WO2017058169A1 - Air-time capacities - Google Patents

Air-time capacities Download PDF

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Publication number
WO2017058169A1
WO2017058169A1 PCT/US2015/052918 US2015052918W WO2017058169A1 WO 2017058169 A1 WO2017058169 A1 WO 2017058169A1 US 2015052918 W US2015052918 W US 2015052918W WO 2017058169 A1 WO2017058169 A1 WO 2017058169A1
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WIPO (PCT)
Prior art keywords
radio
radios
network
channel
amount
Prior art date
Application number
PCT/US2015/052918
Other languages
French (fr)
Inventor
Dongwoon Hahn
Original Assignee
Aruba Networks Inc.
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Aruba Networks Inc. filed Critical Aruba Networks Inc.
Priority to EP15905559.9A priority Critical patent/EP3284279B1/en
Priority to CN201580079067.1A priority patent/CN107534862B/en
Priority to US15/762,595 priority patent/US10708916B2/en
Priority to PCT/US2015/052918 priority patent/WO2017058169A1/en
Publication of WO2017058169A1 publication Critical patent/WO2017058169A1/en

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Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W16/00Network planning, e.g. coverage or traffic planning tools; Network deployment, e.g. resource partitioning or cells structures
    • H04W16/02Resource partitioning among network components, e.g. reuse partitioning
    • H04W16/10Dynamic resource partitioning
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W72/00Local resource management
    • H04W72/04Wireless resource allocation
    • H04W72/044Wireless resource allocation based on the type of the allocated resource
    • H04W72/0453Resources in frequency domain, e.g. a carrier in FDMA
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B17/00Monitoring; Testing
    • H04B17/30Monitoring; Testing of propagation channels
    • H04B17/309Measuring or estimating channel quality parameters
    • H04B17/345Interference values
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04WWIRELESS COMMUNICATION NETWORKS
    • H04W88/00Devices specially adapted for wireless communication networks, e.g. terminals, base stations or access point devices
    • H04W88/12Access point controller devices

Definitions

  • a wireless network such as a wireless local-area network (WLAN) may include one or more radios such as wireless routers, and client devices such as laptops, smartphones, or other types of computing devices with wireless connectivity. Each radio may communicate with a number of client devices via a wireless channel having a certain primary channel and bandwidth.
  • the wireless network may also include a controller that may communicate with the radios, for example, in order to receive real-time information from the radios, configure the radios, and perform other functions.
  • FIG. 1 is a block diagram of an example network
  • FIG. 2 is another block diagram of an example network
  • FIG. 3 shows a flowchart of an example method
  • FIG. 4 is a block diagram of an example computing device.
  • a wireless network may include a plurality of radios communicating with a plurality of client devices via a plurality of wireless channels. Because the number of available wireless channels is generally limited, some radios may be assigned the same wireless channel, which may cause communication interferences and reduce the effective bandwidth available to some radios and client devices. Each radio may be capable of independently changing its wireless channel to a wireless channel with fewer interferences, but such a change may cause new interferences, and may not improve the performance of the wireless network as a whole. In addition, having the radios select their own wireless channels may result in frequent channel and power changes across the network, as a change in one radio may trigger a change in another radio, and so on. In some situations, these changes may not converge within reasonable time, which may cause significant system overhead, reduce the wireless network's overall performance, increase its combined power consumption, etc.
  • the controller may be communicatively coupled to a plurality of radios, where each radio may be associated with a wireless channel.
  • the controller may obtain, for each radio in the plurality of radios, a set of parameters associated with the radio's communication through the wireless channel associated with the radio, and determine an air-time capacity of the radio based on the set of parameters.
  • the controller may also calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios, and based on the combined air-time capacity, determine whether to assign a different wireless channel to at least one of the plurality of radios.
  • the total amount of air time available to the radios and the client devices of the wireless network, as well as the aggregate system throughput may be increased.
  • FIGS. 1 and 2 are block diagrams of an example wireless network 100.
  • Wireless network 100 may be a wireless local-area network (e.g., a Wi-Fi), a cellular network, a satellite network, or any other type of wireless network compatible with the various examples discussed herein.
  • Network 100 may include a plurality of radios 120, where each radio 120 may be, for example, a module of an access point, such as a Wi-Fi router.
  • two or more radios 120 may be included in (or integrated into) the same access point.
  • a wireless router may include two radios 120, each associated with a different main frequency (e.g., 2.4GHz and 5GHz).
  • Each radio 120 may communicate with a number of client devices 130 through at least one wireless channel.
  • Each client device 130 may be any type of electronic device or a combination of electronic devices capable of wirelessly communicating with a radio 120.
  • client devices 130 may include mobile electronic devices such as laptops, tablets, smartphones, and so forth, as well as stationary computing devices such as desktop computers, gaming consoles, televisions, printing devices, and so forth.
  • client device 130 may end the wireless communication, and establish a wireless communication with another radio 120, such as a radio 120 from which client device 130 receives the strongest signal.
  • each radio 120 may be associated with a maximum bandwidth it can support.
  • the maximum bandwidth may be defined, for example, by hardware constraints, regulatory requirements, user configuration, and other factors. Different radios 120 may be associated with different maximum bandwidths.
  • the maximum bandwidth of each radio 120 may be defined in terms of a maximum number of wireless sub-channels (e.g., 20MHz sub-channels) that the radio 120 can support. For example, some radios 120 may support up to one, two, four, or eight 20MHz sub-channels (or a maximum bandwidth of 20MHz, 40 MHz, 80 MHz, or 160MHz).
  • a radio 120 may be configured (e.g., by controller 110) to operate at a bandwidth lower than its maximum bandwidth. For example, a radio 120 that supports a maximum bandwidth of 80MHz may be configured to operate at a bandwidth of 20MHz, 40MHz, or 80MHz.
  • radios 120 may be grouped into one or more domains 150, where radios 120 in one domain 150 may not be communicatively coupled to radios 120 in another domain 150.
  • one domain 150 may be physically separated from another domain 150 such that signals from radios 120 in the first domain cannot reach radios 120 in the other domain 150, and vice versa.
  • Different domains 150 may correspond, for example, to different buildings, different sections or floors of the same building, and so forth.
  • the plurality of radios 120 may be communicatively coupled to a controller 110, either via a cable (e.g., via Ethernet connection) or wirelessly (e.g., via Wi-Fi).
