宋明明 - 同济大学 - 土木工程学院

个人简介

宋明明，浙江大学本科，同济大学硕士，美国Tufts University博士。2019年8月博士毕业后，留校先后任职博后和研究助理教授。2022年入职同济大学土木工程学院桥梁系，加入长江学者孙利民教授的桥梁健康监测与振动控制研究室，任特聘研究员、助理教授、硕导。研究方向为结构健康监测、数字孪生、贝叶斯推理、深度学习、混合驱动建模等。研究工作发表16篇SCI检索论文，包含6篇Mechanical Systems and Signal Processing期刊论文。主持国家自然科学基金青年项目1项，参与面上项目2项，参与多项美国国家科学基金（NSF）等项目， 2021年获得上海市领军人才（海外）青年人才项目资助。任土木工程防灾减灾全国重点实验室固定成员、美国土木工程师协会结构健康监测与控制委员会委员、国际桥梁与结构工程协会中国团组秘书处秘书、中国振动工程学会结构抗振控制与健康监测专业委员会委员等。担任Buildings期刊客座编辑，是Mechanical Systems and Signal Processing，Structural Health Monitoring，Journal of Sound and Vibration，Engineering Structures，Soil Dynamics and Earthquake Engineering，Journal of Bridge Engineering等多本SCI期刊审稿人。主要学历 2014.9 – 2019.8美国塔夫茨大学（Tufts University），结构工程，博士学位 2010.9 – 2013.5同济大学，桥梁工程，硕士学位 2006.9 – 2010.7浙江大学，土木工程，学士学位任职经历 2022.3 – 至今同济大学，桥梁工程系，助理教授 2020.8 – 2022.2美国塔夫茨大学，土木与环境工程系，研究助理教授 2019.9 – 2020.7美国塔夫茨大学，土木与环境工程系，博后荣誉奖励获2021年上海市海外高层次人才项目资助塔夫茨大学2019年度Littleton奖塔夫茨大学2016年度Kentaro Tsutsum奖学金

研究领域

研究方向为结构健康监测、数字孪生、贝叶斯推理、深度学习、混合驱动建模等。 1. 数字孪生建模构建大跨桥梁和风力发电机数字孪生模型，基于贝叶斯模型修正、贝叶斯滤波法以及混合驱动建模方法，实现结构损伤识别、输入荷载（风荷载、交通荷载等）估计、结构响应预测等。 2. 物理-数据混合驱动建模方法结合基于物理规律的建模方法（有限元模型、常/偏微分方程、状态空间方程等）和数据驱动建模方法（有监督学习、无监督学习、强化学习、对抗学习等），构建物理-数据混合驱动模型，提高模型预测精度、泛化能力和可解释性。 3. 贝叶斯系统识别基于贝叶斯推理和层次贝叶斯方法，实现结构模态识别、模型修正、数据融合和不确定性量化；发展贝叶斯滤波和平滑理论，包含卡尔曼滤波、非线性滤波、高斯滤波、粒子滤波和RTS平滑法等，准确识别结构参数、荷载输入和系统状态。

