This disclosure relates generally to wireless communication, and more specifically, to link state discriminants in wireless communication.
A wireless local area network (WLAN) may be formed by one or more access points (APs) that provide a shared wireless communication medium for use by a number of client devices also referred to as stations (STAs). The basic building block of a WLAN conforming to the Institute of Electrical and Electronics Engineers (IEEE) 802.11 family of standards is a Basic Service Set (BSS), which is managed by an AP. Each BSS is identified by a Basic Service Set Identifier (BSSID) that is advertised by the AP. An AP periodically broadcasts beacon frames to enable any STAs within wireless range of the AP to establish or maintain a communication link with the WLAN.
An AP provisions or otherwise allocates resources to its associated STAs for communication in a WLAN. Example resources may include time, frequency, memory, or processing resources, among other examples. Some APs rely on feedback from the network to determine resource allocations that balance the capabilities, requirements, and channel conditions of their associated STAs. For example, an AP may adjust a modulation and coding scheme (MCS) used for data transmissions to a particular STA until a packet error rate (PER) associated with the transmissions settles a desired PER (at which point the MCS will have converged to a data rate that is optimized for the desired PER). The process by which an AP controls or adjusts an allocation of resources based on feedback from the network can be referred to as a “control loop.” As wireless networks continue to grow, and wireless technologies continue to evolve, new mechanisms are needed to ensure that various control loops can converge on resource allocations that are optimized for communication between the wireless communication devices in a given network.
The systems, methods and devices of this disclosure each have several innovative aspects, no single one of which is solely responsible for the desirable attributes disclosed herein.
One innovative aspect of the subject matter described in this disclosure can be implemented as a method of wireless communication. The method may be performed by a wireless communication device, and may include receiving, via a first wireless communication link, one or more first packets carrying power management information indicating whether a first wireless station (STA) is in an awake state or a power save mode on the first wireless communication link; and provisioning one or more resources for communication with the first STA based on a first link residency metric (LRM) associated with the power management information carried in the one or more first packets and indicating an average amount of time the first STA is in the awake state on the first wireless communication link.
In some aspects, the method may further include receiving, via the first wireless communication link, one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode on the first wireless communication link. In some implementations, the provisioning of the one or more resources is further based on a second LRM associated with the power management information carried in the one or more second packets and indicating an average amount of time the second STA is in the awake state on the first wireless communication link. In some implementations, the provisioning of the one or more resources may include provisioning a first spatial stream to the first STA and a second spatial stream to the second STA based on each of the first LRM and the second LRM being greater than a threshold value. In some implementations, the first and second spatial streams are provisioned for concurrent communication with a multi-user (MU) multiple-input multiple-output (MIMO) group.
In some aspects, the provisioning of the one or more resources may be further based on a time coherency metric (TCM) associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state on the first wireless communication link. In some other aspects, the provisioning of the one or more resources may be further based on a basic service set (BSS) activity metric (BAM) indicating an average amount of time all STAs associated with the wireless communication device are in the awake state on the first wireless communication link.
Another innovative aspect of the subject matter described in this disclosure can be implemented in a wireless communication device. In some implementations, the wireless communication device may include at least one processor and at least one memory communicatively coupled with the at least one processor and storing processor-readable code. In some implementations, execution of the processor-readable code by the at least one processor causes the wireless communication device to perform operations including receiving, via a first wireless communication link, one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode on the first wireless communication link; and provisioning one or more resources for communication with the first STA based on a first LRM associated with the power management information carried in the one or more first packets and indicating an average amount of time the first STA is in the awake state on the first wireless communication link.
Another innovative aspect of the subject matter described in this disclosure can be implemented as a method of wireless communication. The method may be performed by a wireless communication device and may include receiving one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode; receiving one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode; and provisioning one or more resources for communication with the first STA and the second STA based on a TCM associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state.