  • Controller 110 may include one or more electronic devices of any type, and may be implemented as any combination of hardware and programming.
  • controller 110 may be further communicatively coupled to other devices, such as a switch or a router (not shown in FIGS. 1 and 2 for brevity), and may transfer data from the other devices to the radios, and vice versa.
  • controller 110 may obtain various data from radios 120 and based on that data, configure radios 120, where configuring radios 120 may include, among other things, assigning to radios 120 particular wireless channels having particular bandwidths.
  • controller 1 10 may evaluate a particular assignment of wireless channels to radios 120 in terms of combined air time available to radios 120. Evaluating the channel assignment may include evaluating the current channel assignment of network 100 currently in operation, as well as evaluating an alternative channel assignment to network 100. Thus, controller 100 may measure the combined air-time capacity of network 100 currently operating with a certain channel assignment; estimate a combined air-time capacity of network 100 having an alternative channel assignment; and if the latter exceeds the former, re-assign the wireless channels of radios 120 in accordance with the alternative channel assignment. In some examples, controller 110 may periodically re-evaluate the current channel assignment and a number of alternative channel assignments, determine the best channel assignment in terms of combined air-time capacity, and apply the best channel assignment to radios 120 of network 100.
  • controller 110 may calculate the combined air-time capacity of all radios 120 of network 100 (also referred to herein as "system capacity") based on a set of domain capacities, each domain capacity representing the total air-time capacity of all radios 120 within a given domain 150.
  • system capacity C system may be determined as follows:
  • controller 110 may directly calculate the system capacity as a sum of capacities of all radios within network 100, as follows:
  • the combined air-time capacity may be calculated based on the radio capacities using a different function, which may be a linear function (e.g., a weighted average) or a non-linear function.
  • controller 110 may first determine the bandwidth of the radio 120. In some examples, if controller 110 is evaluating the current channel assignment of network 100 in operation, controller 110 may determine the actual bandwidth of radio 120, i.e., the bandwidth at which the radio 120 currently operates. If, however, controller 110 is evaluating an alternative channel assignment, controller 110 may determine a set of available bandwidths at which the radio 120 can operate, calculate the capacity of the radio 120 for each bandwidth in the set, and determine which set that results in the highest capacity. For example, if controller 110 determines that radio j supports a maximum bandwidth of 80MHz and can operate at 20MHz, 40MHz, or 80MHz, controller 110 may calculate capacity c/ of radio j as follows:
  • controller 110 may first determine a set of sub-channels CSET (pchan, b) included in that channel, where each sub-channel may be, for example, a 20MHz sub-channel.
  • each sub-channel may be, for example, a 20MHz sub-channel.
  • each sub-channel may be, for example, a 20MHz sub-channel.
  • controller 110 may calculate the capacity of each sub-channel.
  • the capacity of a sub-channel may be defined, for example, as the maximum portion (e.g., percentage) of time the sub-channel may be used by the radio 120 for communications between the radio 120 and client devices 130 associated with the radio 120. Accordingly, in some examples, the capacity of a sub-channel may be determined by determining the amount of time that the radio 120 uses the subchannel for "overhead" communications, i.e., communications other than communications between the radio 120 and client devices 130 associated with the radio 120.
  • Overhead communications may include, for example, transmissions by the radio 120 to devices other than client devices 130 associated with the radio 120, using the sub-channel in question. These transmissions may include, for example, responses to probes sent by client devices 130 unassociated with the radio. The amount of such transmissions may be referred to as Txb. Txb may be measured by the radio 120 and provided to controller 110.
  • Overhead communications may also include in-network co-channel interferences, such as interferences caused by radios 120 and client devices 130 that are included in network 100 and are communicatively coupled to controller 110.
  • the amount of such interferences may be referred to as Rxt > . If controller 110 is evaluating the current channel assignment, radio 120 may measure Rxb and provide the value to controller 110.
  • the measured value Rxb may not accurately represent the value of Rxb that a particular sub-channel will have if an alternative assignment is applied to network 100, because the value Rxb may depend on a particular channel assignment.
  • a radio 120 may estimate the value of Rxb that the radio 120 will have if the alternative channel assignment is applied to network 100.
  • Rxb may be estimated based on measured interference caused by those radios 120 within network 100 that are neighbors of the radio 120 (e.g., radios 120 whose signal can reach the radio 120) and that under the alternative assignment will share the sub-channel with the radio 120. For example, the following formula may be used to estimate
  • sub-channel xi of radio ; ' where represents a set of radios 120 within network 100 that are
  • radio 120 may measure the value of in-network co- channel interference of a particular neighbor radio 120, for example, by scanning a plurality of sub-channels and determining which radios 120 are transmitting on which sub-channels, for example, based on the basic service set identification (BSSID) numbers associated with the transmissions.
  • BSSID basic service set identification
  • radio 120 may only obtain the aggregate value of in-network co-channel interferences, without being able to measure the individual contributions of the various radios 120 to aggregate value. In these examples, it may be assumed that each radio 120 contributes an equal amount of interference, and therefore may be calculated as the aggregated interference divided by the number of neighbor radios 120.
  • radio 120 may be unable to determine the amount of in-network co-channel interference (ICCI) with sufficient fidelity and accuracy, but it may determine, with high fidelity, the received signal strength indicator (RSSI) of the neighboring radios. Accordingly, in some examples, radio 120 may determine whether the fidelity of RSSI measurements is higher than the fidelity of ICCI measurements, and if so, radio 120 may use RSSI measurements to estimate ICCI contribution of the various neighbor radios 120. For example, the contribution of each neighbor radio 120 to the total ICCI may be a linear function of its RSSI (e.g., with minimum and maximum caps) or any other function of RSSI.
  • RSSI received signal strength indicator
  • Overhead communications may also include out-of-network co-channel interferences, such as interferences caused by radios 120 and client devices 130 that are not included in network 100, and are not communicatively coupled to controller 110.
  • the amount of such interferences may be referred to as Rxc.
  • controller 110 is evaluating the current channel assignment, radio 120 may measure Rxc and provide the value to controller 1 10.
  • controller 110 is evaluating an alternative channel assignment, the measured value Rxc may not accurately represent the value of Rxb that a particular sub-channel will have if an alternative assignment is applied to network 100, because the value (like may depend on a particular
  • the radio 120 may estimate the value of Rxc that the radio 120 will have if the alternative channel assignment is applied to network 100.
