An unsupervised DNN learns to map channel features to distortion-aware power allocation and sub-array activation in non-linear sparse XL-MIMO systems, yielding higher energy efficiency than conventional sparse arrays.
Near-field MIMO communications for 6G: Fundamentals, challenges, potenti als, and future directions
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Learning Energy-Efficient Modular Arrays under Hardware Non-linearities
An unsupervised DNN learns to map channel features to distortion-aware power allocation and sub-array activation in non-linear sparse XL-MIMO systems, yielding higher energy efficiency than conventional sparse arrays.