Adaptive Activity-Aware Iterative Detection for Massive Machine-Type Communications | IEEE Journals & Magazine | IEEE Xplore

Adaptive Activity-Aware Iterative Detection for Massive Machine-Type Communications


Abstract:

This letter studies the uplink of grant-free low data-rate massive machine-to-machine communications (mMTC) where devices are only active sporadically, which requires a j...Show More

Abstract:

This letter studies the uplink of grant-free low data-rate massive machine-to-machine communications (mMTC) where devices are only active sporadically, which requires a joint activity and data detection at the receiver. We develop an adaptive decision feedback detector along with an l0-norm regularized activity-aware recursive least-squares algorithm that only require pilot symbols. An iterative detection and decoding scheme based on low-density parity-check (LDPC) is also devised for signal detection in mMTC. Simulations show the performance of the proposed approaches against existing schemes.
Published in: IEEE Wireless Communications Letters ( Volume: 8, Issue: 6, December 2019)
Page(s): 1631 - 1634
Date of Publication: 05 August 2019

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