  • Rxc may be estimated based on measured interference caused by those any radios 120 outside of network 100 that are neighbors of the radio 120 and that share the sub-channel assigned to the radio 120 under the alternative assignment. For example, the following formula may be used to estimate i.e., Rxc of sub-channel xi of radio j:
  • Overhead communications may also include out-of-standard interferences, such as interferences caused by devices communicating using standards or protocols different than those of network 100.
  • out-of-standard interferences may include any non-Wi-Fi interference, such as microwave interference, adjacent-channel interference (ACI), Bluetooth interference, and so forth.
  • the amount of such interferences may be referred to as The value of may be measured by the radio 120 and provided to controller 110.
  • controller 110 may determine the capacity of the sub-channel based on any combination of one or more of those parameters. For example, controller 110 may calculate the capacity of sub-channel xi of radio j as follows:
  • the various amounts discussed above may be measured, calculated, and represented, for example, in terms of absolute amounts of air- time or in terms of portions (e.g., percentages) of air-time spent by radio 120 on the respective communications via the sub-channel. In other examples, the amounts may be represented in terms of absolute number of frames or packets, or in terms of portions (e.g., percentages) of frames or packets processed by radio 120 on the respective communications via the sub-channel.
  • j for each possible bandwidth b supported by the radio, based on the determined capacities of the sub-channels. In some examples, may be calculated as follows:
  • radio j supports a bandwidth of 80MHz and may be assigned a primary channel of 40, in which case the channel may include four 20MHz sub-channels 36, 40, 44, and 48, whose capacities are, for example, 93, 85, 80, and 67, respectively.
  • the following three bandwidth-specific capacities may be calculated for radio
  • radio j may then be calculated as the maximum of the bandwidth-specific capacities:
  • radio j may be calculated as the maximum of the bandwidth-specific capacities:
  • controller 110 may calculate the combined (system) capacity, for example, by summing up the capacities of all radios 120, or by first determining total capacity of each domain 150 and then summing up the total capacities of all domains 150. After determining the combined system capacity, controller 110 may determine compare it, for example, to combined system capacities calculated for other channel assignments, select the channel assignment resulting in the maximum combined system capacity, and apply that channel assignment to network 100. Applying the channel assignment to network 100 may include assigning, to each radio 120, a wireless channel corresponding to the channel assignment.
  • applying the channel assignment to network 100 may include configuring each radios 120 to operate at a bandwidths that was determined to result in maximum air-time capacity of that radio 120, as discussed above. It is appreciated that in some examples only some of radios 120 are assigned new wireless channels and/or new operational bandwidth, for example, if other radios 120 are determined to be already using the channel and bandwidth corresponding to the selected channel assignment.
  • controller 110 may disregard various outlier values upon a determination that the values are not representative. For example, controller 110 may disregard measurements that occurred during non-representative times (e.g., weekends, nights, and so forth).
  • radio 120 may perform some measurements and/or calculations, and provide them to controller 110, which may then perform additional calculations.
  • controller 1 10 may be implemented as any combination of hardware and programming.
  • the programming may include processor-executable instructions stored on a tangible, non-transitory computer-readable medium
  • the hardware may include a processing resource for executing those instructions.
  • the processing resource may include one or multiple processors (e.g., central processing units (CPUs), semiconductor-based microprocessors, graphics processing units (GPUs), field-programmable gate arrays (FPGAs) configured to retrieve and execute instructions, or other electronic circuitry), which may be integrated in a single device or distributed across devices.
  • the computer- readable medium can be said to store program instructions that when executed by the processor resource implement the functionality of the respective component.
  • the computer-readable medium may be integrated in the same device as the processor resource or it may be separate but accessible to that device and the processor resource.
  • the program instructions can be part of an installation package that when installed can be executed by the processor resource to implement the corresponding component.
  • the computer-readable medium may be a portable medium such as a CD, DVD, or flash drive or a memory maintained by a server from which the installation package can be downloaded and installed.
  • the program instructions may be part of an application or applications already installed, and the computer-readable medium may include integrated memory such as a hard drive, solid state drive, or the like.
  • the engines may be implemented by hardware logic in the form of electronic circuitry, such as application specific integrated circuits.
  • FIG. 3 is a flowchart of an example method 300 for determining data reliability.
  • Method 300 may be described below as being executed or performed by a system or by one or more devices such as controller 110 and/or one or more radios 120. Other suitable systems may be used to execute or perform the method as well.
  • Method 300 may be implemented in the form of executable instructions stored on at least one non-transitory machine-readable storage medium of the system and executed by at least one processor of the system.
  • method 300 may be implemented in the form of electronic circuitry (e.g., hardware).
  • one or more blocks of method 300 may be executed substantially concurrently or in a different order than shown in FIG. 3.
  • method 300 may include more or less blocks than are shown in FIG. 3.
  • one or more of the blocks of method 300 may, at certain times, be ongoing and/or may repeat
  • the method may obtain, for each radio in a plurality of radios included in a network, a set of parameters associated with the radio's communication through a wireless channel associated with the radio.
  • the set of parameters may include at least one of (e.g., any combination of) the following parameters: amount of transmissions by the radio to devices other than client devices associated with the radio, amount of in- network co-channel interference received by the radio from other devices within the network, amount of out-of-network co-channel interference received by the radio from devices not within the network, an amount of out-of-standard interference.
  • the method may determine, for each radio in the plurality of radios, an air-time capacity of the radio based on the set of parameters.
  • the radio may support communications through a set of sub-channels associated with the wireless channel, in which case determining the air-time capacity of the radio may include determining a subchannel capacity of each of the set of sub-channels based on the set of parameters, and in some examples, identifying, within the set of sub-channels, a subset of sub-channels having a highest combined sub-channel capacity.
  • the method may calculate the combined air-time capacity based on the air-time capacity of each of the plurality of radios.
  • the method may also include determining, based on the combined air-time capacity, whether to assign a different wireless channel to at least one of the plurality of radios.
  • the method may further include calculating an estimated value of the amount of in-network co-channel interference based on at least one of: co-channel interferences induced by the plurality of radios, as measured by the radio; and received signal indicators of the plurality of radios, as measured by the radio.
