MIYAMOTO Takashi 宮本崇

Researcher Number	30637989
Other IDs
Affiliation (Current)	2025: 東京科学大学, 環境・社会理工学院, 准教授
Affiliation (based on the past Project Information) *help	2019 – 2024: 山梨大学, 大学院総合研究部, 准教授 2016 – 2019: 山梨大学, 大学院総合研究部, 助教 2014 – 2016: 山梨大学, 総合研究部, 助教
Review Section/Research Field	Principal Investigator Basic Section 25030:Disaster prevention engineering-related / Structural engineering/Earthquake engineering/Maintenance management engineering Except Principal Investigator Structural engineering/Earthquake engineering/Maintenance management engineering / Basic Section 22020:Structure engineering and earthquake engineering-related / Basic Section 25030:Disaster prevention engineering-related / Basic Section 22040:Hydroengineering-related / Natural disaster / Disaster prevention science
Keywords	Principal Investigator マルチモーダル機械学習 / 災害被害検知 / リモートセンシング / 深層学習 / 機械学習 / PINNs / ハイブリッドモデル / マルチモーダルデータ / 衛星データ解析 / 地震被害推定 … More / 不均衡データ / 異常検知 / 衛星リモートセンシング / 衛星画像 / AI / 地震被害検知 / 都市ビッグデータ / 地震被害判別 / 物理とデータ駆動のハイブリッド / データサイエンス / 機械学習と物理の統合 / マルチモーダル学習 / リアルタイム地震被害推定 / 畳み込みニューラルネットワーク / 特徴抽出 / 時系列信号 / 入力地震動 / ウェーブレット変換 / データ駆動 / 階層型クラスタリング / 非線形応答 / 設計地震動 … More Except Principal Investigator 入力地震動 / 耐震設計 / 橋梁点検 / AI / 人工知能 / SfM / 画像処理 / VQA / Image captioning / 維持管理 / Deep learning / CNN / 損傷検知 / 橋梁点検診断 / 条件付ハザード / 物理探査 / 地震観測 / スパースモデリング / 降雨予測 / 数値気象モデル / 機械学習 / 深層学習 / 設計法 / 耐震 / 構造工学・地震工学 / 免震 / 設計体系 / レジリエンス / RC橋脚 / 極大地震 / 危機耐性 / パワースペクトル / 伝達関数 / 相関関数 / 地震応答 / 超高密度地震観測 / 地震動集合 / 設計用入力波形 / Jensen Shannon エントロピー / 非線形挙動 / 不確実性 / 情報エントロピー / 設計用入力地震動 Less

物理とデータ科学の統合手法による都市域観測ビッグデータからの災害解析Principal Investigator
- Principal Investigator
  
  宮本崇
- Project Period (FY)
  2023 – 2026
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 25030:Disaster prevention engineering-related
- Research Institution
  University of Yamanashi
A New AI Method for Bridge Inspection and Diagnosis that Combines CNN with Highly Accurate Damage Detection and Expertises
- Principal Investigator
  
  Chun Pang-jo
- Project Period (FY)
  2021 – 2023
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 22020:Structure engineering and earthquake engineering-related
- Research Institution
  The University of Tokyo
Development of a heavy rainfall prediction method combining numerical weather prediction models and deep learning methods
- Principal Investigator
  
  Souma Kazuyoshi
- Project Period (FY)
  2019 – 2022
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 22040:Hydroengineering-related
- Research Institution
  University of Yamanashi
Development of a high-precision prediction method to estimate seismic behavior of ground-structure systems using a sparse seismic observation network
- Principal Investigator
  
  Morikawa Hitoshi
- Project Period (FY)
  2019 – 2023
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 25030:Disaster prevention engineering-related
- Research Institution
  Tokyo Institute of Technology
Estimation of earthquake damage distribution by multimodal learning of heterogeneous data from various information sourcesPrincipal Investigator
- Principal Investigator
  
  Miyamoto Takashi
- Project Period (FY)
  2018 – 2022
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 25030:Disaster prevention engineering-related
- Research Institution
  University of Yamanashi
Framework and Methodologies of Seismic Design for Anti-Catastrophe Property
- Principal Investigator
  
  Honda Riki
- Project Period (FY)
  2016 – 2019
- Research Category
  
  Grant-in-Aid for Scientific Research (A)
- Research Field
  
  Structural engineering/Earthquake engineering/Maintenance management engineering
- Research Institution
  The University of Tokyo
Synthesis of representative design input motion reflecting possible ground motions based on data scientific schemePrincipal Investigator
- Principal Investigator
  
  MIYAMOTO Takashi
- Project Period (FY)
  2015 – 2017
- Research Category
  
  Grant-in-Aid for Young Scientists (B)
- Research Field
  
  Structural engineering/Earthquake engineering/Maintenance management engineering
- Research Institution
  University of Yamanashi
Development of stochastic identification method for ground and structural behavior during earthquakes based on ultra-high-density observation records
- Principal Investigator
  
  Morikawa Hitoshi
- Project Period (FY)
  2015 – 2019
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Research Field
  
  Natural disaster / Disaster prevention science
- Research Institution
  Tokyo Institute of Technology
A method to synthesize reliable input motions for seismic design considering the effect of various uncertainty factors using the concept of information theory
- Principal Investigator
  