近期论文

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Song M, Mehr NP, Moaveni B, Hines E, Ebrahimian H, Bajric A. One year monitoring of an offshore wind turbine: Variability of modal parameters to ambient and operational conditions. Engineering Structures. 2023 Dec 15;297:117022. Partovi-Mehr N, Branlard E, Song M, Moaveni B, Hines EM, Robertson A. Sensitivity Analysis of Modal Parameters of a Jacket Offshore Wind Turbine to Operational Conditions. Journal of Marine Science and Engineering. 2023 Jul 30;11(8):1524. Song M, Moaveni B, Ebrahimian H, Hines E, Bajric A. Joint parameter-input estimation for digital twinning of the Block Island wind turbine using output-only measurements. Mechanical Systems and Signal Processing. 2023 Sep 1;198:110425. Hines EM, Baxter CD, Ciochetto D, Song M, Sparrevik P, Meland HJ, Strout JM, Bradshaw A, Hu SL, Basurto JR, Moaveni B. Structural instrumentation and monitoring of the Block Island Offshore Wind Farm. Renewable Energy. 2023 Jan 1;202:1032-45. Song M, Christensen S, Moaveni B, Brandt A, Hines E. Joint parameter-input estimation for virtual sensing on an offshore platform using output-only measurements. Mechanical Systems and Signal Processing. 2022 May 1;170:108814. Mehrjoo A, Song M, Moaveni B, Papadimitriou C, Hines E. Optimal sensor placement for parameter estimation and virtual sensing of strains on an offshore wind turbine considering sensor installation cost. Mechanical Systems and Signal Processing. 2022 Apr 15;169:108787. Song M, Renson L, Moaveni B, Kerschen G. Bayesian model updating and class selection of a wing-engine structure with nonlinear connections using nonlinear normal modes. Mechanical Systems and Signal Processing. 2022 Feb 15;165:108337. Zhang Y, Lian J, Zhang G, Liu Y, Song M*, Li S. Ground vibration characteristics induced by flood discharge of a high dam: An experimental investigation. Journal of Renewable and Sustainable Energy. 2021 Jan 4;13(1):014502. Liu P, Huang S, Song M, Yang W. Bayesian Model Updating of a Twin-Tower Masonry Structure through Subset Simulation Optimization Using Ambient Vibration Data. Journal of Civil Structural Health Monitoring. 2020 Oct 23:1-20. Song M, Behmanesh I, Moaveni B, Papadimitriou C. Accounting for Modeling Errors and Inherent Structural Variability through a Hierarchical Bayesian Model Updating Approach: An Overview. Sensors. 2020 Jan;20(14):3874. Song M, Astroza R, Ebrahimian H, Moaveni B, Papadimitriou C. Adaptive Kalman filters for nonlinear finite element model updating. Mechanical Systems and Signal Processing. 2020 Sep 1;143:106837. Yousefianmoghadam S, Song M, Mohammadi M, Packard B, Stavridis A, Moaveni B, Wood RL, Packard B. Nonlinear dynamic tests of a reinforced concrete frame building at different damage levels. Earthquake Engineering & Structural Dynamics. 2020 May 11. Song M, Behmanesh I, Moaveni B, Papadimitriou C. Modeling error Estimation and response prediction of a 10-Story building model through a hierarchical Bayesian model updating framework. Frontiers in Built Environment. 2019;5:7. Song M, Moaveni B, Papadimitriou C, Stavridis A. Accounting for amplitude of excitation in model updating through a hierarchical Bayesian approach: Application to a two-story reinforced concrete building. Mechanical Systems and Signal Processing. 2019 May 15;123:68-83. Song M, Renson L, No?l JP, et al. Bayesian model updating of nonlinear systems using nonlinear normal modes. Structural Control and Health Monitoring. 2018 Dec;25(12):e2258. Song M, Yousefianmoghadam S, Mohammadi ME, Moaveni B, Stavridis A, Wood RL. An application of finite element model updating for damage assessment of a two-story reinforced concrete building and comparison with lidar. Structural Health Monitoring. 2018 Sep;17(5):1129-50. 会议论文 Akhlaghi MM, Song M, Pontrelli M, Moaveni B, Baise LG. Site Characterization Through Hierarchical Bayesian Model Updating Using Dispersion and H/V Data. In Model Validation and Uncertainty Quantification, Volume 3 2020 (pp. 333-335). Springer, Cham. Song, M., Astroza, R., Ebrahimian, H., Moaveni, B., Papadimitriou, C. (2020). Nonlinear Model Updating Using Recursive and Batch Bayesian Methods. Proc. of 38th International Modal Analysis Conference (IMAC-XXXVIII), Houston, Texas, USA. Song, M., Behmanesh, I., Moaveni, B., Papadimitriou, C. (2018). Hierarchical Bayesian calibration and response prediction of a 10-Story building model. Proc. of 36th International Modal Analysis Conference (IMAC-XXXVI), Orlando, Florida, USA. Yousefianmoghadam S, Song M, Stavridis A, Moaveni B. System identification of a two-story infilled RC building in different damage states. In Improving the Seismic Performance of Existing Buildings and Other Structures 2015 (pp. 607-618). Song M, Shen Z, Tang P. Data quality-oriented 3D laser scan planning. In Construction Research Congress 2014: Construction in a Global Network 2014 (pp. 984-993).

学术兼职

2023.06～2028.05 土木工程防灾减灾全国重点实验室固定成员 2019.09～至今美国土木工程师协会结构健康监测与控制委员会委员 2023.05～至今国际桥梁与结构工程协会中国团组秘书处秘书 2023.03～至今中国振动工程学会结构抗振控制与健康监测专业委员会委员 2022.09～至今 2022年国际桥梁及结构工程协会（IABSE）大会（南京）组织委员 2023.10～至今第三届IABSE东亚青年论坛中国团组秘书 2022.05～至今担任Buildings期刊（JCR Q2）的特刊客座编辑 2018.05～至今担任多本SCI期刊审稿人：Mechanical Systems and Signal Processing, Structural Health Monitoring, Journal of Sound and Vibration, Engineering Structures, Structural Control and Health Monitoring, Soil Dynamics and Earthquake Engineering, Journal of Bridge Engineering