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
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
2015-05 -- (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
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.
  • Deep learning-based reduced order modeling for Lagrangian fluid simulation
    MATONO Gen; NISHIO Mayuko
    4th International Workshops on Advances in Computational Mechanics (IWACOM-IV)/2024-09-18--2024-09-20
  • Re-meshing Method for Finite Element Model Geometry Update Based on Extracting Damage Information from Point Cloud Data
    WANG Jiexiu; NISHIO Mayuko
    79th JSCE Annual meeting (The 26th International Summer Symposium)/2024-09-05--2024-09-06
  • Anomaly Detection from Multiple Bridges with Statistical Pattern Recognition using Sentinel-1 C-band InSAR Data
    Taki T. M.; NISHIO Mayuko
    79th JSCE Annual meeting (The 26th International Summer Symposium)/2024-09-05--2024-09-06
  • 周波数領域へのAttention機構適用による説明性のある地震応答代替モデルの構築
    才田 大聖; 西尾 真由子
    令和6年度土木学会全国大会第79回年次学術講演会/2024-09-05--2024-09-06
  • PINNを用いた片持ち梁減衰自由振動のリアルタイム時刻歴応答解析とARでの可視化
    奥田 東子; 西尾 真由子
    令和6年度土木学会全国大会第79回年次学術講演会/2024-09-05--2024-09-06
  • 鋼部材点群データからのシェル要素FEモデル構築におけるデータ品質の影響考察
    中溝 智也; 西尾 真由子
    令和6年度土木学会全国大会第79回年次学術講演会/2024-09-05--2024-09-06
  • UAV橋梁点検のための損傷リスクを考慮した経路最適化計画と仮想空間内3Dモデルでの検証
    佐藤 駿成; 西尾 真由子
    令和6年度土木学会全国大会第79回年次学術講演会/2024-09-05--2024-09-06
  • A New Loss Function for Efficient Learning of Parametric Physics-Informed Neural Networks
    KAMADA Hiroki; YAMAMOTO Shinya; SAKURAI Hideyuki; NISH...
    16th World Congress on Computational Mechanics & 4th Pan American Congress on Computational Mechanics/2024-07-21--2024-07-26
  • A seismic response prediction surrogate model with engineering explainability using attention-embedded CNN
    SAIDA Taisei; NISHIO Mayuko
    16th World Congress on Computational Mechanics & 4th Pan American Congress on Computational Mechanics/2024-07-21--2024-07-26
  • Particle-based reduced order modeling of Lagrangian free surface flow using deep learning
    MATONO Gen; NISHIO Mayuko
    16th World Congress on Computational Mechanics & 4th Pan American Congress on Computational Mechanics/2024-07-21--2024-07-26
  • Real-time forward and inverse simulations of time-history dynamic structural responses using PINNs and AR visualization
    OKUDA Toko; NISHIO Mayuko
    16th World Congress on Computational Mechanics & 4th Pan American Congress on Computational Mechanics/2024-07-21--2024-07-26
  • Parametric physics informed neural networkの計算効率化に向けた新しい損失関数の提案
    鎌田 浩基; 山本 真哉; 櫻井 英行; 西尾 真由子; 大竹 雄
    第29回計算工学講演会/2024-06-10--2024-06-12
  • 深層学習によるLagrange的に解析された流れ場の低次元化
    的野 玄; 西尾 真由子
    第29回計算工学講演会/2024-06-10--2024-06-12
  • Attention CNNを用いた工学的説明性の高い地震応答予測サロゲートモデルの構築
    才田 大聖; 西尾 真由子
    第29回計算工学講演会/2024-06-10--2024-06-12
  • 非線形材料構成則を用いたパラメトリックPINNの予測性能把握（シンポジウム講演概要）
    鎌田 浩基; 山本 真哉; 櫻井 英行; 西尾 真由子; 大竹 雄
    第27回応用力学シンポジウム/2024-05-25--2024-05-26
  • 高次元不確定性を扱う構造信頼性解析への正則化深層カーネル学習サロゲートモデル構築（シンポジウム講演概要）
    才田 大聖; 西尾 真由子
    第27回応用力学シンポジウム/2024-05-25--2024-05-26
  • Correlation Analysis of InSAR Displacement Data and Inspection Data towards Multiple Bridge Monitoring in Transportation Network
    NISHIO Mayuko; Sawayama Runa; Kumura Takahiro; Kinoshi...
    11th European Workshop on Structural Health Monitoring (EWSHM 2024)/2024-06-10--2024-06-13
Teaching
2024-10 -- 2024-12Mechanics IUniversity of Tsukuba
2024-10 -- 2025-02Research in Engineering Mechanics and Energy BUniversity of Tsukuba.
2024-10 -- 2025-02Research in Engineering Mechanics and Energy IbUniversity of Tsukuba.
2024-10 -- 2025-02Seminar in Engineering Mechanics and Energy IbUniversity of Tsukuba.
2024-10 -- 2025-02Research in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
2024-10 -- 2025-02Seminar in Engineering Mechanics and Energy IIbUniversity of Tsukuba.
2024-10 -- 2025-02Seminar in Engineering Mechanics and Energy BUniversity of Tsukuba.
2024-04 -- 2024-08Seminar in Engineering Mechanics and Energy IIUniversity of Tsukuba.
2024-10 -- 2025-02Seminar in Engineering Mechanics and Energy IIUniversity of Tsukuba.
2024-04 -- 2024-08Seminar in Engineering Mechanics and Energy AUniversity of Tsukuba.
more...
Professional activities
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 -- (current)JAPAN 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 -- (current)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 -- (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

(Last updated: 2025-05-15)