  HONDA Riki
- Project Period (FY)
  2012 – 2015
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Research Field
  
  Structural engineering/Earthquake engineering/Maintenance management engineering
- Research Institution
  The University of Tokyo

All 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2012 Other

All Journal Article Presentation Book

[Book] AI×防災2022
- Author(s)
  古田均、北原武嗣、野村泰稔、宮本崇、一言正之、伊藤真一、広兼道幸、高橋亨輔
- Total Pages
  209
- Publisher
  電気書院
- ISBN
  9784485301197
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] Detecting building damage caused by typhoon from optical satellite imagery using deep learning2023
- Author(s)
  椚原光良、中井大輔、安田浩平、宮本崇
- Journal Title
  
  Artificial Intelligence and Data Science
  
  Volume: 4 Issue: 3 Pages: 867-872
- DOI
  10.11532/jsceiii.4.3_867
- ISSN
  2435-9262
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-23K26350
[Journal Article] 機械学習による科学的方法論の拡張と地盤工学2023
- Author(s)
  宮本崇
- Journal Title
  
  地盤工学会誌
  
  Volume: 71 Pages: 19-23
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-19H02400
[Journal Article] Effect Of Terrain Information On Multimodal Deep Learning For Flood Disaster Detection2023
- Author(s)
  Miyamoto Takashi、Stricker Marco、Ogishima Jun、Iselborn Kevin、Nuske Marlon、Dengel Andreas
- Journal Title
  
  Proceedings of 2023 IEEE International Geoscience and Remote Sensing Symposium
  
  Volume: - Pages: 448-451
- DOI
  10.1109/igarss52108.2023.10282892
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K26350
[Journal Article] Fusing Digital Elevation Maps with Satellite Imagery for Flood Mapping2023
- Author(s)
  Stricker Marco、Miyamoto Takashi、Iselborn Kevin、Nuske Marlon、Dengel Andreas
- Journal Title
  
  Proceedings of 2023 IEEE International Geoscience and Remote Sensing Symposium
  
  Volume: - Pages: 6290-6293
- DOI
  10.1109/igarss52108.2023.10282260
- Peer Reviewed / Open Access / Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K26350
[Journal Article] 機械学習による科学的方法論の拡張と地盤工学2023
- Author(s)
  宮本　崇
- Journal Title
  
  地盤工学会誌
  
  Volume: 71 Pages: 19-23
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-23K26350
[Journal Article] Physics-Informed Data-Driven Model for Short-Term Precipitation Prediction Using Radar-Observed Big Data2022
- Author(s)
  Zheng Shitao、Miyamoto Takashi、Shimizu Shingo、Kato Ryohei、Iwanami Koyuru
- Journal Title
  
  Proceedings of 2022 IEEE International Geoscience and Remote Sensing Symposium
  
  Volume: - Pages: 4623-4626
- DOI
  10.1109/igarss46834.2022.9883040
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] Integrating Physical Prediction Methods and AI-based Satellite Data Analysis Methods in Earthquake Damage Estimation2022
- Author(s)
  Takashi Miyamoto
- Journal Title
  
  Proceedings of Eighth International Symposium On Reliability Engineering And Risk Management
  
  Volume: - Pages: 318-322
- DOI
  10.3850/978-981-18-5184-1_ms-11-142-cd
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-19H02400, KAKENHI-PROJECT-18K13966
[Journal Article] Hybrid Scheme of Kinematic Analysis and Lagrangian Koopman Operator Analysis for Short-Term Precipitation Forecasting2022
- Author(s)
  Zheng Shitao、Miyamoto Takashi、Iwanami Koyuru、Shimizu Shingo、Kato Ryohei、University of Yamanashi 4-3-11 Takeda, Kofu, Yamanashi 400-8511, Japan、German Research Center for Artificial Intelligence, Kaiserslautern, Germany、National Research Institute for Earth Science and Disaster Resilience (NIED), Tsukuba, Japan
- Journal Title
  
  Journal of Disaster Research
  
  Volume: 17 Issue: 7 Pages: 1140-1149
- DOI
  10.20965/jdr.2022.p1140
- ISSN
  1881-2473, 1883-8030
- Year and Date
  2022-12-01
- Language
  English
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] PARADIGM SHIFT THROUGH THE INTEGRATION OF PHYSICAL METHODOLOGY AND DATA SCIENCE2021
- Author(s)
  宮本崇
- Journal Title
  
  Intelligence, Informatics and Infrastructure
  
  Volume: 2 Issue: J2 Pages: 140-151
- DOI
  10.11532/jsceiii.2.J2_140
- NAID
  130008118242
- ISSN
  2435-9262
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16H02357, KAKENHI-PROJECT-19H02246, KAKENHI-PROJECT-18K13966
[Journal Article] DYNAMIC ANALYSIS OF ONE-DIMENSIONAL CONTINUUM BASED ON PHYSICS-INFORMED NEURAL NETWORKS2021
- Author(s)
  宮本崇、西尾真由子、全邦釘
- Journal Title
  
  Intelligence, Informatics and Infrastructure
  
  Volume: 2 Issue: J2 Pages: 152-156
- DOI
  10.11532/jsceiii.2.J2_152
- NAID
  130008118235
- ISSN
  2435-9262
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] Using 3-D Convolution and Multimodal Architecture for Earthquake Damage Detection Based on Satellite Imagery and Digital Urban Data2021
- Author(s)
  Takashi Miyamoto and Yudai Yamamoto
- Journal Title
  
  IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  
  Volume: Vol.14 Pages: 8606-8613
- DOI
  10.1109/jstars.2021.3102701
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16H02357, KAKENHI-PROJECT-19H02400, KAKENHI-PROJECT-18K13966
[Journal Article] PROBABILISTIC PREDICTION OF DAM INFLOW WITH UNCERTAINTY IN FORECAST RAINFALL USING BAYESIAN DEEP LEARNING2021
- Author(s)
  三浦奈都, 宮本崇, 天方匡純, 安野貴人, 石井明
- Journal Title
  
  Intelligence, Informatics and Infrastructure
  
  Volume: 2 Issue: J2 Pages: 933-943
- DOI
  10.11532/jsceiii.2.J2_933
- NAID
  130008118311
- ISSN
  2435-9262
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-16H02357, KAKENHI-PROJECT-19H02246
[Journal Article] DATA-DRIVEN ANALYSIS OF NONLINEAR DYNAMICS BASED ON KOOPMAN OPERATOR THEORY AND ITS APPLICATION TO SHORT-TERM PRECIPITATION FORECAST2020
- Author(s)
  宮本崇，Zheng Shitao, 阿部雅人，岩波越
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A2 (Applied Mechanics (AM))
  
  Volume: 76 Issue: 1 Pages: 22-37
- DOI
  10.2208/jscejam.76.1_22
- NAID
  130007878515
- ISSN
  2185-4661
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-16H02357
[Journal Article] ショートカット接続を含む深層学習による数値気象モデル降水量予測補正の検討2020
- Author(s)
  倉上健, 相馬一義, 宮本崇, 古屋貴彦, 馬籠純, 石平博
- Journal Title
  
  土木学会論文集G（環境）
  
  Volume: 76 (5)
- NAID
  130007970704
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-19H02246
[Journal Article] Using multimodal learning model for earthquake damage detection based on optical satellite imagery and structural attributes2020
- Author(s)
  T. Miyamoto and Y. Yamamoto
- Journal Title
  
  Proceedings of 2020 IEEE International Geoscience and Remote Sensing Symposium
  
  Volume: - Pages: 6623-6626
- DOI
  10.1109/igarss39084.2020.9324464
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-18K13966, KAKENHI-PROJECT-16H02357
[Journal Article] DATA SCIENCE FOR PATTERN RECOGNITION AND LAW DISCOVERY2020
- Author(s)
  宮本崇
- Journal Title
  
  Intelligence, Informatics and Infrastructure
  
  Volume: 1 Issue: J1 Pages: 270-277
- DOI
  10.11532/jsceiii.1.J1_270
- NAID
  130007940783
- ISSN
  2435-9262
- Year and Date
  2020-11-11
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13966, KAKENHI-PROJECT-19H02246, KAKENHI-PROJECT-16H02357
[Journal Article] Using multimodal learning model for earthquake damage detection based on optical satellite imagery and structural attributes2020
- Author(s)
  Takashi Miyamoto and Yudai Yamamoto
- Journal Title
  
  Proceedings of 2020 IEEE International Geoscience and Remote Sensing Symposium
  
  Volume: -
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] RESEARCH TRENDS IN MACHINE LEARNING FROM THE PERSPECTIVE OF DISASTER PREVENTION APPLICATIONS2020
- Author(s)
  宮本崇, 浅川匡, 久保久彦, 野村泰稔, 宮森保紀
- Journal Title
  
  Intelligence, Informatics and Infrastructure
  
  Volume: 1 Issue: J1 Pages: 242-251
- DOI
  10.11532/jsceiii.1.J1_242
- NAID
  130007940787
- ISSN
  2435-9262
- Year and Date
  2020-11-11
- Language
  Japanese
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-18K13966, KAKENHI-PROJECT-19H02246, KAKENHI-PROJECT-16H02357, KAKENHI-PROJECT-19H02400
[Journal Article] 地盤工学における機械学習技術の応用研究事例について2019
- Author(s)
  宮本崇
- Journal Title
  
  地盤工学会誌
  
  Volume: 67巻 Pages: 16-19
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-16H02357
[Journal Article] 人工衛星撮影データの時系列性と不均衡性を考慮した機械学習モデルによる地震被害判別2019
- Author(s)
  宮本崇
- Journal Title
  
  JCOSSAR2019論文集B
  
  Volume: 9 Pages: 298-299
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] 深層学習を用いた降水短期予測における数値気象モデル出力補正手法の構築2019
- Author(s)
  倉上健, 相馬一義, 宮本崇, 古屋貴彦, 馬籠純, 石平博
- Journal Title
  
  土木学会論文集G（環境）
  
  Volume: 75 (5)
- NAID
  130007821973
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-19H02246
[Journal Article] 地盤工学における機械学習技術の応用研究事例について2019
- Author(s)
  宮本崇
- Journal Title
  
  地盤工学会誌
  
  Volume: 67 Pages: 16-19
- Data Source
  KAKENHI-PROJECT-19H02400
[Journal Article] 地盤工学における機械学習技術の応用研究事例について2019
- Author(s)
  宮本崇
- Journal Title
  
