Nishio Mayuko
- Affiliation
- Institute of Systems and Information Engineering
- Official title
- Associate Professor
- ORCID
- 0000-0003-1079-2577
- KAKEN ID
- 00586795
- URL
- Research fields
Structural engineering/Earthquake engineering/Maintenance management engineering - Research keywords
Structural mechanics, Structural dynamics Structural monitoring / sensing Inverse analysis, Machine learning Model V&V, Uncertainty quantification, Data assimilation Maintenance, Seismic design/performance, Structural reliability - Research projects
コンピュータビジョンでのマルチレベル計測による既存橋梁のデータ同化性能解析 2023-04 -- 2026-03 西尾 真由子 JSPS/科学研究費助成事業(学術研究助成基金助成金)基盤研究(B) 18,850,000Yen 複雑多様なリスクに対応する知能化インフラの研究 2021-04 -- 2028-03 西尾真由子 科学技術振興機構/創発的研究支援事業 不確定性感度に基づくデータ同化で構造状態の不確かさを低減する橋梁地震リスク解析 2020-04 -- 2023-03 Mayuko Nishio Japan Society of for the Promotion of Science/Grant-in-Aid for Scientific Research (B) 17,680,000Yen 多様な環境に適応しインフラ構築を革新する協働AIロボット 2021-04 -- 2025-03 永谷 圭司 国立研究開発法人科学技術振興機構/ムーンショット型研究開発事業 - Career history
2019-04 -- (current) University of TsukubaFaculty of Engineering, Information and SystemsAssociate professor 2011-04 -- 2019-03 Yokohama National University大学院都市イノベーション研究院Associate professor 2010-04 -- 2011-03 University of TokyoDepartment of Civil EngineeringResearch fellow 2009-06 -- 2010-03 Los Alamos National LaboratoryVisiting scholar 2008-04 -- 2010-03 Japan Society for the Promotion of ScienceResearch fellow - Academic background
2006-04 -- 2009-03 The University of Tokyo Graduate school of Engineering Department of Aeronautics and Astronautics 2004-04 -- 2006-03 The University of Tokyo Graduate school of Engineering Department of Civil Engineering 2000-04 -- 2004-03 The University of Tokyo School of Engineering Department of Civil Engineering - Degree
2009-03 Ph.D. (in Engineering) The University of Tokyo - Academic societies
2009-04 -- (current) JAPAN SOCIETY OF CIVIL ENGINEERS 2015-05 -- (current) IABSE 2015-07 -- (current) International Society for Structural Health Monitoring of Intelligent Infrastructure 2015-11 -- (current) 日本鋼構造協会 2017-06 -- (current) Japan Society for Computational Engineering and Science (JSCES) - Honors & Awards
2022-12 JSCE Intelligence, Informatics and Infrastructure Excellent Data Award 2020-05 JSCE Research Paper Award 2015-05 IABSE Outstanding Young Engineer Contribution Award 2009-03 SPIE/ASME Student Best Paper Award - Articles
- CNN-based segmentation frameworks for structural component and earthquake damage determinations using UAV images
Saida Taisei; Rashid Muhammad; Nemoto Yudai; Tsukamoto...
EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION/22(2)/pp.359-369, 2023/04 - Gaussian process regression surrogate model for dynamic analysis to account for uncertainties in seismic loading
Saida Taisei; Nishio Mayuko
Proc. SPIE 12486, Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2023/124861O, 2023-04 - Digital twin framework for real-time dynamic analysis visualization with detecting dynamic changes in structures properties using PINN
Okuda Toko; Saida Taisei; Matono Gen; Nishio Mayuko
Proc. SPIE 12486, Sensors and Smart Structures Technologies for Civil, Mechanical, and Aerospace Systems 2023/1248616, 2023-04 - 局所損傷を有する構造物のデータ同化性能評価に向けた画像ひずみ分布計測の適用性検討
佐藤 開; 西尾 真由子
Journal of Structural Engineering/69A/pp.139-147, 2023-04 - Transfer learning Gaussian process regression surrogate model with explainability for structural reliability analyss under variation in uncertainties
Saida Taisei; Nishio Mayuko
COMPUTERS & STRUCTURES/281(107014), 2023-06 - Evaluation of dynamic impact factor of existing bridges with road surface damages based on dynamic response under traffic flow loading
Ho Hoai; Nishio Mayuko
STRUCTURE AND INFRASTRUCTURE ENGINEERING, 2022-11 - 3次元点群データからの鋼構造薄肉部材のシェル要素FEモデル構築
中溝 智也; 西尾 真由子
AI・データサイエンス論文集/3(J2)/pp.786-794, 2022-11 - Multilevel Structural Components Detection and Segmentation toward Computer Vision-Based Bridge Inspection
Yu Weilei; Nishio Mayuko
Sensors/22(9)/p.3502, 2022-05 - Construction of Gaussian Process Regression Surrogate Model for Nonlinear Seismic Response Analysis using ARD Kernel
才田 大聖; 西尾 真由子
Journal of Japan Society of Civil Engineers, Ser. A2 (Applied Mechanics)/77(2)/pp.I_93-I_104, 2022-02 - Innovative technologies for infrastructure construction and maintenance through collaborative robots based on an open design approach
Nagatani Keiji; Abe Masato; Osuka Koichi; Chun Pang-j...
ADVANCED ROBOTICS/35(11)/pp.715-722, 2021-05 - Evaluation of dynamic responses of bridges considering traffic flow and surface roughness
Ho Hoai; Nishio Mayuko
Engineering Structures/225/p.111256, 2020-12 - RELIABILITY ASSESSMENT OF AN EXISTING STEEL PLATE GIRDER BRIDGE USING POSTERIOR DISTRIBUTIONS OF MODEL PARAMETERS
KURODA Risa; NISHIO Mayuko
Journal of JSCE/8(1)/pp.241-254, 2020-10 - VISUALIZATION AND UNDERSTANDING OF CONVOLUTIONAL NEURAL NETWORK FOR DAMAGE LEVEL DETERMINATION OF BRIDGE MEMBERS
西尾 真由子; 栗栖 雄一
Intelligence, Informatics and Infrastructure/1(1)/pp.92-99, 2020 - Application of deep learning to damage level determination of structural members in the bridge inspection
鈴木 達也; 西尾 真由子
Journal of JSCE ser. F3/75(1)/pp.48-59, 2019-11 - Seismic Risk Analysis Based on Hazard Evaluation and Fragility Analysis Considering Structural Parameter Uncertainties
サキャ 摩耶; 西尾 真由子; 藤井 浩子
Journal of Japan Association for Earthquake Engineering/19(6)/pp.6_214-6_224, 2019-10 - Structural change monitoring of a cable-stayed bridge by time-series modeling of the global thermal deformation acquired by GPS
Le V. H.; Nishio M.
Journal of Civil Structural Health Monitoring/9(5)/pp.689-701, 2019-10 - Operation of a damaged prestressed-concrete girder bridge with repair in Japan
Nishio M.; Abé M.
Proceedings of the Institution of Civil Engineers-Forensic Engineering/172(1)/pp.19-26, 2019-05 - SPARSE SURROGATE MODELING FOR STRUCTURAL RELIABILITY ANALYSIS OF EXISTING BRIDGES
西尾 真由子; 三浦 正樹; 珠玖 隆行
Journal of Japan Society of Civil Engineers, Ser. A2/74(2)/pp.I_125-I_136, 2018-12 - Application of GPS tracking system to moving path acquisition of birds
西尾 真由子; 井上 美樹; 藤野 陽三; 樋口 広芳 時田 賢一 今井 金美 矢澤 正人
Journal of Wind Engineering/43(4)/pp.143-148, 2018-10 - Application of a regression model for predicting traffic volume from dynamic monitoring data to the bridge safety evaluation
Wattana K; Nishio M
Journal of Civil Structural Health Monitoring/7(4)/pp.429-443, 2017-08 - Construction of traffic volume estimation models based on the multiple regression analysis of waveform features extracted from bridge dynamic monitoring data
伊藤 駿; 西尾 真由子
Journal of Structural Engineering, A/63A/pp.239-250, 2017-03 - Quality evaluation of fiber-optic strain data acquired in a long-term structural monitoring
Nishio M
Sensors and Materials/29(2)/pp.141-152, 2017-02 - Traffic volume estimation in a cable-stayed bridge using dynamic responses acquired in the structural health monitoring
Wattana K; Nishio M
Structural Control and Health Monitoring/24(4)/p.e1890, 2016-05 - Basic study on applicability of acoustic measurement for detecting local vibrational modes of steel girder bridges
黒木 美央子; 西尾 真由子
Journal of Structural Engineering, A/62A/pp.250-258, 2016-03 - Feature Extraction for Structural Dynamics Model Validation
Nishio M; Farrar C. Hemez F. Stull C. Park G. Cor...
