Title :
Super-Resolution Sparse MIMO-OFDM Channel Estimation Based on Spatial and Temporal Correlations
Author :
Zhen Gao ; Linglong Dai ; Zhaohua Lu ; Chau Yuen ; Zhaocheng Wang
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
This letter proposes a parametric sparse multiple input multiple output (MIMO)-OFDM channel estimation scheme based on the finite rate of innovation (FRI) theory, whereby super-resolution estimates of path delays with arbitrary values can be achieved. Meanwhile, both the spatial and temporal correlations of wireless MIMO channels are exploited to improve the accuracy of the channel estimation. For outdoor communication scenarios, where wireless channels are sparse in nature, path delays of different transmit-receive antenna pairs share a common sparse pattern due to the spatial correlation of MIMO channels. Meanwhile, the channel sparse pattern is nearly unchanged during several adjacent OFDM symbols due to the temporal correlation of MIMO channels. By simultaneously exploiting those MIMO channel characteristics, the proposed scheme performs better than existing state-of-the-art schemes. Furthermore, by joint processing of signals associated with different antennas, the pilot overhead can be reduced under the framework of the FRI theory.
Keywords :
MIMO communication; OFDM modulation; channel estimation; correlation methods; receiving antennas; signal resolution; transmitting antennas; wireless channels; FRI theory; channel sparse pattern; finite rate of innovation theory; parametric sparse MIMO-OFDM channel estimation; path delays; pilot overhead; spatial correlation; super resolution; temporal correlation; transmit-receive antenna pairs; wireless MIMO channels; Channel estimation; Correlation; Delays; MIMO; OFDM; Transmitting antennas; Wireless communication; MIMO-OFDM; Super-resolution; finite rate of innovation (FRI); sparse channel estimation; spatial and temporal correlations;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2014.2325027