Miyamoto Takashi

ミヤモトタカシ | Miyamoto Takashi

Affiliation and department：
Homepage URL (1)： http://www.ccn.yamanashi.ac.jp/~tmiyamoto/

Research field (3)： Mathematical informatics , Disaster prevention engineering , Structural and seismic engineering

Research keywords (3)： applied mechanics , data science , earthquake engineering

Research theme for competitive and other funds (11)：

2021 - 2024 A New AI Method for Bridge Inspection and Diagnosis that Combines CNN with Highly Accurate Damage Detection and Expertises
2019 - 2024 スパースな地震観測網による地盤-構造物系の地震時挙動の高精度予測手法の開発
2019 - 2023 Development of a heavy rainfall prediction method combining numerical weather prediction models and deep learning methods
2018 - 2022 様々な情報源から得られるヘテロデータのマルチモーダル学習による地震被害分布の推定
2019 - 2021 衛星リモートセンシングから得られる時空間ビッグデータの機械学習による地震被害の判別

Show all

Papers (37)：

Shitao Zheng, Takashi Miyamoto, Shingo Shimizu, Ryohei Kato, Koyuru Iwanami. Coordinate-Transformed Dynamic Mode Decomposition for Short-Term Rainfall Forecasting. IEEE Transactions on Geoscience and Remote Sensing. 2024. 62. 1-17
KINOSHITA Kosuke, YANO Yukihiro, KUMURA Takahiro, MIYAMOTO Takashi, CHUN Pang-jo. Comparative analysis of time-series InSAR bridge deformation analysis and structural simulation for a hinged PC bridge. Artificial Intelligence and Data Science. 2024. 5. 3. 730-739
Shitao Zheng, Takashi Miyamoto, Koyuru Iwanami, Shingo Shimizu, Ryohei Kato. Hybrid Scheme of Kinematic Analysis and Lagrangian Koopman Operator Analysis for Short-Term Precipitation Forecasting. Journal of Disaster Research. 2022. 17. 7. 1140-1149
Hidetaka Saomoto, Takashi Miyamoto. GENERATING MACHINE LEARNING DATASETS ON DAMAGE IDENTIFICATION USING FINITE ELEMENT BRIDGE MODEL. Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE)). 2022. 78. 4. I_10-I_21
Shitao Zheng, Takashi Miyamoto, Shingo Shimizu, Ryohei Kato, Koyuru Iwanami. Physics-Informed Data-Driven Model for Short-Term Precipitation Prediction Using Radar-Observed Big Data. IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium. 2022

ｍore...

MISC (34)：

Hisahiko Kubo, Takashi Miyamoto. An attempt to predict time series of real-time seismic intensity using non-linear graph-based dimensionality reduction and random forest regression. Proceedings of the Annual Conference of JSAI. 2024. JSAI2024. 3L5OS3b01
久保栞, 西尾真由子, 井上純哉, 宮本崇, CHUN Pang-jo. Estimation of geotechnical parameters in consolidation settlement problems using physics-informed neural networks. 計測自動制御学会システムインテグレーション部門講演会(CD-ROM). 2021. 22nd
宮本崇, 西尾真由子, CHUN Pang-jo. DYNAMIC ANALYSIS OF ONE-DIMENSIONAL CONTINUUM BASED ON PHYSICS-INFORMED NEURAL NETWORKS. AI・データサイエンス論文集(Web). 2021. 2. J2
北原武嗣, 宮本崇. 震災に立ち向かうAI・IoT技術 IoT・AI技術の地震工学への応用. 日本地震工学会誌. 2021. 42
宮本崇, ZHENG Shitao, 阿部雅人, 清水慎吾, 加藤亮平, 岩波越. Koopman operator analysis: application in short-term precipitation forecasts. 日本地球惑星科学連合大会予稿集(Web). 2020. 2020

ｍore...

Education (4)：

2009 - 2012 The University of Tokyo Graduate School of Engineering Doctoral Course, Department of Civil Engineering
2007 - 2009 The University of Tokyo Graduate School of Engineering Master Course, Department of Civil Engineering
2005 - 2007 The University of Tokyo Faculty of Engineering Department of Civil Engineering
2003 - 2005 The University of Tokyo College of Liberal Arts and Sciences Junior Division Natural Sciences I

Professional career (1)：

Work history (4)：

2021/04 - 現在 German Research Center for Artificial Intelligence Visiting Scholar
2020/02 - 現在 University of Yamanashi Faculty of Engineering Department of Civil and Environmental Engineering Associate Professor
2012/07 - 2020/01 University of Yamanashi Department of Civil & Environmental Engineering assistant professor
2012/04 - 2012/06 University of Illinois Urbana Champaign visiting researcher

Awards (5)：

2020/12 - 土木学会構造工学委員会構造工学でのAI活用に関する研究小委員会 AI・データサイエンス論文賞パターン認識と法則発見のデータサイエンス
2020/10 - Japan Society of Civil Engineering Presentation Award on 2020 JSCE Applied Mechanics Symposium
2017/08 - Best Presentation Award, IMEC2017
2014/10 - Outstanding Paper Award, Built Environment Project and Asset Management
2010/08 - Applied Mechanics Committee, Japan Society of Civil Engineering Best Paper Award from JSCE Applied Mechanics Committee

※ Researcher’s information displayed in J-GLOBAL is based on the information registered in researchmap. For details, see here.

Return to Previous Page