  • the method may include calculating an estimated value of the amount of out-of- network co-channel interference based on interferences induced by radios not from the plurality of radios, as measured at the radio
  • FIG. 4 is a block diagram of an example computing device 400.
  • Computing device 400 may be similar, for example, to controller 110 of FIGS. 1 and 2.
  • computing device 400 includes a processor 410 and a non-transitory machine-readable storage medium 420.
  • processor 410 and a non-transitory machine-readable storage medium 420.
  • the instructions may be distributed (e.g., stored) across multiple machine-readable storage mediums and the instructions may be distributed (e.g., executed by) across multiple processors.
  • Processor 410 may be one or more central processing units (CPUs), microprocessors, and/or other hardware devices suitable for retrieval and execution of instructions stored in non-transitory machine-readable storage medium 420.
  • processor 410 may fetch, decode, and execute instructions 422, 424, 426, 428, or any other instructions not shown for brevity.
  • processor 410 may include one or more electronic circuits comprising a number of electronic components for performing the functionality of one or more of the instructions in machine-readable storage medium 420.
  • executable instruction representations e.g., boxes
  • executable instructions and/or electronic circuits included within one box may, in alternate examples, be included in a different box shown in the figures or in a different box not shown.
  • Non-transitory machine-readable storage medium 420 may be any electronic, magnetic, optical, or other physical storage device that stores executable instructions.
  • medium 420 may be, for example, Random Access Memory (RAM), an Electrically-Erasable Programmable Read-Only Memory (EEPROM), a storage drive, an optical disc, and the like.
  • Medium 420 may be disposed within computing device 400, as shown in FIG. 4. In this situation, the executable instructions may be "installed" on computing device 400.
  • medium 420 may be a portable, external or remote storage medium, for example, that allows computing device 400 to download the instructions from the portable/external/remote storage medium. In this situation, the executable instructions may be part of an "installation package.” As described herein, medium 420 may be encoded with executable instructions for finding a network device on a network.
  • instructions 422 when executed by a processor, may cause a computing device to obtain a set of parameters associated with each radio in the plurality of radios of a wireless network.
  • Instructions 424 when executed by a processor, may cause the computing device to determine an air-time capacity of each radio based on the set of parameters associated with the radio.
  • At least one radio of the plurality of radios may support a plurality of bandwidths, in which additional instructions (not shown for brevity), when executed by the processor, may cause the computing device to determine which of the plurality of bandwidths maximizes the air-time capacity of the at least one radio.

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
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  • Physics & Mathematics (AREA)
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Abstract

Examples disclosed herein relate, among other things, to a controller communicatively coupled to a plurality of radios, where each radio may be associated with a wireless channel. The controller may obtain, for each radio in the plurality of radios, a set of parameters associated with the radio's communication through the wireless channel associated with the radio, and determine an air-time capacity of the radio based on the set of parameters. The controller may also calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios, and based on the combined air-time capacity, determine whether to assign a different wireless channel to at least one of the plurality of radios.

Description

AIR-TIME CAPACITIES
BACKGROUND
[0001] A wireless network, such as a wireless local-area network (WLAN) may include one or more radios such as wireless routers, and client devices such as laptops, smartphones, or other types of computing devices with wireless connectivity. Each radio may communicate with a number of client devices via a wireless channel having a certain primary channel and bandwidth. The wireless network may also include a controller that may communicate with the radios, for example, in order to receive real-time information from the radios, configure the radios, and perform other functions.
BRIEF DESCRIPTION OF THE DRAWINGS
[0002] The following detailed description references the drawings, wherein:
[0003] FIG. 1 is a block diagram of an example network;
[0004] FIG. 2 is another block diagram of an example network;
[0005] FIG. 3 shows a flowchart of an example method; and
[0006] FIG. 4 is a block diagram of an example computing device.
DETAILED DESCRIPTION
[0007] As mentioned above, a wireless network may include a plurality of radios communicating with a plurality of client devices via a plurality of wireless channels. Because the number of available wireless channels is generally limited, some radios may be assigned the same wireless channel, which may cause communication interferences and reduce the effective bandwidth available to some radios and client devices. Each radio may be capable of independently changing its wireless channel to a wireless channel with fewer interferences, but such a change may cause new interferences, and may not improve the performance of the wireless network as a whole. In addition, having the radios select their own wireless channels may result in frequent channel and power changes across the network, as a change in one radio may trigger a change in another radio, and so on. In some situations, these changes may not converge within reasonable time, which may cause significant system overhead, reduce the wireless network's overall performance, increase its combined power consumption, etc.
[0008] Examples discussed herein discuss, among other things, a controller. The controller may be communicatively coupled to a plurality of radios, where each radio may be associated with a wireless channel. The controller may obtain, for each radio in the plurality of radios, a set of parameters associated with the radio's communication through the wireless channel associated with the radio, and determine an air-time capacity of the radio based on the set of parameters. The controller may also calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios, and based on the combined air-time capacity, determine whether to assign a different wireless channel to at least one of the plurality of radios. Using these and other examples, the total amount of air time available to the radios and the client devices of the wireless network, as well as the aggregate system throughput, may be increased.
[0009] FIGS. 1 and 2 are block diagrams of an example wireless network 100. Wireless network 100 may be a wireless local-area network (e.g., a Wi-Fi), a cellular network, a satellite network, or any other type of wireless network compatible with the various examples discussed herein. Network 100 may include a plurality of radios 120, where each radio 120 may be, for example, a module of an access point, such as a Wi-Fi router. In some examples, two or more radios 120 may be included in (or integrated into) the same access point. For example, a wireless router may include two radios 120, each associated with a different main frequency (e.g., 2.4GHz and 5GHz).
[0010] Each radio 120 may communicate with a number of client devices 130 through at least one wireless channel. Each client device 130 may be any type of electronic device or a combination of electronic devices capable of wirelessly communicating with a radio 120. For example, client devices 130 may include mobile electronic devices such as laptops, tablets, smartphones, and so forth, as well as stationary computing devices such as desktop computers, gaming consoles, televisions, printing devices, and so forth. In some examples, after establishing a wireless communication with one radio 120, client device 130 may end the wireless communication, and establish a wireless communication with another radio 120, such as a radio 120 from which client device 130 receives the strongest signal.
