A structural health monitoring data reconstruction method based on VMD and SSA-optimized GRU model

Abstract In the field of Structural Health Monitoring (SHM), complete datasets are fundamental for modal identification analysis and risk prediction. However, data loss due to sensor failures, transmission interruptions, or hardware issues is a common problem. To address this challenge, this study d...

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Main Authors: Xiaoliang Jia, Guoyan Zhang, Zhiqiang Wang, Huacong Li, Jing Hu, Songlin Zhu, Caiwei Liu
格式: 文件
语言:English
出版: Nature Portfolio 2025-01-01
丛编:Scientific Reports
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在线阅读:https://doi.org/10.1038/s41598-025-86781-7