Machine learning-based power control
A method of wireless communication performed at a user equipment (UE) includes receiving, at the UE, a set of downlink (DL) reference signals (RSs) associated with one or more first transmission beams. The method also includes measuring, at the UE, the set of DL-RSs. The method further includes performing, at the UE, an uplink transmission having a transmission power that is set by a pathloss estimation function based on a set of pathloss parameters. One or more of pathloss parameters of the set of pathloss parameters is based on measuring the set of DL-RSs.
1. A method for wireless communication performed at a user equipment (UE), comprising:
receiving, at the UE, weights and parameters for an artificial neural network that executes a pathloss estimation function, the weights and parameters being received in accordance with transmitting a channel measurement report corresponding to one or more first downlink (DL) reference signals (RSS);
receiving, at the UE, a set of second DL-RSs associated with one or more first transmission beams;
measuring, at the UE, the set of second DL-RSs; and
performing, at the UE, an uplink transmission via a physical uplink shared channel (PUSCH) having a transmission power that is set by the pathloss estimation function executed via the artificial neural network at the UE based on a set of pathloss parameters, the set of pathloss parameters including a set of pathloss values corresponding to measurements of the set of second DL-RSs and one or more of a timing indicator, a blockage indicator associated with blockage identified by the UE, or an indication of a second transmission beam.
2. The method of claim 1 , in which: the timing indicator comprises a measurement time of each pathloss value of the set of pathloss values and a transmission time of the uplink transmission via the PUSCH; and the measurement time and the transmission time correspond to different slots of a subframe.
3. The method of claim 1 , in which the method further comprises estimating, by the pathloss estimation function, a pathloss of the second transmission beam based on the set of pathloss parameters,
in which:
the transmission power is determined based on the pathloss of the second transmission beam; and
the second transmission beam is an uplink transmission beam.
4. The method of claim 3 , further comprising:
transmitting a report indicating the pathloss of the second transmission beam and an actual pathloss of the second transmission beam based on satisfying a triggering condition;
receiving an update for estimation parameters of the pathloss estimation function based on transmitting the report; and
updating the pathloss estimation function based on receiving the update.
5. The method of claim 4 , in which the triggering condition is satisfied based on:
receiving a request in response to the uplink transmission; or
a difference between the pathloss of the second transmission beam and the actual pathloss being greater than a threshold.
6. The method of claim 1 , in which the set of pathloss parameters further comprise one or more of a maximum permissible exposure (MPE) indication, a hardware configuration of the UE, and a transmission configuration for the uplink transmission.
7. The method of claim 1 , in which:
the set of pathloss values correspond to a first time; and
the uplink transmission is performed at a second time after the first time.
8. The method of claim 1 , further comprising:
receiving, from a base station, a configuration for the set of DL-RSs; and
receiving the set of DL-RSs based on receiving the configuration, each DL-RSs of the set of DL-RSs received via a respective first transmission beam of the one or more first transmission beams, the one or more first transmission beams being downlink transmission beams.
9. The method of claim 8 , in which each DL-RS of the set of DL-RSs is a pathloss RS.
10. The method of claim 1 , in which each DL-RS of the set of DL-RSs is received within a band that is different from a band associated with the uplink transmission.
11. The method of claim 1 , in which each DL-RS of the set of DL-RSs is associated with a physical cell identifier (PCI) or a transmission configuration indicator (TCI) state that is different from a PCI or a TCI state associated with the uplink transmission.
12. An apparatus for wireless communications at a user equipment (UE), comprising:
at least one processor;
at least one memory coupled with the processor; and
instructions stored in the memory and operable, when executed by the at least one processor, to cause the apparatus to:
receive, at the UE, weights and parameters for an artificial neural network that executes a pathloss estimation function, the weights and parameters being received in accordance with transmitting a channel measurement report corresponding to one or more first downlink (DL) reference signals (RSS);
receive, at the UE, a set of second DL-RSs associated with one or more first transmission beams;
measure, at the UE, the set of second DL-RSs; and
perform, at the UE, an uplink transmission via a physical uplink shared channel (PUSCH) having a transmission power that is set by the pathloss estimation function executed via the artificial neural network at the UE based on a set of pathloss parameters, the set of pathloss parameters including a set of pathloss values corresponding to measurements of the set of second DL-RSs and one or more of a timing indicator, a blockage indicator associated with blockage identified by the UE, or an indication of a second transmission beam.
13. The apparatus of claim 12 , in which execution of the instructions further cause the apparatus to estimate, by the pathloss estimation function, a pathloss of the second transmission beam based on the set of pathloss parameters,
in which:
the transmission power is determined based on the pathloss of the second transmission beam; and
the second transmission beam is an uplink transmission beam.
14. The apparatus of claim 12 , in which the set of pathloss parameters further comprise one or more of a maximum permissible exposure (MPE) indication, a hardware configuration of the UE, and a transmission configuration for the uplink transmission.
15. The apparatus of claim 12 , in which each DL-RS of the set of DL-RSs is received within a band that is different from a band associated with the uplink transmission.
16. The apparatus of claim 12 , in which each DL-RS of the set of DL-RSs is associated with a physical cell identifier (PCI) or a transmission configuration indicator (TCI) state that is different from a PCI or a TCI state associated with the uplink transmission.