LA-UR-16-20151, 2016-01 - more...
- CNN-based segmentation frameworks for structural component and earthquake damage determinations using UAV images
- Books
- 構造モニタリングの基礎知識:分析、ビッグデータとデータ科学
西尾 真由子
構造物のモニタリング技術/コロナ社, 2020-11
- 構造モニタリングの基礎知識:分析、ビッグデータとデータ科学
- Conference, etc.
- Capacity evaluation of existing bridges by integration of SHM data and numerical analysis
Nishio Mayuko
11th International Conference on Structural Health Monitoring of Intelligent Infrastructure (SHMII-11)/2022-08-08--2022-08-12 - Gaussian Process Regression Surrogate Modeling with Transfer Learning for Low Computational Cost Structural Reliability Analysis
Saida Taisei; Nishio Mayuko
15th World Congress on Computational Mechanics & 8th Asian Pacific Congress on Computational Mechanics (WCCM-APCOM)/2022-07-31--2022-08-05 - System fragility analysis of a geometrically complex bridge for seismic risk evaluation of existing highway bridge network
Rashid Muhammad; Nishio Mayuko
8th World Conference on Structural Control and Monitoring/2022-06-05--2022-06-08 - 3次元点群データからの薄肉鋼構造部材のFEモデル構築に関する研究
中溝 智也; 西尾 真由子
第27回計算工学講演会/2022-06-01--2022-06-03 - 転移学習ガウス過程回帰サロゲートモデルによる構造性能解析の計算負荷低減
才田 大聖; 西尾 真由子
第27回計算工学講演会/2022-06-01--2022-06-03 - 物理偏微分方程式を考慮する機械学習PINN の地盤圧密解析への適用
帷子 翔葵; 西尾 真由子; 宮本 崇; 全 邦釘
第25回応用力学シンポジウム/2022-05-27--2022-05-28
- Capacity evaluation of existing bridges by integration of SHM data and numerical analysis
- Teaching
2023-04 -- 2023-08 Advanced Laboratory of Environmental Development Engineering University of Tsukuba. 2023-10 -- 2024-02 Seminar in Engineering Mechanics and Energy B University of Tsukuba. 2023-10 -- 2024-02 Research in Engineering Mechanics and Energy IIb University of Tsukuba. 2023-10 -- 2024-02 Seminar in Engineering Mechanics and Energy IIb University of Tsukuba. 2023-04 -- 2023-08 Advanced Laboratory of Energy Engineering University of Tsukuba. 2023-11 -- 2024-02 Materials Engineering II University of Tsukuba. 2023-04 -- 2023-08 Seminar in Engineering Mechanics and Energy IIa University of Tsukuba. 2023-10 -- 2024-02 Seminar in Engineering Mechanics and Energy Ib University of Tsukuba. 2023-10 -- 2024-02 Research in Engineering Mechanics and Energy Ib University of Tsukuba. 2023-10 -- 2024-02 Research in Engineering Mechanics and Energy B University of Tsukuba. more... - Professional activities
2023-03 -- (current) 国土交通省 新道路技術会議/委員 2021-05 -- (current) Journal of Civil Structural Health Monitoring Associate Editor 2020-07 -- (current) 国土交通省 建設施工におけるパワーアシストスーツ導入に関するWG/有識者委員 2019-10 -- (current) Japan Society of Civil Engineers (JSCE) Applied Mechanics Committee 2017-12 -- (current) International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII) Council member 2017-12 -- (current) 首都高速道路株式会社 保全技術に関する検討部会 鋼構造部会/委員 2016-12 -- 2023-03 経済産業省 産業構造審議会保安分科会電力安全小委員会 新エネルギー発電設備事故対応・構造強度WG/臨時委員
(Last updated: 2023-05-14)