张瑞阳 - 东南大学 - 土木工程学院

个人简介

张瑞阳，东南大学青年首席教授，博士生导师，入选国家高层次青年人才项目。本科毕业于山东大学，硕、博毕业于美国马里兰大学，随后在美国匹兹堡大学和美国东北大学从事博士后研究。主要从事融合人工智能与结构防灾减灾的前沿交叉研究，包括基础设施智慧监测运维、可解释性深度学习、物理驱动人工智能理论与方法等。主持国家高层次人才计划 1 项、国家自然科学青年基金 1 项，主持和参与其他各类科研项目 10 余项。在结构工程领域国际权威期刊上发表 SCI 论文 20 余篇，参编英文专著一部，累计引用 861 次（谷歌学术），第一作者单篇最高引用 231 余次，发表“ ESI 高被引论文” 2 篇， 3 篇论文当选 SCI 期刊高被引论文和高下载论文，长期担任 Engineering Structures 、 Engineering Applications of Artificial Intelligence 等十余个国际著名期刊审稿人。先后入选江苏省“双创博士”、南京留学人员科技创新项目、江苏青年科技创新“ U35 攀峰”青年等。教育背景 2014-2017 ，美国马里兰大学，土木工程专业，博士（ Ph.D. ） 2012-2014 ，美国马里兰大学，土木工程专业，硕士（ M.S. ） 2008-2012 ，山东大学，土木工程专业，工学学士工作经历 2023- 至今，东南大学土木工程学院，教授 2021-2022 ，东南大学土木工程学院，副教授 2018-2020 ，美国东北大学，博士后研究员 2017-2018 ，美国匹兹堡大学，博士后研究员

研究领域

土木工程智能（ AI for Civil Engineering ）物理驱动人工智能理论与方法结构韧性与智慧防灾实时混合仿真，多灾害结构控制及优化

近期论文

查看导师新发文章（温馨提示：请注意重名现象，建议点开原文通过作者单位确认）

1. Liao, Y., Zhang, R. *, Wu, G., and Sun, H. (2023). “A Frequency-Based Ground Motion Clustering Approach for Data-Driven Surrogate Modeling of Bridges.” Journal of Engineering Mechanics , 149 (9), 04023069. 2. Liao, Y., Lin, R., Zhang, R. *, and Wu, G. (2023). “Attention-based LSTM (AttLSTM) neural network for seismic response modeling of bridges.” Computers & Structures , 275, 106915. 3. Chen, Y., Sun, Z.*, Zhang, R. , Yao, L., and Wu, G. (2023). “Attention mechanism based neural networks for structural post-earthquake damage state prediction and rapid fragility analysis.” Computers & Structures , 281, 107038. 4. Liao, Y., Zhang, R. , Lin, R., Zong, Z., and Wu, G.* (2022). A stacked residual LSTM network for nonlinear seismic response prediction of bridges. Engineering Mechanics , 39, 1-12. 5. Keivan, A., Zhang, R. , Keivan, D., Phillips, B. M.*, Ikenaga, M., and Ikago, K. (2022). “Rate-independent linear damping for the improved seismic performance of inter-story isolated structures.” Journal of Earthquake Engineering , 26(2), 793-816. 6. Zhang, R. , Meng, L., Mao, Z., and Sun, H.* (2021). “Spatiotemporal deep learning for bridge response forecasting.” Journal of Structural Engineering , 147(6), 04021070. 7. Zhang, R. , Liu, Y., and Sun, H.* (2020). “Physics-informed multi-LSTM networks for metamodeling of nonlinear structures.” Computer Methods in Applied Mechanics and Engineering , 369, 113226. 8. Zhang, R. , Liu, Y., and Sun, H.* (2020). “Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling.” Engineering Structures , 215, 1070704. 9. Zhang, R. , Hajjar, J., Sun, H.* (2020). “Machine learning approach for sequence clustering with applications to ground motion selection.” Journal of Engineering Mechanics , 146(6), 04020040. 10. Chen, Z., Zhang, R. , Zheng, J., and Sun, H.* (2020). “Sparse Bayesian learning for structural damage identification.” Mechanical Systems and Signal Processing , 140, 106689. 11. Wu, J., Zhang, R. , and Phillips, B.M.* (2020). “Structural seismic resilience evaluation through real-time hybrid simulation with online learning neural networks.” International Journal of Lifecycle Performance Engineering , 4 (1-3), 184-214. 12. Zhang, R. , Chen, Z., Chen, S., Zheng, J., Buyukozturk, O., and Sun, H.* (2019). “Deep long short-term memory networks for nonlinear structural seismic response prediction.” Computers and Structures , 220, 55-68. 13. Zhang, R. , and Phillips, B.M.* (2019). “Cyber-physical approach to the optimization of semiactive structural control under multiple earthquake ground motions.” Computer-Aided Civil and Infrastructure Engineering, 34(5), 402-414. 14. Zhang, R. , Phillips, B.M.*, Fernández Cabán P.L., and Masters, F.J. (2019). “Cyber-physical structural optimization using real-time hybrid simulation.” Engineering Structures, 195, 113-124. 15. Zhang, R. , and Phillips, B.M.* (2017). “Artificial specimen damping for substructure real-time hybrid simulation.” Journal of Engineering Mechanics , 143(8), 04017052. 16. Zhang, R. , Phillips, B.M.*, Taniguchi, S., Ikenaga, M., and Ikago, K. (2017). “Shake table real-time hybrid simulation techniques for the performance evaluation of buildings with inter-story isolation.” Structural Control and Health Monitoring , 24(10), e1971. 17. Zhang, R. , Lauenstein, P.V., and Phillips, B.M.* (2016). “Real-time hybrid simulation of a shear building with a uni-axial shake table.” Engineering Structures , 119, 217-229. 18. Zhang, R. , and Phillips, B.M.* (2016). “Performance and protection of base-isolated structures under blast loading.” Journal of Engineering Mechanics , 142(1), p. 04015063.