NISHIO Mayuko

Affiliation

Institute of Systems and Information Engineering

Official title

Associate Professor

ORCID

0000-0003-1079-2577

KAKEN ID

00586795

URL

https://www.kz.tsukuba.ac.jp/~nishio/
https://researchmap.jp/read0156266

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


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	Japan Science and Technology Agency (JST)/FOREST
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 -- 2024-03	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

Anomaly detection in structural dynamic systems via nonlinearity occurrence analysis using video data
Wang Sifan; Nishio Mayuko
MECHANICAL SYSTEMS AND SIGNAL PROCESSING/216, 2024-05
Deep learning-based point cloud completion at component-level for application to incomplete bridge point cloud data acquired by field measurements
Matono Gen; Nishio Mayuko
Computer-Aided Civil and Infrastructure Engineering, 2024-04
Review for structural damage evaluation from video data in disasters focusing on structrual nonlinearity : from vision-based system identification to damage detection
Wang Sifan; Nishio Mayuko
SMART STRUCTURES AND SYSTEMS/33(4)/pp.263-279, 2024-04
高速な深層学習メッシュフリー数値解析のためのニューラルモード分解の定式化と自由表面流れの再構成
的野玄; 西尾真由子
日本計算工学会論文集/p.20241003, 2024-03
Enhancing prediction of landslide dam stability through AI models: A comparative study with traditional approaches
Li X.; Nishio Mayuko; Sugawara K.; Iwanaga S.; Shimad...
Geomorphology/454, 2024-02
System fragility evaluation of a curved highway bridge structure considering multi-direction seismic excitations
Rashid Muhammad; Nishio Mayuko
ADVANCES IN STRUCTURAL ENGINEERING/26(14)/pp.2672-2692, 2023-10
Outlier Analysis of Bridge Deflections Using Satellite SAR and Structural Simulation: A Case Study on a Collapse Accident in a Water Pipe Bridge in Japan
Kinoshita Kosuke; Yajima Yoshiyuki; Kumura Takahiro; N...
In PHM Society Asia-Pacific Conference/4(1), 2023-09
Damage Evaluation in Earthquake Events by Nonlinearity Extraction from Video Data: Experiment Verification
Wang Sifan; 西尾真由子
In: Limongelli, M.P., Giordano, P.F., Quqa, S., Gentile, C., Cigada, A. (eds) Experimental Vibration Analysis for Civil Engineering Structures. EVACES 2023. Lecture Notes in Civil Engineering/433, 2023-08
Gaussian Process Regression Surrogate Model for Seismic Vulnerability Assessment of Highway Bridge Structure System
Saida Taisei; Rashid Muhhamad; Nishio Mayuko
In: Limongelli, M.P., Giordano, P.F., Quqa, S., Gentile, C., Cigada, A. (eds) Experimental Vibration Analysis for Civil Engineering Structures. EVACES 2023. Lecture Notes in Civil Engineering/433, 2023-08
Finite Element Modeling of Thin-Walled Steel Structural Members from 3D Point Clouds
Nakamizo Tomoya; Nishio Mayuko
In: Limongelli, M.P., Giordano, P.F., Quqa, S., Gentile, C., Cigada, A. (eds) Experimental Vibration Analysis for Civil Engineering Structures. EVACES 2023. Lecture Notes in Civil Engineering/433, 2023-08
System Fragility Analysis of a Horizontally Curved Multi-span Highway Bridge Structure
Rashid Muhammad; Nishio Mayuko
In: Limongelli, M.P., Giordano, P.F., Quqa, S., Gentile, C., Cigada, A. (eds) Experimental Vibration Analysis for Civil Engineering Structures. EVACES 2023. Lecture Notes in Civil Engineering/433, 2023-08
Surrogate Model Development for Slope Stability Analysis Using Machine Learning
Li Xianfeng; Nishio Mayuko; Sugawara Kentaro; Iwanaga ...
SUSTAINABILITY/15(14), 2023-07
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
TL-GPRSM: A python software for constructing transfer learning Gaussian process regression surrogate model with explainability
Saida Taisei; Nishio Mayuko
SOFTWARE IMPACTS/16, 2023-05
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
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
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
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
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
CiNii
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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.

