DNN-based Localization from Channel Estimates: Feature Design and Experimental Results

20 Mar 2020Paul FerrandAlexis DecurningeMaxime Guillaud

We consider the use of deep neural networks (DNNs) in the context of channel state information (CSI)-based localization for Massive MIMO cellular systems. We discuss the practical impairments that are likely to be present in practical CSI estimates, and introduce a principled approach to feature design for CSI-based DNN applications based on the objective of making the features invariant to the considered impairments... (read more)

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