mlsanityData to 14 Oct 2026

Non-Stationarities in Extra-Large Scale Massive MIMO

arXiv 1903.03085 ↗First posted 7 Mar 2019cs.IT eess.SP math.ITcited by 3

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Abstract (arXiv)

Massive MIMO, a key technology for increasing area spectral efficiency in cellular systems, was developed assuming moderately sized apertures. In this paper, we argue that massive MIMO systems behave differently in large-scale regimes due to spatial non-stationarity. In the large-scale regime, with arrays of around fifty wavelengths, the terminals see the whole array but non-stationarities occur because different regions of the array see different propagation paths. At even larger dimensions, which we call the extra-large scale regime, terminals see a portion of the array and inside the first type of non-stationarities might occur. We show that the non-stationarity properties of the massive MIMO channel changes several important MIMO design aspects. In simulations, we demonstrate how non-stationarity is a curse when neglected but a blessing when embraced in terms of computational load and multi-user transceiver design.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Mar 2019.

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3 papers.