  地盤工学会誌
  
  Volume: 67 Pages: 16-19
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-18K13966
[Journal Article] 3-D Gravity Basement Structure Around Mashiki, Kumamoto, Japan2018
- Author(s)
  Araki, S., Noguchi, T., Komazawa, M., Arimura, S., Tamura, M., Nakayama, K., Morikawa, H., Miyamoto, T., Iiyama, K., Hata, Y., Yoshimi, M., Kagawa, T., and Goto, H.
- Journal Title
  
  Journal of Disaster Research
  
  Volume: 13 Issue: 1 Pages: 193-198
- DOI
  10.20965/jdr.2018.p0193
- NAID
  130007493947
- ISSN
  1881-2473, 1883-8030
- Year and Date
  2018-02-20
- Language
  English
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-15H02990
[Journal Article] AUTO DETECTTION OF ANALYSIS SECTIONS FROM MICROTREMER RECORDS USING DEEP LEARNING2017
- Author(s)
  宮本崇，古屋貴彦，盛川仁
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A2 (Applied Mechanics (AM))
  
  Volume: 73 Issue: 2 Pages: I_321-I_331
- DOI
  10.2208/jscejam.73.I_321
- NAID
  130006329826
- ISSN
  2185-4661
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15H02990, KAKENHI-PROJECT-15K18106
[Journal Article] APPLICATION OF CLUSTERING SCHEME OF GROUND MOTIONS USING JS DIVERGENCE TO SEISMIC RECORDS2016
- Author(s)
  宮本崇，本田利器
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))
  
  Volume: 72 Issue: 4 Pages: I_810-I_820
- DOI
  10.2208/jscejseee.72.I_810
- NAID
  130005152753
- ISSN
  2185-4653
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15H02990, KAKENHI-PROJECT-15K18106
[Journal Article] ANALYSIS OF STRAIN CONCENTRATION IN ALLUVIUM USING THREE DIMENSIONAL NONLINEAR SESMIC GROUND RESPONSE ANALYSIS2016
- Author(s)
  宮本崇，入原渉，鈴木猛康，藤田航平，市村強
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))
  
  Volume: 72 Issue: 4 Pages: I_768-I_776
- DOI
  10.2208/jscejseee.72.I_768
- NAID
  130005152752
- ISSN
  2185-4653
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15H02990
[Journal Article] Clustering Ground Motions using Jensen-Shannon Divergence to Consider Dissimilarity of Nonlinear Structural Response Values2016
- Author(s)
  宮本崇，本田利器
- Journal Title
  
  Journal of Japan Association for Earthquake Engineering
  
  Volume: 16 Issue: 3 Pages: 3_41-3_52
- DOI
  10.5610/jaee.16.3_41
- NAID
  130005133038
- ISSN
  1884-6246
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15K18106, KAKENHI-PROJECT-15H02990, KAKENHI-PROJECT-24360177
[Journal Article] JS divergenceに基づく地震動波形のクラスタリング手法による観測地震動記録群の分類2016
- Author(s)
  宮本崇，本田利器
- Journal Title
  
  土木学会論文集A1（構造・地震工学）
  
  Volume: 72
- NAID
  130005152753
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24360177
[Journal Article] 平成28 年(2016 年) 熊本地震の概要と益城町周辺における余震・常時微動観測2016
- Author(s)
  宮本崇・飯山かほり・後藤浩之・盛川仁
- Journal Title
  
  自然災害科学
  
  Volume: Vol.35, No.2 Pages: 77-86
- NAID
  40021962543
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15H02990
[Journal Article] Synthesis of representative wave of spectrum-fitting input motions based on iterative learning procedure2016
- Author(s)
  Miyamoto, T. and Honda, R.
- Journal Title
  
  International Journal of Earthquake and Impact Engineering
  
  Volume: Vol.1 Issue: 1/2 Pages: 159-173
- DOI
  10.1504/ijeie.2016.10000978
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-15H02990, KAKENHI-PROJECT-15K18106, KAKENHI-PROJECT-16H02357
[Journal Article] APPLICABILITY OF CLUSTERING SCHEME FOR GROUND MOTIONS USING JS DIVERGENCE TO SPECTRUM COMPATIBLE DESIGN MOTIONS2015
- Author(s)
  宮本崇，本田利器
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))
  
  Volume: 71 Issue: 4 Pages: I_799-I_806
- DOI
  10.2208/jscejseee.71.I_799
- NAID
  130005100234
- ISSN
  2185-4653
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-15K18106, KAKENHI-PROJECT-15H02990, KAKENHI-PROJECT-24360177
[Journal Article] STOCHASTIC ESTIMATION FOR THE EFFECT OF NUMBER OF DESIGN INPUT MOTIONS ON SEISMIC PERFORMANCE OF STRUCTURES2014
- Author(s)
  宮本崇，本田利器
- Journal Title
  
  Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))
  
  Volume: 70 Issue: 4 Pages: I_981-I_990
- DOI
  10.2208/jscejseee.70.I_981
- NAID
  130004557129
- ISSN
  2185-4653
- Language
  Japanese
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24360177
[Journal Article] Setting design input motion based on the information of a set of possible ground motions2014
- Author(s)
  T. Miyamoto and R. Honda
- Journal Title
  
