LWFNet, a Transformer plus KAN network, retrieves wind fields directly from coherent Doppler lidar spectra and reportedly beats the spectral centroid baseline, but the reported gains rely on a test-set-fitted bias correction.
Interpretable semi-supervised clustering en- ables universal detection and intensity assessment of diverse aviation hazardous winds,
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LWFNet: Coherent Doppler Wind Lidar-Based Network for Wind Field Retrieval
LWFNet, a Transformer plus KAN network, retrieves wind fields directly from coherent Doppler lidar spectra and reportedly beats the spectral centroid baseline, but the reported gains rely on a test-set-fitted bias correction.