國立中央大學
教師個人簡歷
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
政府GRB研究專長領域
教育部學門領域
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
-
建築結構之先進動力分析與評估技術研發－建築結構數 值模擬技術的開發與應用
1140801~1150731
[建築結構,動力分析 , Building Structures,Dynamic Analysis] -
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
[機器學習、鋼筋混凝土建物、填充磚牆、非線性反應歷時分析、倒塌易損性分析 , Machine Learning、Reinforced Concrete Building、Masonry-Infill Wall、 Nonlinear Response History Analysis、Fragility Analysis] -
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 ] -
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
-
World Conference on Earthquake Engineering proceedings
2024-01-01
-
World Conference on Earthquake Engineering proceedings
2024-01-01
-
Applied Mechanics and Materials
1518-1521, 2014-01-01
[ Soil-structure interaction,Ultimate state,Vector form intrinsic finite element ]
校外榮譽
- 113 [中華民國結構工程學會] 優秀青年結構工程教授獎
校內獲獎
- 115 研究傑出獎
- 114 研究傑出獎
- 113 新聘卓越人才獎勵
- 112 新進教師補助
- 111 新聘傑出獎(舊制)
- 110 新聘傑出獎(舊制)
著作審查：
-
114 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
期刊審查 -
114 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
期刊審稿 -
114 ~ 114
Natural Hazards Review
ISSN 1527-6988 EISSN 1527-6996
期刊審稿 -
114 ~ 114
Engineering Applications of Artificial Intelligence
ISSN 0952-1976 EISSN 1873-6769
期刊審稿 -
114 ~ 114
Structural Engineering and Mechanics
ISSN 1225-4568 EISSN 1598-6217
期刊審稿 -
114 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
期刊審稿 -
114 ~ 114
Journal of Earthquake Engineering
ISSN 1363-2469 EISSN 1559-808X
期刊審查 -
114 ~ 114
Engineering Applications of Artificial Intelligence
ISSN 0952-1976 EISSN 1873-6769
期刊審稿 -
114 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
著作審查 -
114 ~ 114
ASCE Open: Multidisciplinary Journal of Civil Engineering
EISSN 2995-4266
期刊審查 -
114 ~ 114
Computers and Structures
ISSN 2161-0819 EISSN 2161-0827
期刊論文審查 -
114 ~ 114
Natural Hazards Review
ISSN 1527-6988 EISSN 1527-6996
期刊審稿 -
114 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
期刊文章審稿 -
113 ~ 114
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
期刊論文審查 -
113 ~ 113
Structural Control and Health Monitoring
ISSN 1545-2255 EISSN 1545-2263
論文審查 -
113 ~ 113
Engineering Analysis with Boundary Elements
ISSN 0955-7997 EISSN 1873-197X
期刊審查 -
113 ~ 113
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
協助論文審查 -
113 ~ 113
Natural Hazards Review
ISSN 1527-6988 EISSN 1527-6996
期刊論文審稿 -
113 ~ 113
Natural Hazards Review
ISSN 1527-6988 EISSN 1527-6996
著作審查 -
113 ~ 113
Steel and Composite Structures
ISSN 1229-9367 EISSN 1598-6233
協助期刊審稿 -
113 ~ 113
International Journal of Structural Stability and Dynamics
ISSN 0219-4554 EISSN 1793-6764
協助期刊論文審查 -
113 ~ 113
Natural Hazards Review
ISSN 1527-6988 EISSN 1527-6996
協助期刊論文審查 -
113 ~ 113
Computers and Structures
ISSN 0045-7949 EISSN 1879-2243
擔任期刊審查者 -
112 ~ 112
Engineering Structures
ISSN 0141-0296 EISSN 1873-7323
參與3篇期刊論文審稿，擔任Reviewer