  Life-Cycle of Structural Systems:Design, Assessment, Maintenance and Management
  
  Volume: なし Pages: 2193-2198
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24360177
[Journal Article] 設計用入力地震動の数が構造物の耐震強度に及ぼす影響の確率的評価2014
- Author(s)
  宮本崇・本田利器
- Journal Title
  
  土木学会論文集A1（構造・地震工学）
  
  Volume: 70
- NAID
  130004557129
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 素因と誘因を考慮した土砂災害危険度現況推定の2022年台風15号への適用2023
- Author(s)
  野村俊介, 平野英孝, 相馬一義, 宮本崇, 石平博, 馬籠純, 倉上健
- Organizer
  第31回地球環境シンポジウム
- Data Source
  KAKENHI-PROJECT-19H02246
[Presentation] 疎な解析解を用いた Physics-Informed Neural Networks の学習収束性の向上2023
- Author(s)
  佐々木勇人，宮本崇
- Organizer
  土木学会第78回年次学術講演会
- Data Source
  KAKENHI-PROJECT-23K26350
[Presentation] 疎な解析解を用いた Physics-Informed Neural Networks の学習収束性の向上2023
- Author(s)
  佐々木勇人・宮本崇
- Organizer
  土木学会第78回年次学術講演会，講演番号CS14-20，広島大学（広島）
- Data Source
  KAKENHI-PROJECT-19H02400
[Presentation] マルチモーダル深層学習による洪水浸水域マッピングに関する研究2023
- Author(s)
  荻島準，宮本崇
- Organizer
  土木学会第78回年次学術講演会
- Data Source
  KAKENHI-PROJECT-23K26350
[Presentation] Fusing digital elevation maps with satellite imagery for flood mapping2023
- Author(s)
  Marco Stricker, Takashi Miyamoto, Kevin Iselborn, Marlon Nuske, Andreas Dengel
- Organizer
  2023 IEEE International Geoscience and Remote Sensing Symposium
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K26350
[Presentation] 深層学習を用いた短期降水予測補正手法におけるデータ拡張の影響評価2023
- Author(s)
  松田聖矢, 倉上健, 相馬一義, 蘇田憲司, 小島光平, 小畑宏夢, 宮本崇, 馬籠純, 石平博
- Organizer
  第31回地球環境シンポジウム
- Data Source
  KAKENHI-PROJECT-19H02246
[Presentation] Effect of terrain information on multimodal deep learning for flood disaster detection2023
- Author(s)
  Takashi Miyamoto, Marco Stricker, Jun Ogishima, Kevin Iselborn, Marlon Nuske, Andreas Dengel
- Organizer
  2023 IEEE International Geoscience and Remote Sensing Symposium
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-23K26350
[Presentation] 深層学習を用いた光学衛星画像からの台風被害検知2023
- Author(s)
  椚原光良，中井大輔，安田浩平，宮本崇
- Organizer
  第4回AI・データサイエンスシンポジウム
- Data Source
  KAKENHI-PROJECT-23K26350
[Presentation] 物理知見を事前情報とした災害事象のデータ駆動モデリング2022
- Author(s)
  宮本崇
- Organizer
  統計数理研究所研究集会「諸科学における統計思考」
- Invited
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] Integrating Physical Prediction Methods and AI-based Satellite Data Analysis Methods in Earthquake Damage Estimation2022
- Author(s)
  Takashi Miyamoto
- Organizer
  Eighth International Symposium On Reliability Engineering And Risk Management
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] Multimodal Deep Learning for Earthquake Damage Detection2022
- Author(s)
  Takashi Miyamoto
- Organizer
  13th International Conference on Structural Safety & Reliability
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 富士川周辺地域における素因と誘因を考慮した土砂災害危険度現況推定手法の構築2022
- Author(s)
  平野英孝, 相馬一義, 宮本崇, 石平博, 馬籠純, 黒田晴, 倉上健
- Organizer
  第3回　AI・データサイエンスシンポジウム
- Data Source
  KAKENHI-PROJECT-19H02246
[Presentation] Multimodal Deep Learning for Earthquake Damage Detection2022
- Author(s)
  Takashi Miyamoto and Yudai Yamamoto
- Organizer
  13th International Conference on Structural Safety & Reliability, Online,
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-19H02400
[Presentation] Physics-Informed Neural Networksによる1次元連続体の動的解析2021
- Author(s)
  宮本崇
- Organizer
  第2回AI・データサイエンスシンポジウム
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] Monitoring earthquake damage of housing structures based on multimodal machine learning model learning2021
- Author(s)
  Takashi Miyamoto
- Organizer
  10th International Conference on Structural Health Monitoring of Intelligent Infrastructure
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 物理的方法論とデータ科学の統合による科学パラダイムの深化2021
- Author(s)
  宮本崇
- Organizer
  第2回AI・データサイエンスシンポジウム
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] Machine Learning Approach for Earthquake Damage Detection from Spatio-Temporal Remote Sensing Data2021
- Author(s)
  Takashi Miyamoto
- Organizer
  17th World Conference on Earthquake Engineering
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 富士川周辺地域における深層学習を活用した土砂災害危険度現況推定手法の構築とその評価2021
- Author(s)
  平野英孝, 相馬一義, 宮本崇, 石平博, 馬籠純, 黒田晴, 倉上健
- Organizer
  水文・水資源学会／日本水文科学会2021年度研究発表会
- Data Source
  KAKENHI-PROJECT-19H02246
[Presentation] 土木工学分野におけるデータ科学手法への期待と応用事例2020
- Author(s)
  宮本崇
- Organizer
  第23回情報論的学習理論ワークショップ
- Invited
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] ショートカット接続を含む深層学習による数値気象モデル降水量予測補正の検討2020
- Author(s)
  倉上健, 相馬一義, 宮本崇, 古屋貴彦, 馬籠純, 石平博
- Organizer
  第28回地球環境シンポジウム
- Data Source
  KAKENHI-PROJECT-19H02246
[Presentation] 防災応用の観点からの機械学習の研究動向2020
- Author(s)
  宮本崇
- Organizer
  第1回AI・データサイエンスシンポジウム