[001 1] In some examples, each radio 120 may be associated with a maximum bandwidth it can support. The maximum bandwidth may be defined, for example, by hardware constraints, regulatory requirements, user configuration, and other factors. Different radios 120 may be associated with different maximum bandwidths. In some examples, the maximum bandwidth of each radio 120 may be defined in terms of a maximum number of wireless sub-channels (e.g., 20MHz sub-channels) that the radio 120 can support. For example, some radios 120 may support up to one, two, four, or eight 20MHz sub-channels (or a maximum bandwidth of 20MHz, 40 MHz, 80 MHz, or 160MHz). In some examples, a radio 120 may be configured (e.g., by controller 110) to operate at a bandwidth lower than its maximum bandwidth. For example, a radio 120 that supports a maximum bandwidth of 80MHz may be configured to operate at a bandwidth of 20MHz, 40MHz, or 80MHz.
[0012] In some examples, radios 120 may be grouped into one or more domains 150, where radios 120 in one domain 150 may not be communicatively coupled to radios 120 in another domain 150. For example, one domain 150 may be physically separated from another domain 150 such that signals from radios 120 in the first domain cannot reach radios 120 in the other domain 150, and vice versa. Different domains 150 may correspond, for example, to different buildings, different sections or floors of the same building, and so forth.
[0013] In some examples, the plurality of radios 120 may be communicatively coupled to a controller 110, either via a cable (e.g., via Ethernet connection) or wirelessly (e.g., via Wi-Fi). Controller 110 may include one or more electronic devices of any type, and may be implemented as any combination of hardware and programming. In some examples, controller 110 may be further communicatively coupled to other devices, such as a switch or a router (not shown in FIGS. 1 and 2 for brevity), and may transfer data from the other devices to the radios, and vice versa. In addition, as discussed in more detail below, controller 110 may obtain various data from radios 120 and based on that data, configure radios 120, where configuring radios 120 may include, among other things, assigning to radios 120 particular wireless channels having particular bandwidths.
[0014] In some examples, controller 1 10 may evaluate a particular assignment of wireless channels to radios 120 in terms of combined air time available to radios 120. Evaluating the channel assignment may include evaluating the current channel assignment of network 100 currently in operation, as well as evaluating an alternative channel assignment to network 100. Thus, controller 100 may measure the combined air-time capacity of network 100 currently operating with a certain channel assignment; estimate a combined air-time capacity of network 100 having an alternative channel assignment; and if the latter exceeds the former, re-assign the wireless channels of radios 120 in accordance with the alternative channel assignment. In some examples, controller 110 may periodically re-evaluate the current channel assignment and a number of alternative channel assignments, determine the best channel assignment in terms of combined air-time capacity, and apply the best channel assignment to radios 120 of network 100.
[0015] In some examples, controller 110 may calculate the combined air-time capacity of all radios 120 of network 100 (also referred to herein as "system capacity") based on a set of domain capacities, each domain capacity representing the total air-time capacity of all radios 120 within a given domain 150. For example, system capacity Csystem may be determined as follows:
Figure imgf000005_0001
where represents the total capacity of domain i, which may be calculated as a sum of air-time capacities of all radios within the domain:
Figure imgf000005_0002
where represents the air-time capacity (hereinafter, "capacity") of radio j. It is appreciated that in some examples, controller 110 may directly calculate the system capacity as a sum of capacities of all radios within network 100, as follows:
Figure imgf000006_0004
It is also appreciated that in other examples, the combined air-time capacity may be calculated based on the radio capacities using a different function, which may be a linear function (e.g., a weighted average) or a non-linear function.
[0016] In order to determine the capacity of a given radio 120, controller 110 may first determine the bandwidth of the radio 120. In some examples, if controller 110 is evaluating the current channel assignment of network 100 in operation, controller 110 may determine the actual bandwidth of radio 120, i.e., the bandwidth at which the radio 120 currently operates. If, however, controller 110 is evaluating an alternative channel assignment, controller 110 may determine a set of available bandwidths at which the radio 120 can operate, calculate the capacity of the radio 120 for each bandwidth in the set, and determine which set that results in the highest capacity. For example, if controller 110 determines that radio j supports a maximum bandwidth of 80MHz and can operate at 20MHz, 40MHz, or 80MHz, controller 110 may calculate capacity c/ of radio j as follows:
Figure imgf000006_0001
where represent capacities of radio j operating at 80MHz,
Figure imgf000006_0002
40 MHz, and 20 MHz, respectively.
[0017] In order to calculate capacity of radio ; operating at a wireless
Figure imgf000006_0003
channel having a primary channel pchan and bandwidth b, controller 110 may first determine a set of sub-channels CSET (pchan, b) included in that channel, where each sub-channel may be, for example, a 20MHz sub-channel. To illustrate,
Figure imgf000006_0005
may include 20MHz sub-channels {149, 153, 157, 161}, and may include 20MHz sub-channels {149, 153}.
Figure imgf000006_0006
[0018] After determining the set of sub-channels included in a wireless channel, controller 110 may calculate the capacity of each sub-channel. The capacity of a sub-channel may be defined, for example, as the maximum portion (e.g., percentage) of time the sub-channel may be used by the radio 120 for communications between the radio 120 and client devices 130 associated with the radio 120. Accordingly, in some examples, the capacity of a sub-channel may be determined by determining the amount of time that the radio 120 uses the subchannel for "overhead" communications, i.e., communications other than communications between the radio 120 and client devices 130 associated with the radio 120.
[0019] Overhead communications may include, for example, transmissions by the radio 120 to devices other than client devices 130 associated with the radio 120, using the sub-channel in question. These transmissions may include, for example, responses to probes sent by client devices 130 unassociated with the radio. The amount of such transmissions may be referred to as Txb. Txb may be measured by the radio 120 and provided to controller 110.
[0020] Overhead communications may also include in-network co-channel interferences, such as interferences caused by radios 120 and client devices 130 that are included in network 100 and are communicatively coupled to controller 110. The amount of such interferences may be referred to as Rxt>. If controller 110 is evaluating the current channel assignment, radio 120 may measure Rxb and provide the value to controller 110.
