Massive multiple-input-multiple-output (MIMO) uplink enhancement in split radio access network (RAN) deployments
Aspects of the subject disclosure may include, for example, a system comprising a distributed unit (DU) configured to generate sounding reference signal (SRS)-based beams, and a remote unit (RU) communicatively coupled with the DU over a fronthaul, wherein the RU is configured to generate demodulation reference signal (DMRS)-based beams and perform digital beamforming for an uplink using the DMRS-based beams in combination with the SRS-based beams. Other embodiments are disclosed.
1. A remote unit (RU) comprising:
a processing system including a processor; and
a memory that stores executable instructions that, when executed by the processing system, facilitate performance of operations, the operations comprising:
generating demodulation reference signal (DMRS)-based beams; and
performing digital beamforming for an uplink using the DMRS-based beams in combination with sounding reference signal (SRS)-based beams by way of matrix multiplication.
2. The RU of claim 1 , wherein the RU is part of a split radio access network (RAN) deployment.
3. The RU of claim 1 , further comprising a massive multiple-input-multiple-output (MIMO) antenna array.
4. The RU of claim 1 , wherein a matrix for the digital beamforming includes SRS-based beam weights concatenated with DMRS-based beam weights.
5. The RU of claim 1 , wherein the RU is associated with a radio access network (RAN) intelligent controller (RIC).
6. The RU of claim 5 , wherein the RIC is configured to employ one or more artificial intelligence (AI) algorithms to analyze a performance of the uplink and determine allocation of beam generation responsibilities between a distributed unit (DU) and the RU based on the performance.
7. The RU of claim 6 , wherein the one or more AI algorithms are further configured to determine the allocation of beam generation responsibilities according to user priority, user reliability or latency requirements, user service level agreements, user channel conditions, user mobility, content type, a load on a fronthaul, a load on the DU, a load on the RU, network resource usage patterns, instantaneous user loading, or a combination thereof.
8. The RU of claim 1 , wherein the RU is communicatively coupled to a distributed unit (DU) over a fronthaul, wherein the DU is configured to obtain SRS data from the RU over the fronthaul and derive SRS channel estimates using the SRS data, and wherein the DU is configured to generate the SRS-based beams using the SRS channel estimates.
9. The RU of claim 8 , wherein the fronthaul is split in accordance with one or more open-RAN (O-RAN) standards.
10. The RU of claim 1 , wherein the operations further comprise obtaining DMRS data from received signals in the uplink and derive DMRS channel estimates using the DMRS data, and wherein the generating the DMRS-based beams is based on the DMRS channel estimates.
11. A method comprising:
generating beam weights by a processor of a remote unit (RU); and
performing digital beamforming for an uplink of a network based on the beam weights and other beam weights generated by a distributed unit (DU), wherein the digital beamforming involves matrix multiplication.
12. The method of claim 11 , wherein the other beam weights are generated based on sounding reference signal (SRS) data.
13. The method of claim 11 , wherein the generating the beam weights is based on demodulation reference signal (DMRS) data.
14. The method of claim 11 , wherein the network comprises a radio access network (RAN) intelligent controller (RIC).
15. The method of claim 11 , wherein the RU and the DU are communicatively coupled to one another via a split fronthaul.
16. A non-transitory machine-readable medium, comprising executable instructions that, when executed by a processing system including a processor, facilitate performance of operations, the operations comprising:
obtaining demodulation reference signal (DMRS)-based beams; and
performing digital beamforming for an uplink using the DMRS-based beams and sounding reference signal (SRS)-based beams by way of matrix multiplication.
17. The non-transitory machine-readable medium of claim 16 , wherein the processing system is implemented in a remote unit (RU).
18. The non-transitory machine-readable medium of claim 17 , wherein the RU is communicatively coupled to a distributed unit (DU) over a split fronthaul.
19. The non-transitory machine-readable medium of claim 16 , wherein the processing system is associated with a massive multiple-input-multiple-output (MIMO) antenna array.
20. The non-transitory machine-readable medium of claim 16 , wherein a matrix for the digital beamforming includes SRS-based beam weights concatenated with DMRS-based beam weights.