张瑞阳

发布者:张洁琪发布时间:2020-11-22浏览次数:6020

张瑞阳,博士

副研究员

东南大学土木工程学院建筑工程系

地址:南京市江宁区东南大学九龙湖校区土木楼915

电子邮箱:ryzhang@seu.edu.cn; ruiyang.zhang@hotmail.com


Ruiyang Zhang, Ph.D.

Associate Professor

School of Civil Engineering

Southeast University

915 Civil Building, Jiulonghu Campus, Nanjing 211189

Email: ryzhang@seu.edu.cn; ruiyang.zhang@hotmail.com

Personal Webpage: www.ruiyang-zhang-seu.com



个人简介

张瑞阳,哲学博士,副教授、硕士生导师,中共党员。美国马里兰大学土木工程专业博士,美国匹兹堡大学和美国东北大学博士后,2021年入职东南大学土木工程学院,入选江苏省“双创博士”、南京留学人员科技创新项目。主要研究方向为运用人工智能和大数据方法进行基础设施智慧监测运维及智能防灾减灾,包括结构响应预测及灾害预警、可靠度分析、地震及多灾害下结构控制、风险评估和优化设计等。以第一作者或通讯作者在Computer-Aided Civil and Infrastructure Engineering, Computer Methods in Applied Mechanics and Engineering等国际权威期刊上发表SCI论文10余篇,参与多项美国国家自然科学基金,担任Engineering Structures, Journal of Structural Engineering等多部国际著名期刊审稿人,参编《Sensor Technologies for Civil Infrastructures》。


教育背景

  • 2014.09-2017.08 美国马里兰大学土木工程专业 哲学博士

  • 2012.09-2014.08 美国马里兰大学土木工程专业 理学硕士

  • 2008.09-2012.06 山东大学土木工程,工学学士


工作经历

  • 副教授,土木工程学院建筑工程系,东南大学,2021-至今

  • 博士后,土木与环境学院,美国东北大学,2018-2020

  • 博士后,土木与环境学院,美国匹兹堡大学,2017-2018

  • 教学助理,土木与环境学院,美国马里兰大学,2014-2017

  • 研究助理,土木与环境学院,美国马里兰大学,2013-2017


研究方向

  • 深度学习,大数据,人工智能

  • 结构可靠性分析及灾害评估

  • 韧性城市,智能结构,智慧城市

  • 网络物理系统,实时混合仿真,多灾害结构控制及优化


科研项目

  • 美国国家科学基金项目, Physics-Reinforced Deep Learning for Structural Metamodeling, NSF 2013067, 2020-2023,参与

  • 美国国家科学基金项目, Cyber-Physical Systems Approach to the Optimal Design of Structures for Wind Hazards, NSF 1636039, 2016-2019,参与

  • 美国国家科学基金项目, US-Japan Planning Visit for Complementary Experimental Programs Toward Validated Advanced Damping Systems, NSF 1444160, 2015-2016,参与


代表性论文

  1. 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. [IF: 5.763, JCR Q1]

  2. Zhang, R., Liu, Y., and Sun, H.* (2020). “Physics-guided convolutional neural network (PhyCNN) for data-driven seismic response modeling.” Engineering Structures, 215, 110704. [IF: 3.548, JCR Q1]

  3. 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. [IF: 2.264, JCR Q2]

  4. Chen, Z., Zhang, R., Zheng, J., and Sun, H.* (2020). “Sparse Bayesian learning for structural damage identification.” Mechanical Systems and Signal Processing, 140, 106689. [IF: 6.471, JCR Q1]

  5. Keivan, A., Zhang, R., Keivan, D., Phillips, B. M.*, Ikenaga, M., and Ikago, K. (2020). “Rate-independent linear damping for the improved seismic performance of inter-story isolated structures.” Journal of Earthquake Engineering, 1-24. [IF: 2.779, JCR Q2]

  6. 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.

  7. 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. [IF: 3.664, JCR Q1]

  8. 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. [IF: 8.552, JCR Q1]

  9. 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. [IF: 3.548, JCR Q1]

  10. Zhang, R., and Phillips, B.M.* (2017). “Artificial specimen damping for substructure real-time hybrid simulation.” Journal of Engineering Mechanics, 143(8), 04017052. [IF: 2.264, JCR Q2]

  11. 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. [IF: 3.499, JCR Q1]

  12. 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. [IF: 3.548, JCR Q1]

  13. 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. [IF: 2.264, JCR Q2]


会议报告

  1. Zhang, R., Chen, Z., Buyukozturk, O., and Sun, H. (2019). “Deep learning enabled nonlinear structural response modeling and fragility analysis.” Proceedings of ASCE Engineering Mechanics Institute (EMI) Annual Conference, Caltech, Pasadena, June.

