Decision Directed Channel Estimation Based on Deep Neural Network k-step Predictor for MIMO Communications in 5G

IEEE Journal on Selected Areas in Communications, pp. 2443-2456, 2019.

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Keywords:
Doppler effectChannel estimationMIMO communicationFading channelsMathematical modelMore(2+)

Abstract:

We consider the use of deep neural network (DNN) to develop a decision-directed (DD)-channel estimation (CE) algorithm for multiple-input multiple-output (MIMO)-space-time block coded systems in highly dynamic vehicular environments. We propose the use of DNN for k-step channel prediction for space-time block code (STBC)s, and show that d...More

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