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宋明明 (Mingming Song)

tongji university

18H-index
66Paper Count
959Citation Count
Published Papers 27
Publication Date
Physics-encoded interpretable self-supervised learning for structural damage identification
err2025-08-05
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PREAI
errJiaxin Liu; Yixian Li; Limin Sun; Lanxin Luo; Mingming Song
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Joint load-parameter-response identification using a physics-encoded neural network
err2025-05-01
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PREAI
errLuo, Lanxin; Sun, Limin; Song, Mingming; Liu, Jiaxin; Li, Yixian; Xia, Yong
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Hierarchical Bayesian finite element model updating: Optimal weighting of modal residuals with application to FINO3 offshore platform
err2024-04-01
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PREAI
errTeymouri, Daniz; Sedehi, Omid; Song, Mingming; Moaveni, Babak; Papadimitriou, Costas; Katafygiotis, Lambros S.
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One year monitoring of an offshore wind turbine: Variability of modal parameters to ambient and operational conditions
err2023-12-01
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PREAI
errSong, Mingming; Mehr, Nasim Partovi; Moaveni, Babak; Hines, Eric; Ebrahimian, Hamed; Bajric, Anela
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Structural instrumentation and monitoring of the Block Island Offshore Wind Farm
err2023-01-01
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errOAAI
errHines, Eric M.; Baxter, Christopher D. P.; Ciochetto, David; Song, Mingming; Sparrevik, Per; Meland, Henrik J.; Strout, James M.; Bradshaw, Aaron; Hu, Sau-Lon; Basurto, Jorge R.; Moaveni, Babak
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Joint parameter-input estimation for virtual sensing on an offshore platform using output-only measurements
err2022-05-01
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errOAAI
errSong, Mingming; Christensen, Silas; Moaveni, Babak; Brandt, Anders; Hines, Eric
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Research Directions

结构健康监测数字孪生贝叶斯推理深度学习数字孪生建模大跨桥梁与风力发电机数字孪生模型贝叶斯模型修正贝叶斯滤波法以及混合驱动建模方法,实现结构损伤识别交通荷载估计结构响应预测物理-数据混合驱动建模方法常/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物理-数据混合驱动模型贝叶斯系统识别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