Beam tracking with statistical learning
A method includes obtaining information representing a current state of communication with a user equipment (UE) performed using one or more beams. The method also includes comparing the information to statistical historical state information to determine one or more best next narrow beam candidates. The method further includes performing a beam search using the one or more best next narrow beam candidates in order to select a next narrow beam. The method also includes communicating with the UE using the selected next narrow beam.
1 . A method comprising:
obtaining information representing a current state of communication with a user equipment (UE) performed using one or more beams;
comparing the information to statistical historical state information to determine one or more best next narrow beam candidates;
performing a beam search using the one or more best next narrow beam candidates in order to select a next narrow beam; and
communicating with the UE using the selected next narrow beam,
wherein the statistical historical state information comprises a current wide beam, a current narrow beam, and a previous narrow beam before the current narrow beam.
2 . The method of claim 1 , wherein the statistical historical state information further comprises a reference signal received power (RSRP) change indicator.
3 . The method of claim 2 , wherein the RSRP change indicator indicates whether or not a RSRP of the current narrow beam is increasing.
4 . The method of claim 2 , wherein the statistical historical state information further comprises:
multiple next narrow beam candidates; and
an observation count corresponding to each of the multiple next narrow beam candidates.
5 . The method of claim 1 , further comprising:
obtaining a new observation of the current state of communication in response to communicating with the UE using the selected next narrow beam; and
updating the statistical historical state information based on the new observation.
6 . The method of claim 5 , wherein updating the statistical historical state information based on the new observation comprises at least one of:
adding a new data record to the statistical historical state information; and
updating an observation count of an existing record of the statistical historical state information.
7 . The method of claim 1 , wherein the one or more best next narrow beam candidates comprise one of:
a most frequent next narrow beam candidate;
a predetermined quantity of next narrow beam candidates; and
multiple next narrow beam candidates having an accumulated probability that is equal to or greater than a threshold probability value.
8 . A device comprising:
a transceiver; and
a processor operably connected to the transceiver, the processor configured to:
obtain information representing a current state of communication with a user equipment (UE) performed using one or more beams;
compare the information to statistical historical state information to determine one or more best next narrow beam candidates;
perform a beam search using the one or more best next narrow beam candidates in order to select a next narrow beam; and
communicate with the UE using the selected next narrow beam,
wherein the statistical historical state information comprises (i) multiple next narrow beam candidates, and (ii) an observation count corresponding to each of the multiple next narrow beam candidates.
9 . The device of claim 8 , wherein the statistical historical state information further comprises a current wide beam, a current narrow beam, a previous narrow beam before the current narrow beam, and a reference signal received power (RSRP) change indicator.
10 . The device of claim 9 , wherein the RSRP change indicator indicates whether or not a RSRP of the current narrow beam is increasing.
11 . The device of claim 8 , wherein the processor is further configured to:
obtain a new observation of the current state of communication in response to communicating with the UE using the selected next narrow beam; and
update the statistical historical state information based on the new observation.
12 . The device of claim 11 , wherein to update the statistical historical state information based on the new observation, the processor is configured to at least one of:
add a new data record to the statistical historical state information; and
update an observation count of an existing record of the statistical historical state information.
13 . The device of claim 8 , wherein the one or more best next narrow beam candidates comprise one of:
a most frequent next narrow beam candidate;
a predetermined quantity of next narrow beam candidates; and
multiple next narrow beam candidates having an accumulated probability that is equal to or greater than a threshold probability value.
14 . A non-transitory computer readable medium comprising program code that, when executed by a processor of a device, causes the device to:
obtain information representing a current state of communication with a user equipment (UE) performed using one or more beams;
compare the information to statistical historical state information to determine one or more best next narrow beam candidates;
perform a beam search using the one or more best next narrow beam candidates in order to select a next narrow beam; and
communicate with the UE using the selected next narrow beam,
wherein the statistical historical state information comprises a current wide beam, a current narrow beam, and a previous narrow beam before the current narrow beam.
15 . The non-transitory computer readable medium of claim 14 , wherein the statistical historical state information further comprises a reference signal received power (RSRP) change indicator.
16 . The non-transitory computer readable medium of claim 15 , wherein the statistical historical state information further comprises:
multiple next narrow beam candidates; and
an observation count corresponding to each of the multiple next narrow beam candidates.
17 . The non-transitory computer readable medium of claim 14 , wherein the RSRP change indicator indicates whether or not a RSRP of a current narrow beam is increasing.
18 . The non-transitory computer readable medium of claim 14 , wherein the program code further causes the device to:
obtain a new observation of the current state of communication in response to communicating with the UE using the selected next narrow beam; and
update the statistical historical state information based on the new observation.
19 . The non-transitory computer readable medium of claim 18 , wherein the program code to update the statistical historical state information based on the new observation, further comprises program code to at least one of:
add a new data record to the statistical historical state information; and
update an observation count of an existing record of the statistical historical state information.
20 . The non-transitory computer readable medium of claim 14 , wherein the one or more best next narrow beam candidates comprise one of:
a most frequent next narrow beam candidate;
a predetermined quantity of next narrow beam candidates; and
multiple next narrow beam candidates having an accumulated probability that is equal to or greater than a threshold probability value.