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] sing multimodal learning model for earthquake damage detection based on optical satellite imagery and structural attributes2020
- Author(s)
  Takashi Miyamoto
- Organizer
  2020 IEEE International Geoscience and Remote Sensing Symposium
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] Earthquake Building Damage Detection Using 3D Spatio-Temporal Convolutional Neural Network and Multi-Temporal Satellite Imagery2019
- Author(s)
  Takashi Miyamoto
- Organizer
  AAAI 2019 Artificial Intelligence for Natural Disasters Workshop
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] 震災前後の衛星撮影画像を入力とした深層学習モデルによる地震被害の判別2019
- Author(s)
  宮本崇
- Organizer
  第9回インフラ・ライフライン減災対策シンポジウム
- Data Source
  KAKENHI-PROJECT-16H02357
[Presentation] 震災前後の衛星撮影画像を入力とした深層学習モデルによる地震被害の判別2019
- Author(s)
  宮本崇
- Organizer
  第9回インフラ・ライフライン減災対策シンポジウム
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] Earthquake Building Damage Detection Using 3D Spatio-Temporal Convolutional Neural Network and Multi-Temporal Satellite Imagery2019
- Author(s)
  Takashi Miyamoto
- Organizer
  AAAI 2019 Artificial Intelligence for Natural Disasters Workshop
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-16H02357
[Presentation] Earthquake Building Damage Detection Using 3D Spatio-Temporal Convolutional Neural Network and Multi-Temporal Satellite Imagery2019
- Author(s)
  Takashi MIYAMOTO
- Organizer
  AAAI 2019 Artificial Intelligence for Natural Disasters Workshop
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 人工衛星撮影データの時系列性と不均衡性を考慮した機械学習モデルによる地震被害判別2019
- Author(s)
  宮本崇
- Organizer
  JCOSSAR
- Data Source
  KAKENHI-PROJECT-16H02357
[Presentation] 震災前後の衛星撮影画像を入力とした深層学習モデルによる地震被害の判別2019
- Author(s)
  宮本崇
- Organizer
  第9回インフラ・ライフライン減災対策シンポジウム
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 人工衛星撮影データの時系列性と不均衡性を考慮した機械学習モデルによる地震被害判別2019
- Author(s)
  宮本崇
- Organizer
  第9回構造物の安全性・信頼性に関する国内シンポジウム（JCOSSAR2019）
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 不均衡データからの分類タスクに対するrankSVMの性能検証と地震被害検知への応用2019
- Author(s)
  宮本崇
- Organizer
  第21回応用力学シンポジウム
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 時空間畳み込みニューラルネットワークによる衛星画像からの地震時構造物被害の検出2018
- Author(s)
  宮本崇
- Organizer
  土木学会第73回年次学術講演会
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] 光学衛星画像の時空間畳み込みニューラルネットワークによる地震被害の判別2018
- Author(s)
  宮本崇
- Organizer
  日本リモートセンシング学会第64回学術講演会
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 光学衛星画像の時空間畳み込みニューラルネットワークによる地震被害の判別2018
- Author(s)
  宮本崇
- Organizer
  日本リモートセンシング学会第64回学術講演会
- Data Source
  KAKENHI-PROJECT-16H02357
[Presentation] 時空間畳み込みニューラルネットワークによる衛星画像からの地震時構造物被害の検出2018
- Author(s)
  宮本崇
- Organizer
  土木学会第73回年次学術講演会
- Data Source
  KAKENHI-PROJECT-18K13966
[Presentation] 光学衛星画像の時空間畳み込みニューラルネットワークによる地震被害の判別2018
- Author(s)
  宮本崇
- Organizer
  日本リモートセンシング学会第64回学術講演会
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] 時空間畳み込みニューラルネットワークによる衛星画像からの地震時構造物被害の検出2018
- Author(s)
  宮本崇
- Organizer
  土木学会第73回年次学術講演会
- Data Source
  KAKENHI-PROJECT-16H02357
[Presentation] 重力探査を用いた熊本県益城町市街地周辺の三次元基盤構造の推定2017
- Author(s)
  荒木俊，野口竜也，駒澤正夫，有村翔也，田村充宏，中山圭，盛川仁，飯山かほり，宮本崇，秦吉弥，吉見雅行，香川敬生，後藤浩之
- Organizer
  断層帯近傍における地震動評価に関するシンポジウム
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] 深層学習を用いた常時微動記録からの解析対象区間の自動抽出2017
- Author(s)
  宮本崇，古屋貴彦，盛川仁
- Organizer
  第20回応用力学シンポジウム
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] Setting Design Ground Motion Reflecting Information of a set of Observed and Simulated Ground Motions based on Data-Driven Approach2017
- Author(s)
  Takashi Miyamoto
- Organizer
  16th World Conference on Earthquake Engineering
- Place of Presentation
  CasaPiedra Convention Center(Santiago, Chile)
- Year and Date
  2017-01-11
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] ２点同時微動観測を用いた益城町赤井地区における基盤傾斜の推定の試み2017
- Author(s)
  飯田剛史，飯山かほり，宮本崇，盛川仁，後藤浩之，秦吉弥
- Organizer
  断層帯近傍における地震動評価に関するシンポジウム
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] Setting Design Ground Motion Reflecting Information of a set of Observed and Simulated Ground Motions based on Data-Driven Approach2017
- Author(s)
  Takashi Miyamoto
- Organizer
  16th World Conference on Earthquake Engineering
- Place of Presentation
  CasaPiedra Convention Center(Santiago, Chile)
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] 熊本県益城町における長期微動観測の実施と地震波干渉法の適用2017
- Author(s)
  宮本崇，盛川仁，飯山かほり，後藤浩之，秦吉弥
- Organizer
  断層帯近傍における地震動評価に関するシンポジウム
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] ２点同時微動観測に基づく傾斜基盤構造推定の試み2017
- Author(s)
  飯山かほり，宮本崇，盛川仁，飯田剛史，後藤浩之，秦吉弥
- Organizer
  日本地震学会秋季大会
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] 深層学習を用いた常時微動記録の自動処理手法の開発2017
- Author(s)
  宮本崇，古屋貴彦，盛川仁
- Organizer
  土木学会第72回年次学術講演会
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] End-to-end Processing ofMicrotremer Data on Geophysical ExplorationUsing Deep Learning2017
