Latency prediction and guidance in wireless communication systems
The described technology is generally directed towards reducing latency in a wireless communications network. Radio access network latency data corresponding to a measured latency impact criterion is obtained by a network device of a wireless network. Based on the radio access network latency data, latency guidance data usable by the radio network device to achieve a reduction in communication latency that is experienced by a user equipment is predicted, e.g., by a learned model. The latency guidance data can be used to facilitate a reduction in the communication latency that is experienced by a user equipment.
1. A method, comprising, determining, by network equipment comprising a processor based on radio access network latency data representative of network latency associated with a communication network in which the network equipment operates, predicted latency guidance data comprising a first impact score indicative of a first rate of change of a transmission control protocol round trip time associated with an application, used by a user equipment, relative to the network latency and a second impact score indicative of a second rate of change of a motion-to-photon latency associated with the application relative to the network latency; and
based on the predicted latency guidance data, facilitating, by the network equipment, a reduction in a communication latency that is experienced by the user equipment.
2. The method of claim 1 , wherein the network equipment is first network equipment, and further comprising:
obtaining, by the first network equipment from second network equipment communicatively coupled to the first network equipment, the radio access network latency data according to a measured latency impact criterion.
3. The method of claim 1 , wherein the radio access network latency data comprises data of a type selected from a group of data types comprising spectrum utilization data representative of spectrum utilization by the network equipment, signal quality data representative of a signal quality experienced by the user equipment, cell load data representative of a load level of respective network cell devices in the communication network, and traffic rate data representative of traffic observed by the network equipment.
4. The method of claim 1 , wherein determining the predicted latency guidance data comprises processing the radio access network latency data via a machine-learned model.
5. The method of claim 1 , wherein facilitating the reduction in the communication latency comprises:
generating a load balancing recommendation based on the predicted latency guidance data; and
transmitting, from the network equipment to a radio access network controller of the communication network, the load balancing recommendation.
6. The method of claim 1 , wherein facilitating the reduction in the communication latency comprises:
generating a handoff recommendation based on the predicted latency guidance data, wherein the handoff recommendation relates to a handoff of the user equipment from a first base station of the communication network to a second base station of the communication network; and
transmitting, from the network equipment to a radio access network controller of the communication network, the handoff recommendation.
7. The method of claim 1 , wherein facilitating the reduction in the communication latency comprises:
generating a data scheduling recommendation based on the predicted latency guidance data, the data scheduling recommendation relating to a schedule for communication of data by a base station serving the user equipment; and
transmitting, from the network equipment to the base station serving the user equipment, the data scheduling recommendation.
8. The method of claim 1 , wherein the network equipment is first network equipment, and wherein facilitating the reduction in the communication latency comprises transmitting, from the first network equipment to second network equipment associated with a content provider for the application, the predicted latency guidance data.
9. The method of claim 1 , wherein facilitating the reduction in the communication latency comprises transmitting, from the network equipment to the user equipment, the predicted latency guidance data.
10. The method of claim 1 , wherein facilitating the reduction in the communication latency comprises:
generating a network slicing recommendation based on the predicted latency guidance data; and
transmitting, from the network equipment to a radio access network controller of the communication network, the network slicing recommendation.
11. Network equipment, comprising:
a processor; and
a memory that stores executable instructions that, when executed by the processor, facilitate performance of operations, comprising:
applying network latency data representative of network latency in a communication network in which the network equipment operates to a prediction model, resulting in latency guidance data comprising a first impact score indicative of a first rate of change of a transmission control protocol round trip time for an application, associated with a user equipment, relative to the network latency and a second impact score indicative of a second rate of change of a motion-to-photon latency of the application relative to the network latency; and
using the latency guidance data to facilitate a reduction in communication latency experienced by the user equipment in the communication network.
12. The network equipment of claim 11 , wherein the operations further comprise:
obtaining, from a network device communicatively coupled to the network equipment, the network latency data according to a measured latency impact criterion.
13. The network equipment of claim 11 , wherein the network latency data comprises data of a type selected from a group of data types comprising spectrum utilization data representative of spectrum utilization by the network equipment, signal quality data representative of a signal quality experienced by the user equipment, cell load data representative of a load level of respective network cell devices in the communication network, and traffic rate data representative of traffic observed by the network equipment.
14. The network equipment of claim 11 , wherein using the latency guidance data to facilitate the reduction in the communication latency comprises:
generating a load balancing recommendation based on the latency guidance data; and
transmitting the load balancing recommendation to a radio access network controller of the communication network.
15. The network equipment of claim 11 , wherein using the latency guidance data to facilitate the reduction in the communication latency comprises:
generating a data scheduling recommendation based on the latency guidance data, the data scheduling recommendation relating to a schedule for communication of data by a base station serving the user equipment; and
transmitting the data scheduling recommendation to the base station.
16. A non-transitory machine-readable medium comprising executable instructions that, when executed by a processor, facilitate performance of operations, the operations comprising:
processing radio access network latency information representative of latency observed in a communication network, the processing resulting in latency guidance data comprising a first impact score representing a first rate of change of a transmission control protocol round trip time for an application, used by a user equipment in the communication network, relative to the latency observed in the communication network and a second impact score representing a second rate of change of a motion-to-photon latency for the application relative to the latency observed in the communication network; and
enabling, based on the latency guidance data, a reduction in communication latency experienced by the user equipment in connection with usage of the application.
17. The non-transitory machine-readable medium of claim 16 , wherein the operations further comprise:
obtaining, from a message router device in the communication network, the radio access network latency information according to a measured latency impact criterion.
18. The non-transitory machine-readable medium of claim 16 , wherein the radio access network latency information comprises information of a type selected from a group of types comprising spectrum utilization information representative of spectrum utilization by network equipment operating in the communication network, signal quality information representative of a signal quality experienced by the user equipment, cell load information representative of a load level of respective network cell devices in the communication network, and traffic rate information representative of traffic observed by the network equipment.
19. The non-transitory machine-readable medium of claim 16 , wherein the operations further comprise:
generating a handoff recommendation based on the latency guidance data, wherein the handoff recommendation relates to a handoff of the user equipment from a first base station of the communication network to a second base station of the communication network; and
transmitting, to a radio access network controller of the communication network, the handoff recommendation.
20. The non-transitory machine-readable medium of claim 16 , wherein the operations further comprise:
generating a network slicing recommendation based on the latency guidance data; and
transmitting, to a radio access network controller of the communication network, the network slicing recommendation.