16 | |||||||||
| タイトル | ||||||||||
| タイトル | Reproduction of Dynamical Systems with the Method of Principal Component Analysis | |||||||||
| 言語 | en | |||||||||
| 著者 |
Yuasa, Manabu
× Yuasa, Manabu
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| 言語 | ||||||||||
| 言語 | eng | |||||||||
| キーワード | ||||||||||
| 主題 | Dynamical system, Principal component analysis, Henon-Heiles' system, Chaos, Noise | |||||||||
| 資源タイプ | ||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||
| 資源タイプ | departmental bulletin paper | |||||||||
| 著者(英) | ||||||||||
| 言語 | en | |||||||||
| 値 | 湯浅, 学 | |||||||||
| 著者 所属 | ||||||||||
| 値 | Research Institute for Science & Technology, Kinki University | |||||||||
| 版 | ||||||||||
| 出版タイプ | NA | |||||||||
| 出版タイプResource | http://purl.org/coar/version/c_be7fb7dd8ff6fe43 | |||||||||
| 出版者 名前 | ||||||||||
| 出版者 | 近畿大学理工学総合研究所 | |||||||||
| 書誌情報 |
理工学総合研究所研究報告 en : Annual reports by Research Institute for Science and Technology 号 16, p. 1-10, 発行日 2004-02-01 |
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| ISSN | ||||||||||
| 収録物識別子タイプ | ISSN | |||||||||
| 収録物識別子 | 09162054 | |||||||||
| 抄録 | ||||||||||
| 内容記述タイプ | Abstract | |||||||||
| 内容記述 | [Abstract] Differential equations for Henon-Heiles' non-linear dynamical system are reproduced by using the principal component analysis (PCA) in twice. The adopted method is concretely proved to be capable of the empirical construction of dynamical systems from observed data sets. In this paper data sets are given by numerical integration of Henon-Heiles' original differential equations. In the case of the non-chaotic motion, the accuracy of three figures is obtained concerning the reproduced coefficients for the resulting differential equations. Then the reproduction is performed using various data sets including the case of chaotic motion. The accuracy of the reproduction seems to be strongly correlative with the energy of chaotic motion. Also, the influence of the overlapped white noise upon the data is investigated. The accuracy of the reproduction is rapidly lost under the condition of the overlapped white noise of the magnitude of 10^<-3> (＝1％ relative noise). The observational data should desirably have at least 3 significant figures (＝0.1％ relative observational errors) for the rigorous reproduction of the differential equations. | |||||||||
| 内容記述 | ||||||||||
| 内容記述タイプ | Other | |||||||||
| 内容記述 | 本文データの一部は、CiNiiから複製したものである。 | |||||||||
| フォーマット | ||||||||||
| 内容記述タイプ | Other | |||||||||
| 内容記述 | application/pdf | |||||||||
