國立中央大學教師履歷平台

教師個人簡歷

中文姓名

陳鵬宇

英文姓名

Chen, Peng-Yu

電子郵件

sam75782008@g.ncu.edu.tw

resilience physics-based ground motion simulation regional-scale analysis Reinforced Concrete Structure Artificial Intelligence Nonlinear Analysis Sesimic Risk 人工智慧地震風險非線性分析韌性鋼筋混凝土結構先進人工智慧技術於城市地震風險與房屋耐震性能評估

現職	國立中央大學工學院土木工程學系副教授
專長	人工智慧地震風險韌性鋼筋混凝土結構非線性分析 Artificial Intelligence Sesimic Risk Resilience Reinforced Concrete Structure Nonlinear Analysis
專長簡述	先進人工智慧技術於城市地震風險與房屋耐震性能評估
最高學歷	美國University of California-Los Angeles 土木工程(學)系博士
相關連結	個人網頁 Research Gate GRB資訊系統

科技部學門領域	E - 工程及應用科學 E09 - 土木、水利工程 E0901 - 結構應力 M - 自然科學 M17 - 災害防治與防救科學技術 M1740 - 災防地震
政府GRB研究專長領域
教育部學門領域	5 - 工程、製造及營造 52 - 工程學門 5203 - 土木工程學類

高教深耕計畫

結合PBL與翻轉教室來提升學習成效-以英語授課之有限元素法為例
1120801~1121231
[PBL,翻轉教室,英語授課 ]
土木系-陳鵬宇
1120101~1121231

國科會計畫統計

結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用
1150801~1160731
結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用
1140801~1150731
建築結構之先進動力分析與評估技術發展-結合機器學習之中低層RC建築自動化倒塌風險評估技術的開發與應用(子計畫五)(I)
1130801~1140731
採用數據驅動人工智慧與機率式耐震性能評估法之區域韌性評估架構開發
1110201~1120131
[地震韌性、區域評估、數據驅動人工智慧、巨量資料、機率式耐震性能評估、鋼筋混凝土構架含填充磚牆 , seismic resilience, regional assessment, data-driven artificial intelligence, big data, probabilistic seismic performance assessment, RC moment frame with masonry-infilled walls]

期刊著作

Development of Attention-Based Bidirectional Long Short-Term Memory Networks for Earthquake Prediction in Taiwan
Natural Hazards Review, 26, 3, 2025-08-01
Prediction of hysteretic shapes for reinforced concrete columns using conditional generative adversarial networks
Engineering Analysis with Boundary Elements, 176, 2025-07-01
[ Conditional generative adversarial network,Cyclic load,Hysteretic shapes,Reinforced concrete column ]
Development of attention-based bi-directional long short-term memory networks for earthquake prediction in Taiwan
Natural Hazards Review, 2025-02-12
[ attention-based bi-directional long short-term memory, earthquake prediction ]
Prediction of parameters in the Ibarra–Medina–Krawinkler model for reinforced concrete columns using random forest and active learning
Soil Dynamics and Earthquake Engineering, 185, 2024-10-01
[ Active learning,Ibarra–Medina–Krawinkler model,Lumped plasticity,Random forest,Reinforced concrete columns ]
A Method for automated development of model and fragility inventories of nonductile reinforced concrete buildings
Resilient Cities and Structures, 2, 3, 87-103, 2023-09-01
[ Fragility curve,Nonductile reinforced concrete building,Optimal intensity measurement,Sensitive analysis,Soil-Structure interaction ]
Regional-scale seismic fragility, loss, and resilience assessment using physics-based simulated ground motions: An application to Istanbul
Earthquake Engineering and Structural Dynamics, 52, 6, 1785-1804, 2023-05-01
[ loss assessment,physics-based ground motion simulation,regional-scale analysis,resilience,seismic risk ]
A suite of broadband physics-based ground motion simulations for the Istanbul region
Earthquake Engineering and Structural Dynamics, 52, 4, 1161-1181, 2023-04-10
[ earthquake wave propagation,high frequency,physics-based ground motion simulation,regional-scale analysis ]
A multi-source data-driven approach for evaluating the seismic response of non-ductile reinforced concrete moment frames
Engineering Structures, 278, 2023-03-01
[ Convolutional neural network,Image processing,Multi-source data-driven approach,Non-ductile reinforced concrete moment frames,Seismic response prediction ]
Influence of Sensor Density on Seismic Damage Assessment: A Case Study for Istanbul
Bulletin of the Seismological Society of America, 112, 4, 2156-2169, 2022-08-01
Influence of accelerometer type on uncertainties in recorded ground motions and seismic damage assessment
Bulletin of Earthquake Engineering, 20, 9, 4419-4439, 2022-07-01
[ MEMS accelerometer,Regional seismic damage assessment,Smartphone accelerometer,Strong-motion networks ]
Classification of Soft-Story Buildings Using Deep Learning with Density Features Extracted from 3D Point Clouds
Journal of Computing in Civil Engineering, 35, 3, 2021-05-01

