NISHIO Mayuko

Affiliation
Institute of Systems and Information Engineering
Official title
Associate Professor
ORCID
0000-0003-1079-2577
KAKEN ID
00586795
URL
Office
https://www.kz.tsukuba.ac.jp/~nishio/english.html
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
Operator learning-based data assimilation by image sensing for performance evaluations of locally damaged structures2026-04 -- 2031-03Mayuko NishioJapan Society for the Promotion of Science/KAKENHI A - Grant-in-Aid for Scientific Research (A)34,280,000Yen
Regional Infrastructure Seismic Resilience Enhancement through a Spatial-Temporal Data-Driven Approach2026-04 -- 2029-03Mayuko NishioJapan Science and Technology Agency (JST)/Strategic International Collaborative Research Program (SICORP)35,100,000Yen
Data assimilation performance analysis of existing bridges by multi-level computer vision-based measurement2023-04 -- 2026-03NISHIO MayukoJapan Society for the Promotion of Science/Grant-in-Aid for Scientific Research (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 -- 2028-03NISHIO MayukoJapan Science and Technology Agency (JST)/Fusion Oriented REsearch for disruptive Science and Tecnology (FOREST)
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
2015-07 -- (current)Society for Civil Structural Health Monitoring
2017-06 -- (current)Japan Society for Computational Engineering and Science (JSCES)
2015-05 -- (current)IABSE
2015-11 -- (current)日本鋼構造協会
Honors & Awards
2025-04筑波大学システム情報系 ベストペーパー表彰
2024-12JSCE Intelligence, Informatics and Infrastructure Award for Excellent Paper
2022-12JSCE Intelligence, Informatics and Infrastructure Excellent Data Award
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.
  • Seismic energy dissipation and system fragility analysis of continuous reinforced concrete highway bridges
    RASHID Muhammad; NISHIO Mayuko
    14th International Conference on Structural Safety and Reliability - ICOSSAR'25/2025-06-01--2025-06-06
  • Equation-driven reduced order modeling for Lagrangian free surface flow
    MATONO Gen; NISHIO Mayuko
    IX International Conference on Particle-based Methods (PARTICLES 2025)/2025-10-20--2025-10-22
  • 干渉SARによる広域交通ネットワークにある道路構造物の地震後変位評価
    芦名 武志; 西尾 真由子
    令和7年度土木学会全国大会 第80回年次学術講演会/2025-09-08--2025-09-12
  • 橋梁部材の典型的な幾何形状を表現したテンプレートモデルによる点群データからの構造解析モデル構築
    中溝 智也; 西尾 真由子
    令和7年度土木学会全国大会 第80回年次学術講演会/2025-09-08--2025-09-12
  • CNNによる地震動特徴量の抽出機構を有するガウス過程サロゲートモデルによる地震フラジリティ解析
    才田 大聖; 西尾 真由子
    令和7年度土木学会全国大会 第80回年次学術講演会/2025-09-08--2025-09-12
  • Computer vision-based recognition of random traffic flow for live load performance analysis of existing bridges
    YU Weilei; NISHIO Mayuko
    13th International Conference on Structural Health Monitoring of Intelligent Infrastructure/2025-09-01--2025-09-05
  • Re-meshing Method for Finite Element Model Updating based on Extracting Structural Anomalous Information from Point Cloud Data
    WANG Jiexiu; NISHIO Mayuko
    13th International Conference on Structural Health Monitoring of Intelligent Infrastructure/2025-09-01--2025-09-05
  • Application of physics-assisted machine learning to data assimilation structural analysis
    NISHIO Mayuko
    The 16th International Workshop on Advanced Smart Materials and Smart Structures Technology and The 4th ZHITU Symposium on Advances in Civil Engineering (ANCRiSST2025 & ZHITU2025)/2025-07-20--2025-07-22
  • Flight Path Optimization for UAV Bridge Inspection Considering Required Functions of Structural Members by Viewpoint Importance and Verification with 3D Model in Virtual Space
    SATO Shunsei; NISHIO Mayuko