- Author(s)
  Takashi Miyamoto, Takahiko Furuya and Hitoshi Morikawa
- Organizer
  The 13th International Workshop on Advanced Smart Materials and Smart Structures Technology
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] 物理探査における常時微動記録の深層学習処理について2017
- Author(s)
  宮本崇，古屋貴彦，盛川仁
- Organizer
  第22回知能メカトロニクスワークショップ
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] JS divergenceに基づく地震波クラスタリング手法の実観測記録への適用性の検証2015
- Author(s)
  宮本崇，本田利器
- Organizer
  第18回応用力学シンポジウム
- Place of Presentation
  金沢大学
- Year and Date
  2015-05-16
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] JS divergenceに基づく地震動波形のクラスタリング手法による観測地震動記録群の分類2015
- Author(s)
  宮本崇
- Organizer
  第35回地震工学研究発表会
- Place of Presentation
  東京大学生産研究所（東京都目黒区）
- Year and Date
  2015-10-07
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] JS divergenceを用いた構造物の非線形応答値に基づく地震動波形のクラスタリング2015
- Author(s)
  宮本崇，本田利器
- Organizer
  土木学会第70回年次学術講演会
- Place of Presentation
  岡山大学
- Year and Date
  2015-09-18
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] JS divergenceを用いた構造物の非線形応答値に基づく地震動波形のクラスタリング2015
- Author(s)
  宮本崇
- Organizer
  土木学会第70回年次学術講演会
- Place of Presentation
  岡山大学（岡山県岡山市）
- Year and Date
  2015-09-18
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] JS divergenceに基づく地震動波形のクラスタリング手法による観測地震動記録群の分類2015
- Author(s)
  宮本崇，本田利器
- Organizer
  第35回地震工学研究発表会
- Place of Presentation
  東京大学生産研究所
- Year and Date
  2015-10-07
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] JS divergenceに基づく地震波クラスタリング手法の実観測記録への適用性の検証2015
- Author(s)
  宮本崇
- Organizer
  第18回応用力学シンポジウム
- Place of Presentation
  金沢大学
- Year and Date
  2015-05-16
- Data Source
  KAKENHI-PROJECT-15H02990
[Presentation] JS divergenceに基づく地震波クラスタリング手法の実観測記録への適用性の検証2015
- Author(s)
  宮本崇
- Organizer
  第18回応用力学シンポジウム
- Place of Presentation
  金沢大学（石川県金沢市）
- Year and Date
  2015-05-16
- Data Source
  KAKENHI-PROJECT-15K18106
[Presentation] Synthesis of Design Input Motion Reflecting Information of Possible Ground Motions2012
- Author(s)
  Takashi Miyamoto, Tauqir Ahmed and Riki Honda
- Organizer
  15th World Conference on Earthquake Engineering
- Place of Presentation
  Lisbon, Portugal
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] Quantification of Reliability of Ground Motion Selection by Using Nonlinear Response of Structure as Feature Indices2012
- Author(s)
  Tauqir Ahmed, Takashi Miyamoto and Riki Honda
- Organizer
  15th World Conference on Earthquake Engineering
- Place of Presentation
  Lisbon, Portugal
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 設計地震動"集合"の利用とその性能の定量的評価手法の提案2012
- Author(s)
  宮本崇, 本田利器
- Organizer
  土木学会第67回年次学術講演会
- Place of Presentation
  名古屋大学,名古屋
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 租査用入力地震動集合の大きさの情報エントロピーを用いた評価の信頼性に関する基礎的検討2012
- Author(s)
  宮本崇, 本田利器
- Organizer
  地震工学研究発表会
- Place of Presentation
  東京大学生産技術研究所,東京
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] JS divergenceを用いた地震動波形のクラスタリング手法のスペクトル適合波への適用性
- Author(s)
  宮本崇、本田利器
- Organizer
  第34回地震工学研究発表会
- Place of Presentation
  まちなかキャンパス長岡（新潟県長岡市）
- Year and Date
  2014-10-09 – 2014-10-10
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 設計用入力地震動の数が構造物の耐震強度に及ぼす影響の確率的評価
- Author(s)
  宮本崇・本田利器
- Organizer
  第33回地震工学研究発表会
- Place of Presentation
  東京，東京大学生産技術研究所
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] Setting design input motion based on information of a set of possible ground motions
- Author(s)
  Takashi Miyamoto　and Riki Honda
- Organizer
  Fourth International Symposium on Life-Cycle Civil Engineering
- Place of Presentation
  早稲田大学International Conference Center（東京都新宿区）
- Year and Date
  2014-11-16 – 2014-11-19
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 不確実性を反映した多数の想定地震動の特性の機械学習に基づく設計地震動の合成
- Author(s)
  宮本崇、本田利器
- Organizer
  第63回理論応用力学講演会
- Place of Presentation
  東京工業大学大岡山キャンパス（東京都目黒区）
- Year and Date
  2014-09-26 – 2014-09-28
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] Jensen-Shannon divergenceを用いた構造物の非線形応答値に基づく地震動波形の集合のクラスタリング
- Author(s)
  宮本崇、本田利器
- Organizer
  第14回地震工学シンポジウム
- Place of Presentation
  幕張メッセ（千葉県千葉市）
- Year and Date
  2014-12-04 – 2014-12-06
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] 設計地震動“集合”の利用とその性能の定量的評価手法の提案
- Author(s)
  宮本崇，本田利器
- Organizer
  土木学会第67回年次学術講演会
- Place of Presentation
  千葉，日本大学
- Data Source
  KAKENHI-PROJECT-24360177
[Presentation] Synthesis of Design Ground Motion Representing the Information of a Set of Possible Ground Motions
- Author(s)
  Riki Honda and Takashi Miyamoto
- Organizer
  11th International Conference on Structural Safety & Reliability
- Place of Presentation
  New York, USA
- Data Source
  KAKENHI-PROJECT-24360177