[0021] However, if controller 110 is evaluating an alternative channel assignment, the measured value Rxb may not accurately represent the value of Rxb that a particular sub-channel will have if an alternative assignment is applied to network 100, because the value Rxb may depend on a particular channel assignment. Accordingly, in some examples, a radio 120 may estimate the value of Rxb that the radio 120 will have if the alternative channel assignment is applied to network 100. In some examples, Rxb may be estimated based on measured interference caused by those radios 120 within network 100 that are neighbors of the radio 120 (e.g., radios 120 whose signal can reach the radio 120) and that under the alternative assignment will share the sub-channel with the radio 120. For example, the following formula may be used to estimate
Figure imgf000007_0002
sub-channel xi of radio ;':
Figure imgf000007_0001
where represents a set of radios 120 within network 100 that are
Figure imgf000008_0002
neighbors of radio and that will use sub-channel xi under the alternative channel assignment, and where represents the in-network co-channel interference
Figure imgf000008_0001
sub-channel xi induced by radio k, as measured by radio ;'.
[0022] In some examples, radio 120 may measure the value of in-network co- channel interference of a particular neighbor radio 120, for example, by scanning a plurality of sub-channels and determining which radios 120 are transmitting on which sub-channels, for example, based on the basic service set identification (BSSID) numbers associated with the transmissions. In some examples, radio 120 may only obtain the aggregate value of in-network co-channel interferences, without being able to measure the individual contributions of the various radios 120 to aggregate value. In these examples, it may be assumed that each radio 120 contributes an equal amount of interference, and therefore
Figure imgf000008_0003
may be calculated as the aggregated interference divided by the number of neighbor radios 120.
[0023] Furthermore, in some examples, radio 120 may be unable to determine the amount of in-network co-channel interference (ICCI) with sufficient fidelity and accuracy, but it may determine, with high fidelity, the received signal strength indicator (RSSI) of the neighboring radios. Accordingly, in some examples, radio 120 may determine whether the fidelity of RSSI measurements is higher than the fidelity of ICCI measurements, and if so, radio 120 may use RSSI measurements to estimate ICCI contribution of the various neighbor radios 120. For example, the contribution of each neighbor radio 120 to the total ICCI may be a linear function of its RSSI (e.g., with minimum and maximum caps) or any other function of RSSI.
[0024] Overhead communications may also include out-of-network co-channel interferences, such as interferences caused by radios 120 and client devices 130 that are not included in network 100, and are not communicatively coupled to controller 110. The amount of such interferences may be referred to as Rxc. If controller 110 is evaluating the current channel assignment, radio 120 may measure Rxc and provide the value to controller 1 10. [0025] However, if controller 110 is evaluating an alternative channel assignment, the measured value Rxc may not accurately represent the value of Rxb that a particular sub-channel will have if an alternative assignment is applied to network 100, because the value (like may depend on a particular
Figure imgf000009_0006
Figure imgf000009_0007
channel assignment. Accordingly, in some examples, the radio 120 may estimate the value of Rxc that the radio 120 will have if the alternative channel assignment is applied to network 100. In some examples, Rxc may be estimated based on measured interference caused by those any radios 120 outside of network 100 that are neighbors of the radio 120 and that share the sub-channel assigned to the radio 120 under the alternative assignment. For example, the following formula may be used to estimate i.e., Rxc of sub-channel xi of radio j:
Figure imgf000009_0002
Figure imgf000009_0001
where
Figure imgf000009_0003
represents a set of radios 120 outside of network 100 that are neighbors of radio ; and that are using sub-channel xi that will be assigned to the radio 120 under the alternative channel assignment, and where OCCI^ j represents the out-of-network co-channel interference as measured by radio on sub-channel xi by radio k.
[0026] Overhead communications may also include out-of-standard interferences, such as interferences caused by devices communicating using standards or protocols different than those of network 100. For example, if network 100 is a Wi-Fi network, out-of-standard interferences may include any non-Wi-Fi interference, such as microwave interference, adjacent-channel interference (ACI), Bluetooth interference, and so forth. The amount of such interferences may be referred to as
Figure imgf000009_0004
The value of
Figure imgf000009_0005
may be measured by the radio 120 and provided to controller 110.
[0027] After measuring and/or estimating the various overhead communications associated with a particular sub-channel, controller 110 may determine the capacity of the sub-channel based on any combination of one or more of those parameters. For example, controller 110 may calculate the capacity of sub-channel xi of radio j as follows:
Figure imgf000010_0001
where each of the parameters are represented as
Figure imgf000010_0004
percentages of time spent by radio on the respective overhead communication. In general, it is appreciated that in some examples, the various amounts discussed above
Figure imgf000010_0006
may be measured, calculated, and represented, for example, in terms of absolute amounts of air- time or in terms of portions (e.g., percentages) of air-time spent by radio 120 on the respective communications via the sub-channel. In other examples, the amounts may be represented in terms of absolute number of frames or packets, or in terms of portions (e.g., percentages) of frames or packets processed by radio 120 on the respective communications via the sub-channel.
[0028] After calculating the capacity of each sub-channel xi of radio controller 1 10 may then calculate capacity of radio
Figure imgf000010_0007
j for each possible bandwidth b supported by the radio, based on the determined capacities of the sub-channels. In some examples, may be calculated as follows:
Figure imgf000010_0009
Figure imgf000010_0002
where are capacities of all sub-channels xi in bandwidth b, and is
Figure imgf000010_0005
Figure imgf000010_0008
the bandwidth of each sub-channel (e.g., 20MHz). To illustrate, radio j supports a bandwidth of 80MHz and may be assigned a primary channel of 40, in which case the channel may include four 20MHz sub-channels 36, 40, 44, and 48, whose capacities are, for example, 93, 85, 80, and 67, respectively. In this example, the following three bandwidth-specific capacities may be calculated for radio
Figure imgf000010_0003
and the resulting capacity of radio j may then be calculated as the maximum of the bandwidth-specific capacities:
Figure imgf000011_0003
[0029] Alternatively, in some examples, may be calculated as follows:
Figure imgf000011_0004
Figure imgf000011_0001
Using the 80MHz-channel example above, the following three bandwidth- specific capacities may be calculated for radio ; using this alternative formula:
Figure imgf000011_0002
and the resulting capacity of radio j may be calculated as the maximum of the bandwidth-specific capacities:
Figure imgf000011_0005
[0030] As discussed above, after calculating the capacities of all radios 120, controller 110 may calculate the combined (system) capacity, for example, by summing up the capacities of all radios 120, or by first determining total capacity of each domain 150 and then summing up the total capacities of all domains 150. After determining the combined system capacity, controller 110 may determine compare it, for example, to combined system capacities calculated for other channel assignments, select the channel assignment resulting in the maximum combined system capacity, and apply that channel assignment to network 100. Applying the channel assignment to network 100 may include assigning, to each radio 120, a wireless channel corresponding to the channel assignment. In addition, in some examples, applying the channel assignment to network 100 may include configuring each radios 120 to operate at a bandwidths that was determined to result in maximum air-time capacity of that radio 120, as discussed above. It is appreciated that in some examples only some of radios 120 are assigned new wireless channels and/or new operational bandwidth, for example, if other radios 120 are determined to be already using the channel and bandwidth corresponding to the selected channel assignment.
