Systems and methods for modifying parameters of a wireless network based on granular energy efficiency metrics
A system described herein may receive traffic throughput metrics and energy consumption metrics associated with one or more elements of a wireless network, and compute granular (e.g., per-network slice, per-network element, per-protocol, per-layer, etc.) measures of energy efficiency associated with the one or more one or more elements. The system may determine network parameter modifications based on the granular measures of energy efficiency, and/or provide such measures of energy efficiency to the one or more network elements, which may grant access to UEs 109 based on the granular measures of energy efficiency. The one or more network elements may make network parameter modifications based on the granular measures of energy efficiency, such as activating “sleep” or “suspend” modes, and/or otherwise performing energy saving techniques.
1. A device, comprising:
one or more processors configured to:
receive traffic throughput metrics associated with a set of network elements of a wireless network, wherein the traffic throughput metrics indicate an amount of traffic processed by the set of network elements over a particular period of time, wherein the traffic throughput metrics include:
a first measure of traffic throughput associated with a first network slice over the particular time period, and
a second measure of traffic throughput associated with a second network slice over the particular time period;
receive energy consumption metrics associated with the set of network elements, wherein the energy consumption metrics indicate an amount of energy consumed by the set of network elements over the particular period of time;
compute a measure of energy efficiency associated with each network element, of the set of network elements, based on the received traffic throughput metric and energy consumption metrics associated with the each network element, wherein computing the measure of energy efficiency includes:
computing a first measure of energy efficiency, associated with the first network slice, based on the first measure of traffic throughput, and
computing a second measure of energy efficiency, associated with the second network slice, based on the second measure of traffic throughput;
receive a request to access the wireless network; and
select, based on the computed measure of energy efficiency associated with each network element of the set of network elements, a particular network element, from the set of network elements, to provide the requested access to the wireless network.
2. The device of claim 1 , wherein the set of network elements includes a plurality of base stations of a radio access network (“RAN”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular base station of the plurality of base stations to which the UE should connect, and wherein the particular base station provides the requested access by establishing a connection with the UE.
3. The device of claim 1 , wherein the set of network elements includes a plurality of Distributed Units (“DUs”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular DU of the plurality of DUs to which the UE should connect, and wherein the particular DU provides the requested access by establishing a connection with the UE.
4. The device of claim 3 , wherein the selecting is performed by a Central Unit (“CU”) that is communicatively coupled to the plurality of DUs.
5. The device of claim 1 ,
wherein the set of network elements includes:
a first plurality of network elements associated with a first network slice, and
a second plurality of network elements associated with a second network slice,
wherein selecting the particular network element includes outputting an indication that the first network slice has been selected, in lieu of the second network slice, to provide the requested access.
6. The device of claim 1 , wherein the set of network elements implement a plurality of different protocols, wherein the traffic throughput metrics associated with the set of network elements include at least:
a first quantity of protocol units, associated with a first protocol, processed by each network element of the set of network elements over the particular time period, and
a second quantity of protocol units, associated with a second protocol, processed by each network element of the set of network elements over the particular time period.
7. A non-transitory computer-readable medium, storing a plurality of processor-executable instructions to:
receive traffic throughput metrics associated with a set of network elements of a wireless network, wherein the traffic throughput metrics indicate an amount of traffic processed by the set of network elements over a particular period of time, wherein the traffic throughput metrics include:
a first measure of traffic throughput associated with a first network slice over the particular time period, and
a second measure of traffic throughput associated with a second network slice over the particular time period;
receive energy consumption metrics associated with the set of network elements, wherein the energy consumption metrics indicate an amount of energy consumed by the set of network elements over the particular period of time;
compute a measure of energy efficiency associated with each network element, of the set of network elements, based on the received traffic throughput metric and energy consumption metrics associated with the each network element, wherein computing the measure of energy efficiency includes:
computing a first measure of energy efficiency, associated with the first network slice, based on the first measure of traffic throughput, and
computing a second measure of energy efficiency, associated with the second network slice, based on the second measure of traffic throughput;
receive a request to access the wireless network; and
select, based on the computed measure of energy efficiency associated with each network element of the set of network elements, a particular network element, from the set of network elements, to provide the requested access to the wireless network.
8. The non-transitory computer-readable medium of claim 7 , wherein the set of network elements includes a plurality of base stations of a radio access network (“RAN”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular base station of the plurality of base stations to which the UE should connect, and wherein the particular base station provides the requested access by establishing a connection with the UE.
