Voxel-CKM uses explicit voxel grids with vector-matrix decomposition, transmitter prior, and total-variation regularization to achieve fast and few-shot channel knowledge map construction.
Channel knowledge map construction: Recent advances and open challenges,
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Voxel-CKM: Voxelized Radio Frequency Radiance Fields for Fast and Few-Shot CKM Construction
Voxel-CKM uses explicit voxel grids with vector-matrix decomposition, transmitter prior, and total-variation regularization to achieve fast and few-shot channel knowledge map construction.