Adding a Fourier compressed-sensing denoising step and an SNR-weighted loss to SHRED improves reconstruction of spatiotemporal fields from subsampled sensor data in the paper's four test cases.
Simply denoise: Wavefield reconstruction via jittered under- sampling.Geophysics, 73(3):V19–V28, 2008
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CS-SHRED: Enhancing SHRED for Robust Recovery of Spatiotemporal Dynamics
Adding a Fourier compressed-sensing denoising step and an SNR-weighted loss to SHRED improves reconstruction of spatiotemporal fields from subsampled sensor data in the paper's four test cases.