1. HONDA Riki (60301248)

# of Collaborated Projects: 2 results

# of Collaborated Products: 17 results
2. Morikawa Hitoshi (60273463)

# of Collaborated Projects: 2 results

# of Collaborated Products: 5 results
3. 後藤浩之 (70452323)

# of Collaborated Projects: 2 results

# of Collaborated Products: 5 results
4. 飯山かほり (90711870)

# of Collaborated Projects: 2 results

# of Collaborated Products: 5 results
5. Souma Kazuyoshi (40452320)

# of Collaborated Projects: 1 results

# of Collaborated Products: 7 results
6. Chun Pang-jo (60605955)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
7. 秋山充良 (00302191)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
8. 高橋良和 (10283623)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
9. 片岡正次郎 (40356118)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
10. 野津厚 (60371770)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
11. 古屋貴彦 (00770835)

# of Collaborated Projects: 1 results

# of Collaborated Products: 3 results
12. 馬籠純 (70377597)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
13. 石平博 (80293439)

# of Collaborated Projects: 1 results

# of Collaborated Products: 7 results
14. 友部遼 (90880005)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
15. 浅本晋吾 (50436333)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
16. 党紀 (60623535)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
17. 馬篭純

# of Collaborated Projects: 0 results

# of Collaborated Products: 7 results

MIYAMOTO Takashi 宮本 崇

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物理とデータ科学の統合手法による都市域観測ビッグデータからの災害解析Principal Investigator

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A New AI Method for Bridge Inspection and Diagnosis that Combines CNN with Highly Accurate Damage Detection and Expertises

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Development of a heavy rainfall prediction method combining numerical weather prediction models and deep learning methods

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Development of a high-precision prediction method to estimate seismic behavior of ground-structure systems using a sparse seismic observation network

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Estimation of earthquake damage distribution by multimodal learning of heterogeneous data from various information sourcesPrincipal Investigator

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Framework and Methodologies of Seismic Design for Anti-Catastrophe Property

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Synthesis of representative design input motion reflecting possible ground motions based on data scientific schemePrincipal Investigator

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Development of stochastic identification method for ground and structural behavior during earthquakes based on ultra-high-density observation records

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A method to synthesize reliable input motions for seismic design considering the effect of various uncertainty factors using the concept of information theory

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[Book] AI×防災2022

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[Journal Article] Detecting building damage caused by typhoon from optical satellite imagery using deep learning2023

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[Journal Article] 機械学習による科学的方法論の拡張と地盤工学2023

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[Journal Article] Effect Of Terrain Information On Multimodal Deep Learning For Flood Disaster Detection2023

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MIYAMOTO Takashi 宮本崇