Systems and methods for granular user equipment location determination using quantum computing
Embodiments described herein provide for the granular network-based detection of UE location in a RAN that includes one or more mobile base stations using quantum computing. Mobile base stations may be, for example, affixed on vehicles (e.g., cars, trucks, drones, etc.), may be implemented by other UEs, and/or may otherwise be non-stationary. In contrast, fixed base stations may be mounted to towers, buildings, or other types of permanent or semi-permanent installations. Quantum computing techniques, as described herein, may aid in the precise determination of UE location using triangulation techniques and/or other network-based location techniques. Further, in RANs that include mobile base stations, the locations of both the UE and a reference point may change relatively rapidly. The use of quantum computing, as described herein, may aid in the fast and precise determination of UE location in situations where mobile base stations and/or UEs are moving rapidly.
1. A device, comprising:
one or more processors to:
receive radio frequency (“RF”) metrics associated with a plurality of channels between a first User Equipment (“UE”) and a plurality of base stations, wherein the plurality of channels include:
a first channel between the UE and a first base station of the plurality of base stations, wherein the first base station is associated with a first velocity, and
a second channel between the UE and a second base station of the plurality of base stations, wherein the second base station is associated with a second velocity that is different from the first velocity;
determine a plurality of sets of parameters of quantum computing radio frequency (“RF”) pulses based on the first and second velocities, wherein the plurality of sets of parameters of quantum computing RF pulses include:
a first set of parameters of quantum RF pulses for the first channel based on the first velocity associated with the first base station, and
a second set of parameters of quantum RF pulses for the second channel based on the second velocity associated with the second base station;
compute a location of the UE based on:
a location of the first base station,
a location of the second base station,
the RF metrics associated with the first and second channels,
the first set of parameters of quantum RF pulses associated with the first base station, and
the second set of parameters of quantum RF pulses associated with the second base station; and
modify one or more parameters of at least one of the first base station or the second base station based on the computed location of the UE.
2. The device of claim 1 , wherein the first and second base stations are mobile base stations.
3. The device of claim 1 , wherein the UE is a first UE, wherein the first base station is implemented by a second UE.
4. The device of claim 1 , wherein the first set of RF metrics include a delay time associated with a set of RF signals sent from the first base station to the UE.
5. The device of claim 1 , wherein modifying the one or more parameters of the at least one of the first base station or the second base station include modifying one or more beamforming parameters of the first base station based on the computed location of the UE, the one or more beamforming parameters including at least one of:
an azimuth angle associated with one or more antennas of the first base station,
a tilt angle associated with the one or more antennas of the first base station, or
a transmit power associated with the one or more antennas of the first base station.
6. The device of claim 1 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are stronger than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.
7. The device of claim 1 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are more frequent than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.
8. A non-transitory computer-readable medium storing a plurality of processor-executable instructions to:
receive radio frequency (“RF”) metrics associated with a plurality of channels between a first User Equipment (“UE”) and a plurality of base stations, wherein the plurality of channels include:
a first channel between the UE and a first base station of the plurality of base stations, wherein the first base station is associated with a first velocity, and
a second channel between the UE and a second base station of the plurality of base stations, wherein the second base station is associated with a second velocity that is different from the first velocity;
determine a plurality of sets of parameters of quantum computing radio frequency (“RF”) pulses based on the first and second velocities, wherein the plurality of sets of parameters of quantum computing RF pulses include:
a first set of parameters of quantum RF pulses for the first channel based on the first velocity associated with the first base station, and
a second set of parameters of quantum RF pulses for the second channel based on the second velocity associated with the second base station;
compute a location of the UE based on:
a location of the first base station,
a location of the second base station,
the RF metrics associated with the first and second channels,
the first set of parameters of quantum RF pulses associated with the first base station, and
the second set of parameters of quantum RF pulses associated with the second base station; and
modify one or more parameters of at least one of the first base station or the second base station based on the computed location of the UE.
9. The non-transitory computer-readable medium of claim 8 , wherein the first and second base stations are mobile base stations.
10. The non-transitory computer-readable medium of claim 8 , wherein the UE is a first UE, wherein the first base station is implemented by a second UE.
11. The non-transitory computer-readable medium of claim 8 , wherein the first set of RF metrics include a delay time associated with a set of RF signals sent from the first base station to the UE.
12. The non-transitory computer-readable medium of claim 8 , wherein modifying the one or more parameters of the at least one of the first base station or the second base station include modifying one or more beamforming parameters of the first base station based on the computed location of the UE, the one or more beamforming parameters including at least one of:
an azimuth angle associated with one or more antennas of the first base station,
a tilt angle associated with the one or more antennas of the first base station, or
a transmit power associated with the one or more antennas of the first base station.
13. The non-transitory computer-readable medium of claim 8 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are stronger than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.
14. The non-transitory computer-readable medium of claim 8 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are more frequent than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.
15. A method, comprising:
receiving radio frequency (“RF”) metrics associated with a plurality of channels between a first User Equipment (“UE”) and a plurality of base stations, wherein the plurality of channels include:
a first channel between the UE and a first base station of the plurality of base stations, wherein the first base station is associated with a first velocity, and
a second channel between the UE and a second base station of the plurality of base stations, wherein the second base station is associated with a second velocity that is different from the first velocity;
determining a plurality of sets of parameters of quantum computing radio frequency (“RF”) pulses based on the first and second velocities, wherein the plurality of sets of parameters of quantum computing RF pulses include:
a first set of parameters of quantum RF pulses for the first channel based on the first velocity associated with the first base station, and
a second set of parameters of quantum RF pulses for the second channel based on the second velocity associated with the second base station;
computing a location of the UE based on:
a location of the first base station,
a location of the second base station,
the RF metrics associated with the first and second channels,
the first set of parameters of quantum RF pulses associated with the first base station, and
the second set of parameters of quantum RF pulses associated with the second base station; and
modifying one or more parameters of at least one of the first base station or the second base station based on the computed location of the UE.
16. The method of claim 15 , wherein the UE is a first UE, wherein the first base station is implemented by a second UE.
17. The method of claim 15 , wherein the first set of RF metrics include a delay time associated with a set of RF signals sent from the first base station to the UE.
18. The method of claim 15 , wherein modifying the one or more parameters of the at least one of the first base station or the second base station include modifying one or more beamforming parameters of the first base station based on the computed location of the UE, the one or more beamforming parameters including at least one of:
an azimuth angle associated with one or more antennas of the first base station,
a tilt angle associated with the one or more antennas of the first base station, or
a transmit power associated with the one or more antennas of the first base station.
19. The method of claim 15 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are stronger than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.
20. The method of claim 15 , wherein the first velocity is a higher velocity than the second velocity, wherein the first set of quantum RF pulses are more frequent than the second set of quantum RF pulses based on the first velocity being a higher velocity than the second velocity.