9. The non-transitory computer-readable medium of claim 7 , wherein the set of network elements includes a plurality of Distributed Units (“DUs”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular DU of the plurality of DUs to which the UE should connect, and wherein the particular DU provides the requested access by establishing a connection with the UE.
10. The non-transitory computer-readable medium of claim 9 , wherein the selecting is performed by a Central Unit (“CU”) that is communicatively coupled to the plurality of DUs.
11. The non-transitory computer-readable medium of claim 7 ,
wherein the set of network elements includes:
a first plurality of network elements associated with a first network slice, and
a second plurality of network elements associated with a second network slice,
wherein selecting the particular network element includes outputting an indication that the first network slice has been selected, in lieu of the second network slice, to provide the requested access.
12. The non-transitory computer-readable medium of claim 7 , wherein the set of network elements implement a plurality of different protocols, wherein the traffic throughput metrics associated with the set of network elements include at least:
a first quantity of protocol units, associated with a first protocol, processed by each network element of the set of network elements over the particular time period, and
a second quantity of protocol units, associated with a second protocol, processed by each network element of the set of network elements over the particular time period.
13. A method, comprising:
receiving traffic throughput metrics associated with a set of network elements of a wireless network, wherein the traffic throughput metrics indicate an amount of traffic processed by the set of network elements over a particular period of time, wherein the traffic throughput metrics include:
a first measure of traffic throughput associated with a first network slice over the particular time period, and
a second measure of traffic throughput associated with a second network slice over the particular time period;
receiving energy consumption metrics associated with the set of network elements, wherein the energy consumption metrics indicate an amount of energy consumed by the set of network elements over the particular period of time;
computing a measure of energy efficiency associated with each network element, of the set of network elements, based on the received traffic throughput metric and energy consumption metrics associated with the each network element, wherein computing the measure of energy efficiency includes:
computing a first measure of energy efficiency, associated with the first network slice, based on the first measure of traffic throughput, and
computing a second measure of energy efficiency, associated with the second network slice, based on the second measure of traffic throughput;
receiving a request to access the wireless network; and
selecting, based on the computed measure of energy efficiency associated with each network element of the set of network elements, a particular network element, from the set of network elements, to provide the requested access to the wireless network.
14. The method of claim 13 , wherein the set of network elements includes a plurality of base stations of a radio access network (“RAN”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular base station of the plurality of base stations to which the UE should connect, and wherein the particular base station provides the requested access by establishing a connection with the UE.
15. The method of claim 13 , wherein the set of network elements includes a plurality of Distributed Units (“DUs”) associated with the wireless network, wherein the request is received from a User Equipment (“UE”), wherein selecting the particular network element includes selecting a particular DU of the plurality of DUs to which the UE should connect, and wherein the particular DU provides the requested access by establishing a connection with the UE, wherein the selecting is performed by a Central Unit (“CU”) that is communicatively coupled to the plurality of DUs.
16. The method of claim 13 ,
wherein the set of network elements includes:
a first plurality of network elements associated with a first network slice, and
a second plurality of network elements associated with a second network slice,
wherein selecting the particular network element includes outputting an indication that the first network slice has been selected, in lieu of the second network slice, to provide the requested access.
17. The method of claim 13 , wherein the set of network elements implement a plurality of different protocols, wherein the traffic throughput metrics associated with the set of network elements include at least:
a first quantity of protocol units, associated with a first protocol, processed by each network element of the set of network elements over the particular time period, and
a second quantity of protocol units, associated with a second protocol, processed by each network element of the set of network elements over the particular time period.
18. The method of claim 17 , wherein the first protocol or the second protocol is associated with at least one of:
a Service Data Application Protocol (“SDAP”) layer,
a Packet Data Convergence Protocol (“PDCP”) layer,
a Radio Link Control (“RLC”) layer, or
a Media Access Control (“MAC”) layer.
19. The device of claim 6 , wherein the first protocol or the second protocol is associated with at least one of:
a Service Data Application Protocol (“SDAP”) layer,
a Packet Data Convergence Protocol (“PDCP”) layer,
a Radio Link Control (“RLC”) layer, or
a Media Access Control (“MAC”) layer.
20. The non-transitory computer-readable medium of claim 12 , wherein the first protocol or the second protocol is associated with at least one of:
a Service Data Application Protocol (“SDAP”) layer,
a Packet Data Convergence Protocol (“PDCP”) layer,
a Radio Link Control (“RLC”) layer, or
a Media Access Control (“MAC”) layer.