專書

Applied Mechanics and Materials
1518-1521, 2014-01-01
[ Soil-structure interaction,Ultimate state,Vector form intrinsic finite element ]

高教深耕計畫

結合PBL與翻轉教室來提升學習成效-以英語授課之有限元素法為例 1120801~1121231 [PBL,翻轉教室,英語授課 ]

土木系-陳鵬宇 1120101~1121231

國科會計畫統計

結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用 1150801~1160731

結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用 1140801~1150731

建築結構之先進動力分析與評估技術發展-結合機器學習之中低層RC建築自動化倒塌風險評估技術的開發與應用(子計畫五)(I) 1130801~1140731

期刊著作

Development of Attention-Based Bidirectional Long Short-Term Memory Networks for Earthquake Prediction in Taiwan Natural Hazards Review, 26, 3, 2025-08-01

Prediction of hysteretic shapes for reinforced concrete columns using conditional generative adversarial networks Engineering Analysis with Boundary Elements, 176, 2025-07-01 [ Conditional generative adversarial network,Cyclic load,Hysteretic shapes,Reinforced concrete column ]

Development of attention-based bi-directional long short-term memory networks for earthquake prediction in Taiwan Natural Hazards Review, 2025-02-12 [ attention-based bi-directional long short-term memory, earthquake prediction ]

A suite of broadband physics-based ground motion simulations for the Istanbul region Earthquake Engineering and Structural Dynamics, 52, 4, 1161-1181, 2023-04-10 [ earthquake wave propagation,high frequency,physics-based ground motion simulation,regional-scale analysis ]

Influence of Sensor Density on Seismic Damage Assessment: A Case Study for Istanbul Bulletin of the Seismological Society of America, 112, 4, 2156-2169, 2022-08-01

Influence of accelerometer type on uncertainties in recorded ground motions and seismic damage assessment Bulletin of Earthquake Engineering, 20, 9, 4419-4439, 2022-07-01 [ MEMS accelerometer,Regional seismic damage assessment,Smartphone accelerometer,Strong-motion networks ]

Classification of Soft-Story Buildings Using Deep Learning with Density Features Extracted from 3D Point Clouds Journal of Computing in Civil Engineering, 35, 3, 2021-05-01

專書

Applied Mechanics and Materials 1518-1521, 2014-01-01 [ Soil-structure interaction,Ultimate state,Vector form intrinsic finite element ]

結合PBL與翻轉教室來提升學習成效-以英語授課之有限元素法為例
1120801~1121231
[PBL,翻轉教室,英語授課 ]

土木系-陳鵬宇
1120101~1121231

結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用
1150801~1160731

結合物理法則與人工智慧之跨世代結構物非線性動力歷時分析方法研發與應用
1140801~1150731

建築結構之先進動力分析與評估技術發展-結合機器學習之中低層RC建築自動化倒塌風險評估技術的開發與應用(子計畫五)(I)
1130801~1140731

Development of Attention-Based Bidirectional Long Short-Term Memory Networks for Earthquake Prediction in Taiwan
Natural Hazards Review, 26, 3, 2025-08-01

Prediction of hysteretic shapes for reinforced concrete columns using conditional generative adversarial networks
Engineering Analysis with Boundary Elements, 176, 2025-07-01
[ Conditional generative adversarial network,Cyclic load,Hysteretic shapes,Reinforced concrete column ]

Development of attention-based bi-directional long short-term memory networks for earthquake prediction in Taiwan
Natural Hazards Review, 2025-02-12
[ attention-based bi-directional long short-term memory, earthquake prediction ]

A suite of broadband physics-based ground motion simulations for the Istanbul region
Earthquake Engineering and Structural Dynamics, 52, 4, 1161-1181, 2023-04-10
[ earthquake wave propagation,high frequency,physics-based ground motion simulation,regional-scale analysis ]

Influence of Sensor Density on Seismic Damage Assessment: A Case Study for Istanbul
Bulletin of the Seismological Society of America, 112, 4, 2156-2169, 2022-08-01

Influence of accelerometer type on uncertainties in recorded ground motions and seismic damage assessment
Bulletin of Earthquake Engineering, 20, 9, 4419-4439, 2022-07-01
[ MEMS accelerometer,Regional seismic damage assessment,Smartphone accelerometer,Strong-motion networks ]

Classification of Soft-Story Buildings Using Deep Learning with Density Features Extracted from 3D Point Clouds
Journal of Computing in Civil Engineering, 35, 3, 2021-05-01

Applied Mechanics and Materials
1518-1521, 2014-01-01
[ Soil-structure interaction,Ultimate state,Vector form intrinsic finite element ]