Coordinated optimization of EVD-based channel estimators in multi-cell massive MIMO networks

This paper studies the eigenvalue decomposition (EVD) based uplink channel estimation in multi-cell massive multi-input multi-output (MIMO) networks. The performance of the conventional EVD-based channel estimators is limited by the interference from other users in the network due to finite number of antennas and finite transmit samples. We propose an iterative optimization procedure with multiple steps in order to adaptively improve the channel estimations by means of jointly processing a subset of the receive sample data from multiple cells at a centralized node via coordination. Furthermore, we analyze the amount of necessary backend signaling among the coordinating cells and describe an efficient signaling scheme for the proposed multi-cell coordination. We compare the performance of this coordinated optimization scheme with the conventional EVD-based estimators via numerical analysis and show that multi-cell coordination helps to achieve lower symbol error rates.

[1]  Zhengyuan Xu Asymptotic performance of subspace methods for synchronous multirate CDMA systems , 2002, IEEE Trans. Signal Process..

[2]  Gerd Ascheid,et al.  On the performance of EVD-based channel estimations in MU-Massive-MIMO systems , 2013, 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC).

[3]  Ioannis N. Psaromiligkos,et al.  Widely Linear versus Conventional Subspace-Based Estimation of SIMO Flat-Fading Channels: Mean Squared Error Analysis , 2012, IEEE Transactions on Signal Processing.

[4]  Erik G. Larsson,et al.  Energy and Spectral Efficiency of Very Large Multiuser MIMO Systems , 2011, IEEE Transactions on Communications.

[5]  Thomas L. Marzetta,et al.  Pilot Contamination and Precoding in Multi-Cell TDD Systems , 2009, IEEE Transactions on Wireless Communications.

[6]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[7]  Jean Pierre Delmas,et al.  On the Second-Order Statistics of the EVD of Sample Covariance Matrices—Application to the Detection of Noncircular Or/and NonGaussian Components , 2011, IEEE Transactions on Signal Processing.

[8]  Erik G. Larsson,et al.  EVD-based channel estimation in multicell multiuser MIMO systems with very large antenna arrays , 2012, 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

[9]  Arogyaswami Paulraj,et al.  Blind separation of synchronous co-channel digital signals using an antenna array. I. Algorithms , 1996, IEEE Trans. Signal Process..

[10]  V. Koivunen,et al.  Resolving ambiguities in subspace-based blind receiver for MIMO channels , 2002, Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002..

[11]  David Gesbert,et al.  A Coordinated Approach to Channel Estimation in Large-Scale Multiple-Antenna Systems , 2012, IEEE Journal on Selected Areas in Communications.