Nishio Mayuko
- Affiliation
- Faculty of Engineering, Information and Systems
- 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
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 -- 2024-03 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
2020-05 JSCE Research Paper Award 2015-05 IABSE Outstanding Young Engineer Contribution Award 2009-03 SPIE/ASME Student Best Paper Award - Articles
- Multilevel Structural Components Detection and Segmentation toward Computer Vision-Based Bridge Inspection
Yu Weilei; Nishio Mayuko
Sensors/22(9)/p.3502, 2022-05 - 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 - 土木分野のV&Vに関する事例紹介(V&V―シミュレーションの信頼性確保のために―)
中井 健太郎; 渦岡 良介; 西尾 真由子
Journal of the Society of Mechanical Engineers/123(1222)/pp.18-21, 2020 - Evaluation of dynamic responses of bridges considering traffic flow and surface roughness
Ho Hoai; Nishio Mayuko
Engineering Structures/225/p.111256, 2020-12 - Application of AI technology to bridge inspection
西尾 真由子
Journal of prestressed concrete, Japan/61(6)/pp.38-43, 2019-11 - Feature Extraction for Structural Dynamics Model Validation
Nishio M; Farrar C. Hemez F. Stull C. Park G. Cor...
LA-UR-16-20151, 2016-01 - 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 - How to Make Numerical Models of Existing Structures─For Implementation of V&V─
西尾 真由子
Concrete Journal/55(1)/pp.106-110, 2017-01 - 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 - 橋梁の安全点検
西尾 真由子
セイフティ・エンジニアリング/42(1)(178)/pp.10-16, 2015-03 - 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 - モニタリングデータを用いた既存構造物の数値モデルキャリブレーション
西尾 真由子
土木学会誌/98(11)/pp.26-27, 2013-11 - Effect of local roughness damage and traffic flow on bridge dynamic responses
Ho Hoai; Nishio Mayuko
Bridge Maintenance, Safety, Management, Life-Cycle Sustainability and Innovations (Proc. the 10th International Conference on Bridge Maintenance, Safety and Management), 2021-04 - 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 - SEQUENTIAL ESTIMATION OF POSTERIOR DISTRIBUTIONS OF MODEL PARAMETERS OF BRIDGE BEARNG UNDER CORROSION PROCESS
西尾 真由子; 人見 淳
Journal of Japan Society of Civil Engineers, Ser. A2/71(2)/pp.I_99-I_108, 2015-12 - Time-series analysis of GPS monitoring data from a long-span bridge considering the global deformation due to air temperature changes
Le Van H.; Nishio M
Journal of Civil Structural Health Monitoring/5(4)/pp.415-425, 2015-03 - more...
- Multilevel Structural Components Detection and Segmentation toward Computer Vision-Based Bridge Inspection
- 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.
- 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 - Seismic risk analysis of existing bridges considering structural condition uncertainties
西尾 真由子; Shakya Maya; Tran Thanh
10th International Conference on Structural Health Monitoring of Intelligent Infrastructure/2021-06-30 - Dynamic response evaluation of an existing bridge structure based on Finite Element Modelling
Rashid Muhammad; Nishio Mayuko
9th Experimental Vibration Analysis for Civil Engineering Structures (EVACES 2021)/2021-09-17--2021-09-21 - ARDカーネルによる非線形地震応答解析のガウス過程回帰代替モデル構築
才田 大聖; 西尾 真由子
第24回応用力学シンポジウム/2021-05-14--2021-05-15 - 地震発生後の車両通行性に着目した既存橋梁システムのフラジリティ解析
サキャ 摩耶; 西尾 真由子
第23回応用力学シンポジウム/2020-05-16 - Sparse surrogate modeling for structural reliability analysis of existing bridges using posterior distributions of model parameters
Nishio Mayuko; Shuku Takayuki
Asian Pacific Congress on Computational Mechanics (APCOM) 2019/2019-12 - Computer vision based in-plane strain field monitoring for local damage identification in structural members
Saravanan T.J.; Nishio M.; Suzuki T.
The 12th International Workshop on Structural Health Monitoring/2019-09-10--2019-09-12 - Data acquisition for structural reliability analysis of corroded steel plate-girder bridges
Nishio M.; Saravanan T.J.; Matsushima F.
9th International Conference on Structural Health Monitoring of Intelligent Infrastructure/2019-08-04--2019-08-07 - Bayesian posterior distribution uncertainty of model parameters considering varying input seismic characteristics
Tran T; Nishio M
7th World Conference on Structural Control and Monitoring/2018-07-22--2018-07-25 - Bayesian posterior distributions of nonlinear model parameters by using varying seismic responses
Tran T; Nishio M
Engineering Mechanics Institute (EMI) Conference 2018/2018-05-29--2018-06-01 - 橋梁振動モニタリングデータの機械学習への適用による交通量推定と性能照査への展開
栗栖 雄一; 西尾 真由子
第18回 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/2017-12-20--2017-12-22 - 橋梁定期点検でのUAV音響計測で同定する鋼橋振動特性からの損傷度評価に向けた基礎検討
西尾 真由子; 黒木 美央子
第18回 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/2017-12-20--2017-12-22 - Variance-based sensitivity analysis considering parameter uncertainties in modelling seismic response of a building structure
Tran T; Nishio M
12th International Conference on Structural Safety & Reliability/2017-08-06--2017-08-10
- System fragility analysis of a geometrically complex bridge for seismic risk evaluation of existing highway bridge network
- Teaching
2021-04 -- 2021-08 Research in Engineering Mechanics and Energy IIa University of Tsukuba. 2021-10 -- 2022-02 Seminar in Engineering Mechanics and Energy IIb University of Tsukuba. 2021-10 -- 2022-02 Research in Engineering Mechanics and Energy B University of Tsukuba. 2021-10 -- 2022-02 Seminar in Engineering Mechanics and Energy B University of Tsukuba. 2021-10 -- 2022-02 Research in Engineering Mechanics and Energy IIb University of Tsukuba. 2021-10 -- 2022-02 Research in Engineering Mechanics and Energy Ib University of Tsukuba. 2021-10 -- 2022-02 Seminar in Engineering Mechanics and Energy Ib University of Tsukuba. 2021-04 -- 2021-08 Seminar in Engineering Mechanics and Energy IIa University of Tsukuba. 2021-10 -- 2021-12 Structural Design Methodology University of Tsukuba. 2021-04 -- 2021-08 Seminar in Engineering Mechanics and Energy Ia University of Tsukuba. more... - Professional activities
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 2018-10 -- (current) JAPAN SOCIETY OF CIVIL ENGINEERS 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/委員 2017-12 -- (current) International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII) Council member 2017-04 -- (current) JAPAN SOCIETY OF CIVIL ENGINEERS 応用力学委員会 土木分野の数値解析におけるV&Vに関する小委員会/幹事 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 -- (current) 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: 2022-06-23)