Method of Gravitational Wave Search Based on Adaptive Time-Frequency Analysis and Machine Learning
Project/Area Number |
17K05437
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Research Category |
Grant-in-Aid for Scientific Research (C)
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Allocation Type | Multi-year Fund |
Section | 一般 |
Research Field |
Particle/Nuclear/Cosmic ray/Astro physics
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Research Institution | Nagaoka University of Technology |
Principal Investigator |
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Co-Investigator(Kenkyū-buntansha) |
秋月 拓磨 豊橋技術科学大学, 工学(系)研究科(研究院), 助教 (40632922)
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Project Period (FY) |
2017-04-01 – 2020-03-31
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Project Status |
Completed (Fiscal Year 2019)
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Budget Amount *help |
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2019: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2018: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2017: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
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Keywords | 重力波物理学・天文学 / 宇宙物理学 / 重力波データ解析 / 時間-周波数解析 / 機械学習 / 重力波天文学 |
Outline of Final Research Achievements |
The algorithm based on Hilbert-Huang transform (HHT) analysis and machine learning has been developed as a method for time series analysis of nonlinear and nonstationary data, and it enables us to perform a high resolution time frequency analysis of signals with strong frequency modulation by evaluating the instantaneous variation of amplitude and frequency of data. By using the developed method, we analyzed gravitational waves from black hole quasi normal mode and core collapse supernova, respectively. Moreover, the noise selection and noise reduction method based on machine learning was proposed. We suggested that the analysis method based on the HHT and machine learning was also effective for gravitational wave analysis, and indicated the necessity of further research.
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Academic Significance and Societal Importance of the Research Achievements |
本研究で開発を進めた重力波解析手法は、適応時間周波数解析と機械学習を基盤としている。近年、機械学習やAIなどの情報技術は急速に発展し、重力波データ分析にこれらの最新の方法を適用する価値がある。 一方で、開発した適応型の信号処理と機械学習は、音声処理、画像処理、生体信号処理(心電図、筋電、EEGを含む)やスポーツなどの幅広い分野において、潜在的なアプリケーションがあると考えられる。そのため、本研究によって得られた知識は重力波データ解析の枠を超えて広範囲に影響を与える可能性がある。
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Report
(4 results)
Research Products
(141 results)
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[Journal Article] Swimming Motion Classification for Coaching System by Using a Sensor Device2018
Author(s)
Masahiro Kobayashi, Yuto Omae, Kazuki Sakai, Akira Shionoya, Hirotaka Takahashi, Takuma Akiduki, Kazufumi Nakai, Nobuo Ezaki, Yoshihisa Sakurai, Chikara Miyaji
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Journal Title
ICIC Express Letters, Part B: Applications
Volume: 9
Issue: 03
Pages: 209-217
DOI
NAID
ISSN
2185-2766
Related Report
Peer Reviewed / Open Access
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[Journal Article] Construction of KAGRA : an underground gravitational-wave observatory2018
Author(s)
M Ando, Y Aso, R Flaminio, T Kajita, S Kawamura, N Kimura, K Kuroda, F Matsushima, N Mio, O Miyakawa, S Miyoki, Y Moriwaki, M Ohashi, K Somiya, T Suzuki, T Tomaru, T Uchiyama and KAGRA Collaboration, et al.
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Journal Title
Progress of Theoretical Physics and Experiments
Volume: 2018
Pages: 01-18
DOI
Related Report
Peer Reviewed / Open Access / Int'l Joint Research
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[Journal Article] Swimming Style Classification Based on Ensemble Learning and Adaptive Feature Value by Using Inertial Measurement Unit2017
Author(s)
Yuto Omae, Yoshihisa Kon, Masahiro Kobayashi, Kazuki Sakai, Akira Shionoya, Hirotaka Takahashi, Takuma Akiduki, Kazufumi Nakai, Nobuo Ezaki, Yoshihisa Sakurai, Chikara Miyaji
