| Presentation | 2018-11-05 [Poster Presentation] Normal mode selection of coherent phonons by Bayesian LARS-OLS Itsushi Sakata, Yoshihiro Nagano, Yasushiko Igarashi, Shin Murata, Kohji Mizoguchi, Ichiro Akai, Masato Okada, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Coherent phonon (CP) signals contain normal modes representing the material property and experimental artifacts. It is possible to rate the signals into each damped oscillation by dynamic mode decomposition (DMD). In order to know the material properties, it is necessary to extract only meaningful signals from the decomposed components (mode selection). In recent years, Murata et al. proposed a extraction method based on the magnitude of experimental known noise. In this research, we propose a framework of mode selection without using experimental noise which is difficult to measure. After estimating the candidate oscillation modes, we select candidate combinations in the framework of Bayesian free energy minimization. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Time series data / Coherent phonon / Dynamic mode decomposition / Bayesian Free Energy / Mode selection |
| Paper # | IBISML2018-78 |
| Date of Issue | 2018-10-29 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2018/11/5(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Citizens Activites Center (Kaderu 2.7) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2018) |
| Chair | Hisashi Kashima(Kyoto Univ.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Nagoya Inst. of Tech.) / Koji Tsuda(AIST) |
| Assistant | Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Normal mode selection of coherent phonons by Bayesian LARS-OLS |
| Sub Title (in English) | |
| Keyword(1) | Time series data |
| Keyword(2) | Coherent phonon |
| Keyword(3) | Dynamic mode decomposition |
| Keyword(4) | Bayesian Free Energy |
| Keyword(5) | Mode selection |
| 1st Author's Name | Itsushi Sakata |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Yoshihiro Nagano |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Yasushiko Igarashi |
| 3rd Author's Affiliation | Japan Science and Technology Agency(JST) |
| 4th Author's Name | Shin Murata |
| 4th Author's Affiliation | The University of Tokyo(UTokyo) |
| 5th Author's Name | Kohji Mizoguchi |
| 5th Author's Affiliation | Osaka Prefecture University(Osaka Prefecture Univ.) |
| 6th Author's Name | Ichiro Akai |
| 6th Author's Affiliation | Kumamoto University(Kumamoto Univ.) |
| 7th Author's Name | Masato Okada |
| 7th Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2018-11-05 |
| Paper # | IBISML2018-78 |
| Volume (vol) | vol.118 |
| Number (no) | IBISML-284 |
| Page | pp.pp.255-262(IBISML), |
| #Pages | 8 |
| Date of Issue | 2018-10-29 (IBISML) |