  2. Chen, Z., Zhang, R., Yang, Y., and Sun, H. (2019). “Physics-reinforced deep learning for modeling and identification of structures via heterogeneous data fusion.” Proceedings of ASCE Engineering Mechanics Institute (EMI) Annual Conference, Caltech, Pasadena, June.

  3. Zhang, R., and Phillips, B.M. (2018). “Optimal design of a nonlinear system against multiple excitations using a cyber-physical approach.” Proceedings of the 11th U.S. National Conference on Earthquake Engineering, Los Angeles, California, June.

  4. Zhang, R., Chen, Z., Sun, H., and Stephens, M.T. (2018). “Deep learning enabled structural seismic fragility analysis and resilience assessment.” Proceedings of ASCE Engineering Mechanics Institute (EMI) Annual Conference, MIT, Cambridge, May.

  5. Zhang, R., Phillips, B.M., Fernández Cabán P.L., and Masters, F.J. (2018). “A cyber-physical framework for structural optimization using real-time hybrid simulation.” Proceedings of ASCE Engineering Mechanics Institute (EMI) Annual Conference, MIT, Cambridge, May.

  6. Keivan, A., Zhang, R., Phillips, and Ikago, K. (2017). “Protection of inter-story isolated structures through rate-independent linear damping.” Proceedings of the 3rd Huixian International Forum on Earthquake Engineering for Young Researchers, Illinois, August.

  7. Zhang, R., Phillips, B.M., Taniguchi, S., Ikenaga, M., and Ikago, K. (2017). “Performance validation of inter-story isolation through shake table real-time hybrid simulation.” Proceedings of the 16th World Conference on Earthquake Engineering (16WCEE), Chile, January.

  8. Zhang, R., Phillips, B.M., Taniguchi, S., Ikenaga, M., and Ikago, K. (2017). “Performance evaluation of high-rise buildings with mid-story isolation through shake table real-time hybrid simulation.” Japan Association of Earthquake Engineering (JAEE) International Symposium on Earthquake Engineering, Tokyo, Japan, November.

  9. Zhang, R., and Phillips, B.M. (2015). “Numerical study on the benefits of base isolation for blast loading.” Proceedings of the Joint 6the International Conference on Advances in Experimental Structural Engineering (6AESE) and 11th International Workshop on Advanced Smart Materials and Smart Structures Technology (11ANCRiSST), Illinois, August.

  10. Zhang, R., Lauenstein, P.V., and Phillips, B.M. (2015). “Substructure real-time hybrid simulation with a small-scale uni-axial shake table.” Proceedings of the Joint 6the International Conference on Advances in Experimental Structural Engineering (6AESE) and 11th International Workshop on Advanced Smart Materials and Smart Structures Technology (11ANCRiSST), Illinois, August.


特邀报告

  1. Metamodeling of structure systems: from data-driven to physics-informed deep learning, 中国地震局地球物理研究所202011

  2. Data-driven modeling of structure systems: deep learning with physics. Department of Civil and Environmental Engineering, Clarkson University, April 2019

  3. A cyber-physical approach for optimal control under multiple ground motions. Department of Civil and Environmental Engineering, University of Connecticut, June 2018

  4. Development of real-time hybrid optimization for structural performance evaluation and optimization. Department of Civil and Environmental Engineering, University of Pittsburgh, October 2017

  5. Real-time hybrid simulation: an advanced experimental technique. IRIDeS Seminar, Tohuku University, Japan, July 2015


获奖情况

  • Outstanding Graduate Assistant Award of the Graduate School, University of Maryland College Park, 2016

  • Ratthan L. Khosa ’71 Graduate Fellowship, University of Maryland College Park, 2016

  • Ratthan L. Khosa ’71 Graduate Fellowship, University of Maryland College Park, 2015

  • Jacob K. Goldhaber Travel Award, University of Maryland College Park, 2015

  • Dean’s Fellowship, University of Maryland College Park, 2014

  • Ratthan L. Khosa ’71 Graduate Fellowship, University of Maryland College Park, 2014

  • NSF Fellowship, National Science Foundation, 2013

  • Third Prize, Student Competition in the sixth APSS, Korea Advanced Institute of Science and Technology, 2013

  • 山东大学优秀学生干部,2012

  • 山东大学社会实践优秀个人,2012

  • 山东大学优秀学生二等奖学金,2011

  • 国家奖学金,2010

  • 山东大学优秀学生一等奖学金,2010

  • 山东大学校三好学生,2010