Deep Learning CNN-GRU Method for GNSS Deformation Monitoring Prediction
Yilin Xie,
Jun Wang,
Haiyang Li
et al.
Abstract:Hydraulic structures are the key national infrastructures, whose safety and stability are crucial for socio-economic development. Global Navigation Satellite System (GNSS) technology, as a high-precision deformation monitoring method, is of great significance for the safety and stability of hydraulic structures. However, the GNSS time series exhibits characteristics such as high nonlinearity, spatiotemporal correlation, and noise interference, making it difficult to model for prediction. The Neural Networks (C… Show more
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