Massive multiple-input multiple-output (mMIMO) beamforming estimator
According to an example, a massive multiple-input multiple-output (mMIMO) system operable for beamforming actuation may comprise an open radio access network radio unit (O-RU) having a processing device operable to: compute one or more of a predictive channel estimate, a beamforming estimate, or an antenna calibration; compute, based on an objective function having one or more of the predictive channel estimate, the beamforming estimate, or the antenna calibration as inputs, a power level for a data stream associated with a transmitting antenna path, wherein the power level for the data stream is selected to facilitate an equal-power distribution across a plurality of transmitting antenna paths; and set the power level for the data stream associated with the transmitting antenna path.
1 . A massive multiple-input multiple-output (mMIMO) system operable for beamforming actuation comprising an open radio access network radio unit (O-RU) having a processing device operable to:
compute one or more of a predictive channel estimate, a beamforming estimate, or an antenna calibration;
compute, based on an objective function having one or more of the predictive channel estimate, the beamforming estimate, or the antenna calibration as inputs, a power level for a data stream associated with a transmitting antenna path, wherein the power level for the data stream is selected to facilitate an equal-power distribution across a plurality of transmitting antenna paths; and
set the power level for the data stream associated with the transmitting antenna path.
2 . The mMIMO system of claim 1 , wherein the processing device is further operable to compute the power level using iteration.
3 . The mMIMO system of claim 1 , wherein the predictive channel estimate is computed using data compression to reduce data bandwidth below a data bandwidth threshold and reduce signal processing time below a signal processing time threshold.
4 . The mMIMO system of claim 1 , wherein processing device is further operable to compute the antenna calibration, wherein the antenna calibration is computed using a reciprocity measurement received from a reference signal.
5 . The mMIMO system of claim 4 , wherein the reference signal is a sounding reference signal (SRS).
6 . The mMIMO system of claim 1 , wherein the processing device is further operable to compute the predictive channel estimate and the beamforming estimate, wherein the beamforming estimate is based on the predictive channel estimate and the predictive channel estimate is compressed before computing the beamforming estimate.
7 . The mMIMO system of claim 1 , wherein the transmitting antenna path comprises one or more of:
a LowPHY layer,
a digital front end (DFE),
a digital pre-distortion (DPD) component,
a transmitting antenna,
a radio frequency front end (RFFE), or
a power amplifier (PA).
8 . The mMIMO system of claim 1 , wherein the transmitting antenna path has a power efficiency greater than a power efficiency threshold.
9 . The mMIMO system of claim 1 , wherein the plurality of transmitting antenna paths have a total power efficiency greater than a total power efficiency threshold.
10 . The mMIMO system of claim 1 , wherein the mMIMO system comprises an open radio access network distributed unit (O-DU) that is split from the O-RU based on an O-RU 6 split or an O-RU 7 split.
11 . The mMIMO system of claim 1 , wherein the mMIMO system comprises an open radio access network distributed unit (O-DU) that is split from the O-RU based on an O-RAN 7.2 split.
12 . The mMIMO system of claim 11 , wherein the O-RAN 7-2 split is an O-RAN 7.2C split.