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Journal Title
J. Adv. Comput. Intell. Intell. Inform.
Volume: Vol.21 No.4
Issue: 4
Pages: 616-631
DOI
NAID
ISSN
1343-0130, 1883-8014
Related Report
Peer Reviewed / Open Access
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[Presentation] Hilbert-Huang変換を用いた重力崩壊型超新星爆発のSASI由来の重力波解析2020
Author(s)
武田芽依, 渡邊幸伸, 平沼悠太, 根岸諒, 大原謙一, 神田展行, 黒田仰生, 固武慶, 酒井一樹, 坂井佑輔, 澤田崇広, 高橋弘毅, 滝脇知也, 土田怜, 端山和大, 横澤孝章
Organizer
日本物理学会(春)
Related Report
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[Presentation] Data Analysis of Gravitational Waves from the SASI mode in a Core Collapse Supernova with Hilbert-Huang Transform2019
Author(s)
M.Takeda, R.Negishi, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
The 29th Workshop on General Relativity and Gravitation in Japan (JGRG)
Related Report
Int'l Joint Research
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[Presentation] xtraction of gravitational waves from SASI with Hilbert-Huang Transform2019
Author(s)
R.Negishi, M.Takeda, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
The 29th Workshop on General Relativity and Gravitation in Japan (JGRG)
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from the SASI mode in a Core Collapse Supernova with Hilbert-Huang Transform2019
Author(s)
M.Takeda, R.Negishi, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
Multi-dimensional Modeling and Multi-Messenger observation from Core-Collapse Supernovae (4M-COCOS)
Related Report
Int'l Joint Research
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[Presentation] Extraction of gravitational waves from SASI with Hilbert-Huang Transform2019
Author(s)
R.Negishi, M.Takeda, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
Multi-dimensional Modeling and Multi-Messenger observation from Core-Collapse Supernovae (4M-COCOS)
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from the SASI mode in a Core Collapse Supernova with Hilbert-Huang Transform2019
Author(s)
M.Takeda, R.Negishi, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
2019 Gravitational Wave Physics and Astronomy Workshop (GWPAW2019)
Related Report
Int'l Joint Research
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[Presentation] Extraction of gravitational waves from SASI with Hilbert-Huang Transform2019
Author(s)
R.Negishi, M.Takeda, Y.Watanabe, Y.Hiranuma, K.Oohara, N.Kanda, T.Kuroda, K.Kotake, K.Sakai, Y.Sakai, T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, K.Hayama, T.Yokozawa
Organizer
2019 Gravitational Wave Physics and Astronomy Workshop (GWPAW2019)
Related Report
Int'l Joint Research
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[Presentation] Hilbert-Huang変換を用いた重力崩壊型超新星爆発のSASI由来の重力波解析2019
Author(s)
武田芽依, 渡邊幸伸, 平沼悠太, 根岸諒, 大原謙一, 神田展行, 黒田仰生, 固武慶, 酒井一樹, 坂井佑輔, 澤田崇広, 高橋弘毅, 滝脇知也, 土田怜, 端山和大, 横澤孝章
Organizer
第48回 日本物理学会 新潟支部例会
Related Report
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[Presentation] Hilbert-Huang変換を用いた重力崩壊型超新星爆発のSASIモードからの重力波に対するデータ解析2019
Author(s)
武田芽依, 渡邊幸伸, 平沼悠太, 大原謙一, 神田展行, 黒田仰生, 固武慶, 酒井一樹, 坂井佑輔, 澤田崇広, 高橋弘毅, 滝脇知也, 土田怜, 端山和大, 横澤孝章
Organizer
日本物理学会(秋)
Related Report
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[Presentation] Data Analysis of Gravitational Waves from Core Collapse Supernovae with Hilbert-Huang Transform2018
Author(s)
H.Takahashi, Y.Hiranuma, Y.Watanabe, K.Oohara, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Sakai, Y.Sakai,T.Sawada, T.Takiwaki, S.Tsuchida, T.Yokozawa
Organizer
2018 Gravitational Wave Physics and Astronomy Workshop (GWPAW2018), College Park, Maryland,USA
Related Report
Int'l Joint Research
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[Presentation] Analysis of Standing Accretion Shock Instability of Core Collapse Supernovae with Hilbert-Huang Transform2018
Author(s)
K.Oohara, Y.Watanabe, Y.Hiranuma, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Sakai, Y.Sakai,T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, T.Yokozawa
Organizer
2018 Gravitational Wave Physics and Astronomy Workshop (GWPAW2018), College Park, Maryland,USA