    11th International Conference on Experimental Vibration Analysis of Civil Engineering Structures/2025-07-02--2025-07-04
  • Construction of shell element FE models of steel girder bridge from point clouds for efficient structural dynamic analysis
    NAKAMIZO Tomoya; NISHIO Mayuko
    11th International Conference on Experimental Vibration Analysis of Civil Engineering Structures/2025-07-02--2025-07-04
  • Hybrid strategy of neural network and numerical simulation to accelerate the computation time of SPH method
    MATONO Gen; NISHIO Mayuko
    4th International Conference on Computational Engineering and Science for Safety and Environmental Problems/2025-07-01--2025-07-04
  • Neural Operatorによる平板弾性変形の高解像度応力場推定
    齋藤 薫; 西尾 真由子
    第30回計算工学講演会/2025-06-04--2025-06-06
  • SPH法の高速化に向けた深層学習と数値解析のハイブリッド戦略
    的野 玄; 西尾 真由子
    第30回計算工学講演会/2025-06-04--2025-06-06
  • 転移学習を用いた深層学習モデルによる観測データを基にした構造物地震応答の予測
    才田 大聖; 西尾 真由子
    第30回計算工学講演会/2025-06-04--2025-06-06
  • Shell Model Reconstruction from Point Clouds for Efficient Analysis of Steel Bridges
    NAKAMIZO Tomoya; NISHIO Mayuko
    IABSE Symposium Tokyo 2025/2025-05-18--2025-05-21
  • Recognition of Vehicle Statistics of Random Traffic Flow by Deep- Learning for Live-load Performance Evaluation of existing bridges
    YU Weilei; NISHIO Mayuko
    IABSE Symposium Tokyo 2025/2025-05-18--2025-05-21
  • Seismic Fragility Assessment using Explainable Deep Kernel Learning Surrogate Model considering Structural and Seismic Uncertainties
    SAIDA Taisei; NISHIO Mayuko
    IABSE Symposium Tokyo 2025/2025-05-18--2025-05-21
  • Seismic energy distribution in multi-span reinforced concrete bridges
    RASHID Muhammad; NISHIO Mayuko
    IABSE Symposium Tokyo 2025/2025-05-18--2025-05-21
  • 橋梁部材テンプレートモデルを用いた薄肉部材点群データからのFEモデル構築
    中溝 智也; 西尾 真由子
    第28回応用力学シンポジウム/2025-05-16--2025-05-17
  • 周波数領域での解釈性を有する構造物地震応答予測モデルの観測データによる学習
    西尾 真由子
    第28回応用力学シンポジウム/2025-05-16--2025-05-17
Teaching
2025-04 -- 2025-07Advanced Reliability EngineeringUniversity of Tsukuba.
2025-10 -- 2026-02Research in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
2025-04 -- 2025-08Research in Engineering Mechanics and Energy IIaUniversity of Tsukuba.
2025-10 -- 2026-02Research in Engineering Mechanics and Energy IIUniversity of Tsukuba.
2025-04 -- 2025-08Research in Engineering Mechanics and Energy IIUniversity of Tsukuba.
2025-10 -- 2026-02Research in Engineering Mechanics and Energy IbUniversity of Tsukuba.
2025-04 -- 2025-08Research in Engineering Mechanics and Energy IaUniversity of Tsukuba.
2025-10 -- 2026-02Research in Engineering Mechanics and Energy IUniversity of Tsukuba.
2025-04 -- 2025-08Research in Engineering Mechanics and Energy IUniversity of Tsukuba.
2025-10 -- 2026-02Seminar in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
more...
Professional activities
2026 -- (current)Society for Civil Structural Health MonitoringInternational Advisory Board
2026-04 -- (current)National Institute of Science and Technology Policy科学技術専門家ネットワーク/専門調査員
2026-03 -- (current)国土交通省建設分野のフィジカルAI活用推進ワーキンググループ/委員
2025-04 -- (current)鋼橋技術研究会橋梁モニタリング技術の実務活用に関する研究部会/部会長
2024-06 -- 2026-06JAPAN SOCIETY OF CIVIL ENGINEERS土木学会論文集編集委員会 構造・地震工学編集小委員会/幹事
2023-07 -- (current)土木学会鋼構造委員会/幹事
2023-08 -- 2025国土交通省建設施工における現場作業者支援のＤＸに関するWG/委員
2023-03 -- 2025-02国土交通省新道路技術会議/委員
2021-05 -- (current)Journal of Civil Structural Health MonitoringAssociate Editor
2017-12 -- 2025International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII)Council member
more...
University Management
2025-04 -- (current)構造エネルギー工学域 総務委員会委員

(Last updated: 2026-05-04)