Cloud-Based Radio Resource Management
During operation, a computer system may receive, associated with access points, information about the access points and specifying one or more communication-performance metrics associated with a shared band of frequencies. Then, for the access points, the computer system may compute co-channel interference (CCI) metrics based at least in part on the information about the access points and the one or more communication-performance metrics. Moreover, the computer system may select channels and channel widths of the access points based at least in part on the CCI metrics, a graph representation of the access points and a CCI criterion, where nodes in the graph representation correspond to the access points and edges in the graph representation correspond to communication between the pairs of access points. Next, the computer system may provide, addressed to the access points, second information specifying the channels, the channel widths and/or the transmit power of the access points.
1 . A computer system, comprising:
an interface circuit configured to communicates with access points, wherein the computer system is configured to:
receive, associated with the access points, information about the access points and specifying one or more communication-performance metrics associated with the shared band of frequencies.
compute, for the access points, co-channel interference (CCI) metrics based at least in part on the information about the access points and the one or more communication-performance metrics, wherein a CCI metric in the CCI metrics for a given access point in the access points is based at least in part on pairs of access points in the access points;
select channels and channel widths of the access points based at least in part on the CCI metrics, a graph representation of the access points and a CCI criterion, wherein nodes in the graph representation correspond to the access points and edges in the graph representation correspond to communication between the pairs of access points; and
provide, addressed to the access points, second information specifying the channels and the channel widths of the access points.
2 . The computer system of claim 1 , wherein the CCI metric is based at least in part on current channel overlap of a given pair of access points in the pairs of access points.
3 . The computer system of claim 1 , wherein the CCI metric is based at least in part on signal strength metric of the given pair of access points in the pairs of access points; and
wherein the signal strength metric may correspond to an average signal-to-noise ratio (SNR) of the given pair of access points over a time interval.
4 . The computer system of claim 1 , wherein the CCI metric is based at least in part on signal strength metric of the given pair of access points in the pairs of access points; and
wherein the CCI metric is based at least in part on an interference type metric corresponding to whether the given access point is a peer in the access points or is a rogue access point in the access points.
5 . The computer system of claim 1 , wherein the graph representation of the access points corresponds to a network topology of the access points.
6 . The computer system of claim 1 , wherein the channels and the channel widths of the access points are iteratively selected; and
wherein the iterative selection comprises repeating the computing and the selecting operations multiple times until the CCI criterion is achieved.
7 . The computer system of claim 1 , wherein the channels and the channel widths of the access points are selected based at least on a ranking of the access points corresponding to numbers of edges associated with the nodes in the graph representation, a centrality of the nodes in the graph representation, or both.
8 . The computer system of claim 7 , wherein an access point corresponding to a node having a maximum number of edges, a number of edges exceeding a predefined value, a maximum centrality or a centrality greater than a second predefined value has a higher ranking than remaining access points in the access points.
9 . The computer system of claim 1 , wherein the channel widths comprise a common channel width of the access points; and
wherein the computer system is configured to select the common channel width by reducing the common channel width until the CCI criterion is achieved.
10 . The computer system of claim 1 , wherein when the CCI criterion is achieved, the computer system is configured to select revised channels widths for a subset of the access points based at least in part on the CCI metrics, the graph representation of the access points and the CCI criterion
wherein the revised channel widths are different from a common channel width of a remainder of the access points; and
wherein the revised channel widths are larger than the common channel width.
11 . The computer system of claim 1 , wherein the information about the access points and specifying one or more communication-performance metrics received from the given access point comprises: one or more detected access points, signal-to-noise ratios (SNRs) of the one or more detected access points, whether the one or more detected access points are peer or rouge access points, airtime utilization, whether the given access point is a mesh access point or a root access point in a mesh network, or occurrence of a dynamic frequency selection (DFS) signal.
12 . The computer system of claim 1 , wherein the selecting is performed using a pretrained neural network.
13 . The computer system of claim 1 , wherein the selecting is based at least in part on one or more of: historical communication performance data, historical dynamic frequency selection (DFS) data or priorities of the access points.
14 . The computer system of claim 1 , wherein, when a probability of a dynamic frequency selection (DFS) signal occurring for a channel in the channels is greater than a predefined value, the selecting avoids using the channel.
15 . The computer system of claim 1 , wherein a single node in the graph representation corresponds to mesh access points in a mesh network.
16 . The computer system of claim 1 , wherein one or more of the access points are outside of radio-frequency communication range of at least some of a remainder the access points.
17 . The computer system of claim 1 , wherein the computer system comprises: a controller of the access points, which is configured to manage and configure operation of the access points; or a cloud-based computer system.
18 . The computer system of claim 1 , wherein, when CCI exceeds a threshold value after selecting the channel and/or the channel widths, the computer system is configured to provide, addressed to one or more of the access points, instructions to adjust transmit power of the one or more of the access points.
19 . A non-transitory computer-readable storage medium for use in conjunction with a computer system, the computer-readable storage medium storing program instructions that, when executed by the computer system, cause the computer system to perform operations comprising:
receiving, associated with access points, information about the access points and specifying one or more communication-performance metrics associated with the shared band of frequencies.
computing, for the access points, co-channel interference (CCI) metrics based at least in part on the information about the access points and the one or more communication-performance metrics, wherein a CCI metric in the CCI metrics for a given access point in the access points is based at least in part on pairs of access points in the access points;
selecting channels and channel widths of the access points based at least in part on the CCI metrics, a graph representation of the access points and a CCI criterion, wherein nodes in the graph representation correspond to the access points and edges in the graph representation correspond to communication between the pairs of access points; and
providing, addressed to the access points, second information specifying the channels and the channel widths of the access points.
20 . A method for selecting channels and channel widths, comprising:
by a computer system:
receiving, associated with access points, information about the access points and specifying one or more communication-performance metrics associated with the shared band of frequencies.
computing, for the access points, co-channel interference (CCI) metrics based at least in part on the information about the access points and the one or more communication-performance metrics, wherein a CCI metric in the CCI metrics for a given access point in the access points is based at least in part on pairs of access points in the access points;
selecting the channels and the channel widths of the access points based at least in part on the CCI metrics, a graph representation of the access points and a CCI criterion, wherein nodes in the graph representation correspond to the access points and edges in the graph representation correspond to communication between the pairs of access points; and
providing, addressed to the access points, second information specifying the channels and the channel widths of the access points.