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 ]
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]
產學合作計畫統計
-
115年建置臺灣民間自主緊急應變隊中程計畫專案管理勞務委託服務招標採購案
1150225~1151130
[民間自主緊急應變隊 , T-CERT]
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
-
材料力學Mechanics of Materials 11/e
2026-05-01
[ 材料力學 ] -
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
- 110 新聘傑出獎
著作審查
- 1150221 ~ 1150307 以相關領域專家受邀審查Automation in Construction之著作
- 1140905 ~ 1141004 以相關領域專家受邀審查Engineering Structures之著作
- 1140724 ~ 1140813 以相關領域專家受邀審查Engineering Structures之著作
- 1140714 ~ 1140813 以相關領域專家受邀審查Natural Hazards Review之著作
- 1140706 ~ 1140727 以相關領域專家受邀審查Engineering Applications of Artificial Intelligence之著作
- 1140626 ~ 1140725 以相關領域專家受邀審查Structural Engineering and Mechanics之著作
- 1140616 ~ 1140715 以相關領域專家受邀審查Engineering Structures之著作
- 1140607 ~ 1140628 以相關領域專家受邀審查Journal of Earthquake Engineering之著作
- 1140526 ~ 1140721 以相關領域專家受邀審查Engineering Applications of Artificial Intelligence之著作
- 1140506 ~ 1140520 以相關領域專家受邀審查Engineering Structures之著作
- 1140421 ~ 1140512 以相關領域專家受邀審查ASCE Open: Multidisciplinary Journal of Civil Engineering之著作
- 1140404 ~ 1140504 以相關領域專家受邀審查Natural Hazards Review之著作
- 1131117 ~ 1131127 以相關領域專家受邀審查Structural Control and Health Monitoring之著作
- 1131001 ~ 1131022 以相關領域專家受邀審查Engineering Analysis with Boundary Elements之著作
- 1130918 ~ 1131016 以相關領域專家受邀審查Engineering Structures之著作
- 1130910 ~ 1131010 以相關領域專家受邀審查Natural Hazards Review之著作
- 1130604 ~ 1130624 以相關領域專家受邀審查Natural Hazards Review之著作
舉辦研討會
- 1141211 ~ 1141212 舉辦 2025台灣混凝土學會年會暨混凝土工程研討會
演講
-
人工智慧簡介與其在工程的應用
(1140325 ~ 1140325)
研究所國際生專題演講 -
人工智慧簡介與其在工程的應用
(1140306 ~ 1140306)
受淡江大學機械系莊家維老師邀請前往給予人工智慧專題演講
講學
-
2022 國立中央大學實驗室短期課程
(1110704 ~ 1110717)
土木系各組介紹各領域之課程、知識、實作、應用
- 基於人工智慧之鋼筋混凝土結構力量位移關係預測方法、電腦程式產品與裝置 [中華民國]
- 1121124 ~ 1121124 2023全國大專院校工程創意競賽 第二名
- 1120821 ~ 1120823 2023亞洲鋼橋競賽 第二名
- 1120606 ~ 1120606 酷派爭霸讚—程式設計菁英賽 佳作