In some implementations, the provisioning of the one or more resources may include provisioning a first spatial stream to the first STA and a second spatial stream to the second STA based on the TCM being greater than a threshold value. In some implementations, the first and second spatial streams are provisioned for concurrent communication with an MU-MIMO group. In some aspects, the provisioning of the one or more resources may be further based on a first LRM associated with the power management information carried in the one or more first packets and a second LRM associated with the power management information carried in the one or more second packets. In some implementations, the first LRM indicates an average amount of time the first STA is in the awake state and the second LRM indicates an average amount of time the second STA is in the awake state.
Another innovative aspect of the subject matter described in this disclosure can be implemented in a wireless communication device. In some implementations, the wireless communication device may include at least one processor and at least one memory communicatively coupled with the at least one processor and storing processor-readable code. In some implementations, execution of the processor-readable code by the at least one processor causes the wireless communication device to perform operations including receiving one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode; receiving one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode; and provisioning one or more resources for communication with the first STA and the second STA based on a TCM associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state.
Details of one or more implementations of the subject matter described in this disclosure are set forth in the accompanying drawings and the description below. Other features, aspects, and advantages will become apparent from the description, the drawings and the claims. Note that the relative dimensions of the following figures may not be drawn to scale.
Like reference numbers and designations in the various drawings indicate like elements.
The following description is directed to certain implementations for the purposes of describing innovative aspects of this disclosure. However, a person having ordinary skill in the art will readily recognize that the teachings herein can be applied in a multitude of different ways. The described implementations can be implemented in any device, system or network that is capable of transmitting and receiving radio frequency (RF) signals according to one or more of the Institute of Electrical and Electronics Engineers (IEEE) 802.11 standards, the IEEE 802.15 standards, the Bluetooth® standards as defined by the Bluetooth Special Interest Group (SIG), or the Long Term Evolution (LTE), 3G, 4G or 5G (New Radio (NR)) standards promulgated by the 3rd Generation Partnership Project (3GPP), among others. The described implementations can be implemented in any device, system or network that is capable of transmitting and receiving RF signals according to one or more of the following technologies or techniques: code division multiple access (CDMA), time division multiple access (TDMA), frequency division multiple access (FDMA), orthogonal FDMA (OFDMA), single-carrier FDMA (SC-FDMA), single-user (SU) multiple-input multiple-output (MIMO) and multi-user (MU) MIMO. The described implementations also can be implemented using other wireless communication protocols or RF signals suitable for use in one or more of a wireless personal area network (WPAN), a wireless local area network (WLAN), a wireless wide area network (WWAN), or an internet of things (IoT) network.
As described above, a “control loop” is a process by which an access point (AP) adjusts an allocation of resources (such as time, frequency, memory, or processing resources) for wireless stations (STAs) associated with a basic service set (BSS) based on feedback from the network. Some STAs may enter a power save mode to conserve power (or extend battery life). While operating in the power save mode, a STA cannot transmit, receive, or listen to communication on a wireless channel. As a result, STAs entering or exiting the power save mode may affect the feedback associated with various control loops. For example, a rate selection scheme that relies on relatively slow packet error rate (PER) updates may not converge on an optimal modulation and coding scheme (MCS) for data transmissions to a particular STA that exhibits poor signal-to-noise ratio (SNR) performance and enters a power save mode before the PER associated with the transmissions can settle. Aspects of the present disclosure recognize that an AP can improve the performance of various control loops if it knows how often its associated STAs are available to transmit or receive wireless communication on a wireless channel.
As used herein, the term “link residency” refers to the availability of a STA to transmit and receive communication over a wireless communication link (or channel). More specifically, a STA is “resident” on a wireless communication link when operating in an active state (and thus able to transmit and receive wireless communication) on that particular link. By contrast, a STA is not resident on a wireless communication link when operating in a power save mode (and thus not able to transmit or receive wireless communication) on that particular link. Existing versions of the IEEE 802.11 standard describe a power management (PM) bit that can be used to indicate whether a STA is operating in an active state or a power save mode. For example, when entering a power save mode, a STA may transmit a packet (such as a null data packet (NDP)) having a PM bit set to 1. Further, when returning to an active state, the STA may transmit a packet (such as an NDP) having a PM bit set to 0. Aspects of the present disclosure recognize that an AP can monitor the link residencies of its associated STAs based on the power management information (such as a PM bit) carried in packets transmitted by the STAs.