[0031] In some examples, during evaluation of a channel assignment, controller 110 may disregard various outlier values upon a determination that the values are not representative. For example, controller 110 may disregard measurements that occurred during non-representative times (e.g., weekends, nights, and so forth).
[0032] While in the examples above some calculations are described as being performed by controller 110, it is appreciated that some or all of those calculations may in other examples be performed by one or more radios 120 or other devices communicatively coupled to controller 110. Similarly, some calculations are described above as being performed by a particular radio 120, but it is appreciated that some or all of those calculations may in other examples be performed by other radios 120 and/or by controller 110. For example, radio 120 may perform some measurements and/or calculations, and provide them to controller 110, which may then perform additional calculations.
[0033] As mentioned above, in some examples, controller 1 10 may be implemented as any combination of hardware and programming. For example, the programming may include processor-executable instructions stored on a tangible, non-transitory computer-readable medium, and the hardware may include a processing resource for executing those instructions. The processing resource, for example, may include one or multiple processors (e.g., central processing units (CPUs), semiconductor-based microprocessors, graphics processing units (GPUs), field-programmable gate arrays (FPGAs) configured to retrieve and execute instructions, or other electronic circuitry), which may be integrated in a single device or distributed across devices. The computer- readable medium can be said to store program instructions that when executed by the processor resource implement the functionality of the respective component. The computer-readable medium may be integrated in the same device as the processor resource or it may be separate but accessible to that device and the processor resource. In one example, the program instructions can be part of an installation package that when installed can be executed by the processor resource to implement the corresponding component. In this case, the computer-readable medium may be a portable medium such as a CD, DVD, or flash drive or a memory maintained by a server from which the installation package can be downloaded and installed. In another example, the program instructions may be part of an application or applications already installed, and the computer-readable medium may include integrated memory such as a hard drive, solid state drive, or the like. In another example, the engines may be implemented by hardware logic in the form of electronic circuitry, such as application specific integrated circuits.
[0034] FIG. 3 is a flowchart of an example method 300 for determining data reliability. Method 300 may be described below as being executed or performed by a system or by one or more devices such as controller 110 and/or one or more radios 120. Other suitable systems may be used to execute or perform the method as well. Method 300 may be implemented in the form of executable instructions stored on at least one non-transitory machine-readable storage medium of the system and executed by at least one processor of the system. Alternatively or in addition, method 300 may be implemented in the form of electronic circuitry (e.g., hardware). In alternate examples of the present disclosure, one or more blocks of method 300 may be executed substantially concurrently or in a different order than shown in FIG. 3. In alternate examples of the present disclosure, method 300 may include more or less blocks than are shown in FIG. 3. In some examples, one or more of the blocks of method 300 may, at certain times, be ongoing and/or may repeat
[0035] At block 310, the method may obtain, for each radio in a plurality of radios included in a network, a set of parameters associated with the radio's communication through a wireless channel associated with the radio. As discussed above, the set of parameters may include at least one of (e.g., any combination of) the following parameters: amount of transmissions by the radio to devices other than client devices associated with the radio, amount of in- network co-channel interference received by the radio from other devices within the network, amount of out-of-network co-channel interference received by the radio from devices not within the network, an amount of out-of-standard interference. At block 320, the method may determine, for each radio in the plurality of radios, an air-time capacity of the radio based on the set of parameters. As discussed above, in some examples, the radio may support communications through a set of sub-channels associated with the wireless channel, in which case determining the air-time capacity of the radio may include determining a subchannel capacity of each of the set of sub-channels based on the set of parameters, and in some examples, identifying, within the set of sub-channels, a subset of sub-channels having a highest combined sub-channel capacity. At block 330, the method may calculate the combined air-time capacity based on the air-time capacity of each of the plurality of radios.
[0036] As discussed above, in some examples, the method may also include determining, based on the combined air-time capacity, whether to assign a different wireless channel to at least one of the plurality of radios. The method may further include calculating an estimated value of the amount of in-network co-channel interference based on at least one of: co-channel interferences induced by the plurality of radios, as measured by the radio; and received signal indicators of the plurality of radios, as measured by the radio. In addition, the method may include calculating an estimated value of the amount of out-of- network co-channel interference based on interferences induced by radios not from the plurality of radios, as measured at the radio
[0037] FIG. 4 is a block diagram of an example computing device 400. Computing device 400 may be similar, for example, to controller 110 of FIGS. 1 and 2. In the example of FIG. 4, computing device 400 includes a processor 410 and a non-transitory machine-readable storage medium 420. Although the following descriptions refer to a single processor and a single machine-readable storage medium, it is appreciated that multiple processors and multiple machine-readable storage mediums may be anticipated in other examples. In such other examples, the instructions may be distributed (e.g., stored) across multiple machine-readable storage mediums and the instructions may be distributed (e.g., executed by) across multiple processors. [0038] Processor 410 may be one or more central processing units (CPUs), microprocessors, and/or other hardware devices suitable for retrieval and execution of instructions stored in non-transitory machine-readable storage medium 420. In the particular example shown in FIG. 4, processor 410 may fetch, decode, and execute instructions 422, 424, 426, 428, or any other instructions not shown for brevity. As an alternative or in addition to retrieving and executing instructions, processor 410 may include one or more electronic circuits comprising a number of electronic components for performing the functionality of one or more of the instructions in machine-readable storage medium 420. With respect to the executable instruction representations (e.g., boxes) described and shown herein, it should be understood that part or all of the executable instructions and/or electronic circuits included within one box may, in alternate examples, be included in a different box shown in the figures or in a different box not shown.