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from Core Collapse Supernovae with Hilbert-Huang Transform (II)2018
Author(s)
Y.Watanabe, Y.Hiranuma, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Oohara, K.Sakai, Y.Sakai,T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, T.Yokozawa
Organizer
The 28th Workshop on General Relativity and Gravitation in Japan (JGRG28), Rikkyo University
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from Core Collapse Supernovae with Hilbert-Huang Transform (I)2018
Author(s)
Y.Hiranuma, Y.Watanabe, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Oohara, K.Sakai, Y.Sakai,T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, T.Yokozawa
Organizer
The 28th Workshop on General Relativity and Gravitation in Japan (JGRG28), Rikkyo University
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from Core Collapse Supernovae with Hilbert-Huang Transform (II)2018
Author(s)
Y.Watanabe, Y.Hiranuma, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Oohara, K.Sakai, Y.Sakai,T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, T.Yokozawa
Organizer
Deciphering multi-Dimensional nature of core-collapse SN via GW and neutrino signature (SNeGWv2018) in Toyama
Related Report
Int'l Joint Research
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[Presentation] Data Analysis of Gravitational Waves from Core Collapse Supernovae with Hilbert-Huang Transform (I)2018
Author(s)
Y.Hiranuma, Y.Watanabe, K.Hayama, N.Kanda, K.Kotake, T.Kuroda, K.Oohara, K.Sakai, Y.Sakai,T.Sawada, H.Takahashi, T.Takiwaki, S.Tsuchida, T.Yokozawa,
Organizer
Deciphering multi-Dimensional nature of core-collapse SN via GW and neutrino signature (SNeGWv2018) in Toyama
Related Report
Int'l Joint Research
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[Presentation] Hilbert-Huang変換を用いた超新星爆発におけるStanding Accretion Shock Instabilityからの重力波解2018
Author(s)
渡邊幸伸, 平沼悠太, 大原謙一, 神田展行, 黒田仰生, 固武慶, 酒井一樹, 坂井佑輔, 澤田崇広, 高橋弘毅, 滝脇知也, 土田怜, 端山和大, 横澤孝章
Organizer
第47回 日本物理学会 新潟支部例会, 新潟大学
Related Report
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[Presentation] 重力崩壊型超新星爆発からの重力波信号に対するHilbert-Huang変換を用いたデータ解析2018
Author(s)
平沼悠太, 渡邊幸伸, 大原謙一, 神田展行, 黒田仰生, 固武慶, 酒井一樹, 坂井佑輔, 澤田崇広, 高橋弘毅, 滝脇知也, 土田怜, 端山和大, 横澤孝章
Organizer
第47回 日本物理学会 新潟支部例会, 新潟大学
Related Report
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[Presentation] KAGRAデータ転送・保管系の現状とbKAGRA phase-II以降に向けての準備2018
Author(s)
坂井佑輔, 大原謙一, 神田展行, 佐々井毬花, 上島元, 高橋弘毅, 酒井一樹, 山本尚弘, 田越秀行, 灰野禎一, 井上優貴, Gungwon Kang, Chunglee Kim, Sangwook Bae, on behalf of the KAGRA Collaboration
Organizer
日本物理学会(秋), 信州大学 松本キャンパス
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[Presentation] 超新星爆発重力波のHilbert Huang解析2018
Author(s)
渡邊幸伸, 横澤孝章, 黒田仰生, 高橋弘毅, 端山和大, 神田展行, 固武慶, 大原謙一, 酒井一樹, 坂井佑輔, 滝脇知也, 若松剛司
Organizer
日本物理学会(春)
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[Presentation] On ringing gravitational waves from black holes2018
Author(s)
Takahiro Tanaka, Hiroyuki Nakano, Tatsuya Narikawa, Kenichi Ohara, Kazuki Sakai, Hisaaki Shinkai, Hideyuki Tagoshi, Hirotaka Takahashi, Nami Uchikata, Shun Yamamoto, Takahiro Yamamoto
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YKIS2018a Symposium, General Relativity - The Next Generation - in Yukawa Institute for Theoretical Physics
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[Presentation] Performance Analysis of edulog System2017
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Kazutaka Mizukoshi, Tatsuro Furuya, Takayuki Oshima, Norihisa Sakakibara, Yoshiaki Mizuochi, Yuto Omae, Hirotaka Takahashi, Kazuhiro Yatsushiro
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2017 IEEE/SICE International Symposium on System Integration (SII2017)
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[Book] Effective Software for Gifted and Talented School Activities in K-12 Classrooms,2019
Author(s)
Tatsuro Furuya, Kazutaka Mizukoshi, Yoshiaki Mizuochi, Yuto Omae, Takayuki Oshima, Norihisa Sakakibara, Hirotaka Takahashi, Kazuhiro Yatsushiro
Total Pages
448
Publisher
IGI Global, Pennsylvania, USA.
ISBN
9781799814009
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