多様な環境に適応しインフラ構築を可能とする「開いた設計」に基づくロボット技術の研究開発
永谷圭司; 阿部雅人; 大須賀公一; 全邦釘; 岡谷貴之; 西尾真由子; 松原崇充; ...
第3回「i-Constructionの推進に関するシンポジウム」/2021-07-01
「開いた設計」によるインフラ構築／災害対応ロボット技術の開発
永谷圭司; 阿部雅人; 大須賀公一; 全邦釘; 岡谷貴之; 西尾真由子; 松原崇充; ...
ＡＩ・データサイエンスシンポジウム土木学会/2021-11-01
Damage evaluation in earthquake events by nonlinearity extraction from video data: Experiment verification
NISHIO Mayuko
The 12th International Conference on Structural Health Monitoring of Intelligent Infrastructure/2023-10-19--2023-10-23
Bridge point cloud completion using deep learning obtained in actual bridge structures
Matono Gen; Nishio Mayuko
The 14th International Workshop on Structural Health Monitoring/2023-09-12--2023-09-14
Structural nonlinearity extraction from video data for damage evaluation in earthquake events: Experimental verification
Wang Sifan; Nishio Mayuko
The 14th International Workshop on Structural Health Monitoring/2023-09-12--2023-09-14
Detect and evaluate undesired nonlinearities in engineering structural dynamics
Nishio Mayuko; Wang Sifan
IUTAM Symposium on Nonlinear dynamics for design of mechanical systems across different length/time scales/2023-07-31--2023-08-04
PINN 構造振動解析の AR によるリアルタイム可視化
奥田東子; 西尾真由子; 才田大聖; 的野玄
第28回計算工学講演会/2023-05-31--2023-06-02
SPH法に基づく微分演算を内包した深層学習による粒子法代替モデルの説明性向上
的野玄; 才田大聖; 西尾真由子
第28回計算工学講演会/2023-05-31--2023-06-02
深層カーネル学習サロゲートモデルによる高次元不確定性をもつ構造信頼性解析の効率化
才田大聖; 西尾真由子
第28回計算工学講演会/2023-05-31--2023-06-02
局所損傷の影響を考慮する鋼部材耐荷力解析のための画像ひずみ計測によるデータ同化
佐藤開; 西尾真由子
第26回応用力学シンポジウム/2023-05-27--2023-05-28
鋼板桁橋の点群計測および定量的評価
中溝智也; 的野玄; 西尾真由子
第26回応用力学シンポジウム/2023-05-27--2023-05-28
PINNを用いたリアルタイム構造振動解析の構築
奥田東子; 西尾真由子
第26回応用力学シンポジウム/2023-05-27--2023-05-28
地震荷重特徴抽出を備えた深層カーネル学習代替モデルによる地震リスク解析の効率化
才田大聖; 西尾真由子
第26回応用力学シンポジウム/2023-05-27--2023-05-28
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
第69回構造工学シンポジウム/2023-04-15--2023-04-16
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
SPIE Smart Structures + NDE/2023-03-12--2023-03-16
Gaussian process regression surrogate model for dynamic analysis to account for uncertainties in seismic loading
Saida Taisei; Nishio Mayuko
SPIE Smart Structures + NDE/2023-03-12--2023-03-16
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
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
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
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26回計算工学講演会/2021-05-26--2021-05-28
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Teaching


2024-10 -- 2025-02	Research in Engineering Mechanics and Energy B	University of Tsukuba.
2024-10 -- 2025-02	Research in Engineering Mechanics and Energy Ib	University of Tsukuba.
2024-10 -- 2025-02	Seminar in Engineering Mechanics and Energy Ib	University of Tsukuba.
2024-10 -- 2025-02	Research in Engineering Mechanics and Energy IIb	University of Tsukuba.
2024-10 -- 2025-02	Seminar in Engineering Mechanics and Energy IIb	University of Tsukuba.
2024-10 -- 2025-02	Seminar in Engineering Mechanics and Energy B	University of Tsukuba.
2024-04 -- 2024-08	Seminar in Engineering Mechanics and Energy II	University of Tsukuba.
2024-10 -- 2025-02	Seminar in Engineering Mechanics and Energy II	University of Tsukuba.
2024-04 -- 2024-08	Seminar in Engineering Mechanics and Energy A	University of Tsukuba.
2024-04 -- 2024-08	Seminar in Engineering Mechanics and Energy Ia	University of Tsukuba.
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Professional activities


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 -- (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
2019-10 -- 2023-05	Japan Society of Civil Engineers (JSCE)	Applied Mechanics Committee
2017-12 -- (current)	International Society for Structural Health Monitoring of Intelligent Infrastructure (ISHMII)	Council member
2017-04 -- (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: 2024-09-11)