[0039] Non-transitory machine-readable storage medium 420 may be any electronic, magnetic, optical, or other physical storage device that stores executable instructions. Thus, medium 420 may be, for example, Random Access Memory (RAM), an Electrically-Erasable Programmable Read-Only Memory (EEPROM), a storage drive, an optical disc, and the like. Medium 420 may be disposed within computing device 400, as shown in FIG. 4. In this situation, the executable instructions may be "installed" on computing device 400. Alternatively, medium 420 may be a portable, external or remote storage medium, for example, that allows computing device 400 to download the instructions from the portable/external/remote storage medium. In this situation, the executable instructions may be part of an "installation package." As described herein, medium 420 may be encoded with executable instructions for finding a network device on a network.
[0040] Referring to FIG. 4, instructions 422, when executed by a processor, may cause a computing device to obtain a set of parameters associated with each radio in the plurality of radios of a wireless network. Instructions 424, when executed by a processor, may cause the computing device to determine an air-time capacity of each radio based on the set of parameters associated with the radio. Instructions
426, when executed by a processor, may cause the computing device to calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios. Instructions 428, when executed by a processor, may cause the computing device to determine, based on the combined air-time capacity, whether to assign to at least one of the plurality of radios at least one of: a different wireless channel and a different bandwidth. As discussed above, in some examples, at least one radio of the plurality of radios may support a plurality of bandwidths, in which additional instructions (not shown for brevity), when executed by the processor, may cause the computing device to determine which of the plurality of bandwidths maximizes the air-time capacity of the at least one radio.

Claims

CLAIMS What is claimed is:
1. A controller communicatively coupled to a plurality of radios, each radio being associated with a wireless channel, wherein the controller is to:
for each radio in the plurality of radios, obtain a set of parameters associated with the radio's communication through the wireless channel associated with the radio, and determine an air-time capacity of the radio based on the set of parameters;
calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios; and
based on the combined air-time capacity, determine whether to assign a different wireless channel to at least one of the plurality of radios.
2. The controller of claim 1 , wherein the set of parameters comprises at least one of:
amount of transmissions by the radio to devices other than client devices associated with the radio;
amount of in-network co-channel interference received by the radio from devices communicatively coupled to the controller;
amount of out-of-network co-channel interference received by the radio from devices not communicatively coupled to the controller; and
amount of out-of-standard interference.
3. The controller of claim 2, wherein the set of parameters comprises at least the amount of in-network co-channel interference, and wherein the controller is to calculate an estimated value of the amount of in-network co-channel interference based on at least one of:
co-channel interferences induced by the plurality of radios, as measured by the radio; and
received signal indicators of the plurality of radios, as measured by the radio.
4. The controller of claim 2, wherein the set of parameters comprises at least the amount of out-of-network co-channel interference, and wherein the controller is to calculate an estimated value of the amount of out-of-network co-channel interference based on interferences induced by radios not from the plurality of radios, as measured at the radio
5. The controller of claim 1 , wherein the radio supports communications through a set of sub-channels associated with the wireless channel, and wherein determining the air-time capacity of the radio comprises determining a subchannel capacity of each of the set of sub-channels based on the set of parameters.
6. The controller of claim 6, wherein determining the air-time capacity of the radio comprises identifying, within the set of sub-channels, a subset of subchannels having a highest combined sub-channel capacity.
7. A method for determining a combined air-time capacity of a network comprising a plurality of radios, each radio being associated with a wireless channel, the method comprising:
obtaining, for each radio in the plurality of radios, a set of parameters associated with the radio's communication through the wireless channel associated with the radio;
determining, for each radio in the plurality of radios, an air-time capacity of the radio based on the set of parameters; and
calculating the combined air-time capacity based on the air-time capacity of each of the plurality of radios;
wherein the parameters comprise at least one of:
amount of transmissions by the radio to devices other than client devices associated with the radio,
amount of in-network co-channel interference received by the radio from other devices within the network, amount of out-of-network co-channel interference received by the radio from devices not within the network, and
amount of out-of-standard interference.
8. The method of claim 7, further comprising:
based on the combined air-time capacity, determining whether to assign a different wireless channel to at least one of the plurality of radios.
9. The method of claim 7, wherein the set of parameters comprises at least the amount of in-network co-channel interference, the method further comprising: calculating an estimated value of the amount of in-network co-channel interference based on at least one of:
co-channel interferences induced by the plurality of radios, as measured by the radio; and
received signal indicators of the plurality of radios, as measured by the radio.
10. The method of claim 7, wherein the set of parameters comprises at least the amount of out-of-network co-channel interference, the method further comprising:
calculating an estimated value of the amount of out-of-network co-channel interference based on interferences induced by radios not from the plurality of radios, as measured at the radio.
11. The method of claim 7, wherein the radio supports communications through a set of sub-channels associated with the wireless channel, and wherein determining the air-time capacity of the radio comprises determining a subchannel capacity of each of the set of sub-channels based on the set of parameters.
12. The method of claim 11 , wherein determining the air-time capacity of the radio comprises identifying, within the set of sub-channels, a subset of subchannels having a highest combined sub-channel capacity.
13. A non-transitory machine-readable storage medium encoded with instructions executable by a processor of a computing device to cause the computing device to:
obtain a set of parameters associated with each radio in the plurality of radios of a wireless network;
determine an air-time capacity of each radio based on the set of parameters associated with the radio;
calculate a combined air-time capacity of the plurality of radios based on the air-time capacity of each of the plurality of radios; and
based on the combined air-time capacity, determine whether to assign to at least one of the plurality of radios at least one of: a different wireless channel and a different bandwidth.
14. The non-transitory machine-readable storage medium of claim 13, wherein the set of parameters comprises at least one of:
amount of transmissions by the radio to devices other than client devices associated with the radio;
amount of in-network co-channel interference received by the radio from devices associated with the wireless network;
amount of out-of-network co-channel interference received by the radio from devices not associated with the wireless network; and
amount of out-of-standard interference.
15. The non-transitory machine-readable storage medium of claim 13, wherein at least one radio of the plurality of radios supports a plurality of bandwidths, and wherein the instructions are further to cause the computing device to determine which of the plurality of bandwidths maximizes the air-time capacity of the at least one radio.
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