Approximative Matrix Inverse Computations for Very-large MIMO and Applications to Linear Pre-coding Systems

Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceeding

Abstract

In very-large multiple-input multiple-output (MIMO) systems, the BS (base station) is equipped with very large number of antennas as compared to previously considered systems. There are various advantages of increasing the number of antennas, and some schemes would require handling large
matrices for joint processing (pre-coding) at the base station. The dirty paper coding (DPC) is an optimal pre-coding scheme and has a very high complexity. However with increasing number of BS antennas linear pre-coding performance tends
to that of the optimal DPC. Although linear pre-coding is less complex than DPC, there is a need to compute pseudo inverses of large matrices. In this paper we present a low complexity approximation of down-link Zero Forcing linear pre-coding for very-large multi-user MIMO systems. Approximation using a Neumann series expansion is opted for inversion of matrices over traditional exact computations, by making use of special properties of the matrices, thereby reducing the cost of hardware. With this approximation of linear pre-coding,
we can significantly reduce the computational complexity for large enough systems, i.e., where we have enough BS antenna elements. For the investigated case of 8 users, we obtain 90% of the full ZF sum rate, with lower computational complexity, when the number of BS antennas per user is about 20 or more.

Details

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Research areas and keywords

Subject classification (UKÄ) – MANDATORY

  • Electrical Engineering, Electronic Engineering, Information Engineering

Keywords

  • linear precoding, massive mimo, matrix inverse approximation
Original languageEnglish
Title of host publication[Host publication title missing]
PublisherIEEE - Institute of Electrical and Electronics Engineers Inc.
Pages2710-2715
Number of pages5
Publication statusPublished - 2013
Publication categoryResearch
Peer-reviewedYes
EventWCNC (wireless communications and networking conference) - Shanghai, China
Duration: 2013 Apr 2 → …

Conference

ConferenceWCNC (wireless communications and networking conference)
CountryChina
CityShanghai
Period2013/04/02 → …

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