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 -- 2023-03Mayuko NishioJapan 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 -- 2019-03Yokohama National University大学院都市イノベーション研究院Associate professor
2010-04 -- 2011-03University of TokyoDepartment of Civil EngineeringResearch fellow
2009-06 -- 2010-03Los Alamos National LaboratoryVisiting scholar
2008-04 -- 2010-03Japan Society for the Promotion of ScienceResearch fellow
Academic background
2006-04 -- 2009-03The University of Tokyo Graduate school of Engineering Department of Aeronautics and Astronautics
2004-04 -- 2006-03The University of Tokyo Graduate school of Engineering Department of Civil Engineering
2000-04 -- 2004-03The University of Tokyo School of Engineering Department of Civil Engineering
Degree
2009-03Ph.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
2020-05JSCE Research Paper Award
2015-05IABSE Outstanding Young Engineer Contribution Award
2009-03SPIE/ASME Student Best Paper Award
Articles
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
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
Teaching
2021-04 -- 2021-08Research in Engineering Mechanics and Energy IIaUniversity of Tsukuba.
2021-10 -- 2022-02Seminar in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
2021-10 -- 2022-02Research in Engineering Mechanics and Energy BUniversity of Tsukuba.
2021-10 -- 2022-02Seminar in Engineering Mechanics and Energy BUniversity of Tsukuba.
2021-10 -- 2022-02Research in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
2021-10 -- 2022-02Research in Engineering Mechanics and Energy IbUniversity of Tsukuba.
2021-10 -- 2022-02Seminar in Engineering Mechanics and Energy IbUniversity of Tsukuba.
2021-04 -- 2021-08Seminar in Engineering Mechanics and Energy IIaUniversity of Tsukuba.
2021-10 -- 2021-12Structural Design MethodologyUniversity of Tsukuba.
2021-04 -- 2021-08Seminar in Engineering Mechanics and Energy IaUniversity of Tsukuba.
more...
Professional activities
2021-05 -- (current)Journal of Civil Structural Health MonitoringAssociate 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)