Machine learning models for predictive resource management
US-2025105929-A1 · Mar 27, 2025 · US
US12598546B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12598546-B2 |
| Application number | US-202318301539-A |
| Country | US |
| Kind code | B2 |
| Filing date | Apr 17, 2023 |
| Priority date | Apr 17, 2023 |
| Publication date | Apr 7, 2026 |
| Grant date | Apr 7, 2026 |
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Successive interference mitigation in Automated Frequency Coordination (AFC) may be provided. A plurality of messages may be received from a respective plurality of Access Points (APs). Each of the plurality of messages may indicate a respective channel used by a respective one of the plurality of APs associated with the message. An indication may be received that an Interference to Noise (I/N) ratio is above a predetermined threshold in a Fixed Service (FS) channel associated with an FS. At least one of the plurality of APs may be identified as a cause of the I/N ratio being above the predetermined threshold in the FS channel based on a channel used by the identified at least one of the plurality of APs and the FS channel. An action may be taken against the identified at least one of the plurality of APs to lower the I/N ratio.
Opening claim text (preview).
What is claimed is: 1 . A method comprising: receiving a plurality of messages from a respective plurality of Access Points (APs), each of the plurality of messages indicating a respective channel used by a respective one of the plurality of APs associated with a respective message; determining an Interference to Noise (I/N) ratio from the plurality of messages received rom the respective plurality of APs; receiving an indication that the I/N ratio is greater than a predetermined threshold in a Fixed Service (FS) channel associated with an FS; identifying at least one of the plurality of APs as a cause of the I/N ratio being greater than the predetermined threshold in the FS channel based on a channel used by the identified at least one of the plurality of APs and the FS channel; and taking an action against the identified at least one of the plurality of APs to decrease the I/N ratio in the FS channel. 2 . The method of claim 1 , wherein the plurality of messages comprise a plurality of available spectrum inquiry messages. 3 . The method of claim 1 , wherein identifying the at least one of the plurality of APs comprises creating a plurality of I/N ratio values respectively associated with the plurality of APs, wherein each of the plurality of I/N ratio values respectively comprises an I/N ratio value that each of the respective plurality of APs is expected to cause on their respective channel. 4 . The method of claim 3 , further comprising sorting the plurality of I/N ratio values for each channel. 5 . The method of claim 4 , further comprising determining, based on the sorted plurality of I/N values, a plurality of probability values, wherein the plurality of probability values comprises a probability that each of the respective plurality of APs is the cause of the I/N ratio being above the predetermined threshold in the FS channel. 6 . The method of claim 5 , further comprising identifying the at least one of the plurality of APs with a highest probability as the cause of the I/N ratio being above the predetermined threshold in the FS channel. 7 . The method of claim 1 , wherein identifying the at least one of the plurality of APs comprises an unsupervised clustering to group the plurality of APs into suspected and not-suspected groups. 8 . The method of claim 1 , wherein taking the action comprises causing the identified at least one of the plurality of APs to switch to Low Power Indoor (LPI). 9 . The method of claim 1 , wherein taking the action comprises causing the identified at least one of the plurality of APs to switch to a different channel. 10 . A system comprising: a memory storage; and a processing unit coupled to the memory storage, wherein the processing unit is operative to: receive a plurality of messages from a respective plurality of Access Points (APs), each of the plurality of messages indicating a respective channel used by a respective one of the plurality of APs associated with a respective message; determine an Interference to Noise (I/N) ratio from the plurality of messages received from the respective plurality of APs; receive an indication that the I/N ratio is greater than a predetermined threshold in a Fixed Service (FS) channel associated with an FS; identify at least one of the plurality of APs as a cause of the I/N ratio being greater than the predetermined threshold in the FS channel based on a channel used by the identified at least one of the plurality of APs and the FS channel; and take an action against the identified at least one of the plurality of APs to decrease the I/N ratio in the FS channel. 11 . The system of claim 10 , wherein the plurality of messages comprise a plurality of available spectrum inquiry messages. 12 . The system of claim 10 , wherein the processing unit being operative to identify the at least one of the plurality of APs comprises the processing unit being operative to create a plurality of I/N ratio values respectively associated with the plurality of APs, wherein each of the plurality of I/N ratio values respectively comprises an I/N ratio value that each of the respective plurality of APs is expected to cause on their respective channel. 13 . The system of claim 12 , wherein the processing unit is further operative to sort the plurality of I/N ratio values for each channel. 14 . The system of claim 13 , wherein the processing unit is further operative to determine, based on the sorted plurality of I/N values, a plurality of probability values, wherein the plurality of probability values comprises a probability that each of the respective plurality of APs is the cause of the I/N ratio being above the predetermined threshold in the FS channel. 15 . The system of claim 14 , wherein the processing unit is further operative to identify the at least one of the plurality of APs with a highest probability as the cause of the I/N ratio being above the predetermined threshold in the FS channel. 16 . A non-transitory computer-readable medium that stores a set of instructions which when executed perform a method executed by the set of instructions comprising: receiving a plurality of messages from a respective plurality of Access Points (APs), each of the plurality of messages indicating a respective channel used by a respective one of the plurality of APs associated with a respective message; determining an Interference to Noise (I/N) ratio from the plurality of messages received from the respective plurality of APs; receiving an indication that the I/N ratio is above greater than a predetermined threshold in a Fixed Service (FS) channel associated with an FS; identifying at least one of the plurality of APs as a cause of the I/N ratio being greater than the predetermined threshold in the FS channel based on a channel used by the identified at least one of the plurality of APs and the FS channel; and taking an action against the identified at least one of the plurality of APs to decrease the I/N ratio in the FS channel. 17 . The non-transitory computer-readable medium of claim 16 , wherein the plurality of messages comprise a plurality of available spectrum inquiry messages. 18 . The non-transitory computer-readable medium of claim 16 , wherein identifying the at least one of the plurality of APs comprises an unsupervised clustering to group the plurality of APs into suspected and not-suspected groups. 19 . The non-transitory computer-readable medium of claim 16 , wherein taking the action comprises causing the identified at least one of the plurality of APs to switch to Low Power Indoor (LPI). 20 . The non-transitory computer-readable medium of claim 16 , wherein taking the action comprises causing the identified at least one of the plurality of APs to switch to a different channel.
Access restriction or access information delivery, e.g. discovery data delivery (signalling during connection H04W76/00) · CPC title
Resources in frequency domain, e.g. a carrier in FDMA · CPC title
using the level of interference · CPC title
Arrangements for optimising operational condition · CPC title
Discovering, processing access restriction or access information · CPC title
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