Various aspects relate generally to techniques for provisioning resources for wireless communication, and more particularly, to provisioning resources based on link state discriminants. As used herein, the term “link state discriminant” (LSD) generally refers to metrics that can be derived by monitoring link residencies of one or more STAs associated with an AP. In some aspects, an LSD (also referred to as a link residency metric (LRM)) may indicate an average amount of time a respective STA is in the awake state on a given link. In some implementations, the AP may provision resources for communication with its associated STAs in a manner that prioritizes STAs or links associated with high LRMs. In some other implementations, the AP may provision resources for communication with its associated STAs in a manner that prioritizes STAs associated with low LRMs. In some other aspects, an LSD (also referred to as a BSS activity metric (BAM)) may indicate an average amount of time all STAs associated with the AP are in the awake state on a given link. In some implementations, the AP may deactivate or power down one or more links or wireless radios associated with low BAMs. In some other implementations, the AP may provide BAM information to one or more STAs. Still further, in some aspects, an LSD (also referred to as a time coherency metric (TCM)) may indicate an average amount of time two or more STAs are concurrently in the awake state on a given link. In some implementations, the AP may provision MU-MIMO data streams for groups of STAs associated with high TCMs.
Particular implementations of the subject matter described in this disclosure can be implemented to realize one or more of the following potential advantages. By formulating LSDs based on the link residencies of its associated STAs, an AP can configure various control loops to converge on resource allocations that are optimized for communication with each of the associated STAs. For example, aspects of the present disclosure may improve the performance of control loops associated with MU-MIMO scheduling, frame buffer allocation, data storage location, link primality detection, and mesh network steering by prioritizing some resource allocations for links or STAs associated with high LRMs. On the other hand, aspects of the present disclosure may improve the performance of control loops associated with traffic flow management by prioritizing some resource allocations for STAs associated with low LRMs. Aspects of the present disclosure also may improve the performance of control loops associated with AP power management by deactivating or powering down one or more links or wireless radios associated with low BAMs. Further, aspects of the present disclosure also may improve the performance of control loops associated with BSS load management by providing BAM information to one or more STAs. Still further, aspects of the present disclosure may improve the performance of control loops associated with MU-MIMO scheduling by provisioning MU-MIMO data streams for groups of STAs associated with high TCMs.
Each of the STAs 104 also may be referred to as a mobile station (MS), a mobile device, a mobile handset, a wireless handset, an access terminal (AT), a user equipment (UE), a subscriber station (SS), or a subscriber unit, among other possibilities. The STAs 104 may represent various devices such as mobile phones, personal digital assistant (PDAs), other handheld devices, netbooks, notebook computers, tablet computers, laptops, display devices (for example, TVs, computer monitors, navigation systems, among others), music or other audio or stereo devices, remote control devices (“remotes”), printers, kitchen or other household appliances, key fobs (for example, for passive keyless entry and start (PKES) systems), among other possibilities.
A single AP 102 and an associated set of STAs 104 may be referred to as a basic service set (BSS), which is managed by the respective AP 102.
To establish a communication link 106 with an AP 102, each of the STAs 104 is configured to perform passive or active scanning operations (“scans”) on frequency channels in one or more frequency bands (for example, the 2.4 GHz, 5 GHz, 6 GHz or 60 GHz bands). To perform passive scanning, a STA 104 listens for beacons, which are transmitted by respective APs 102 at a periodic time interval referred to as the target beacon transmission time (TBTT) (measured in time units (TUs), one TU being equal to 1024 microseconds (ρs)). To perform active scanning, a STA 104 generates and sequentially transmits probe requests on each channel to be scanned and listens for probe responses from APs 102. Each STA 104 may be configured to identify or select an AP 102 with which to associate based on the scanning information obtained through the passive or active scans, and to perform authentication and association operations to establish a communication link 106 with the selected AP 102. The AP 102 assigns an association identifier (AID) to the STA 104 at the culmination of the association operations, which the AP 102 uses to track the STA 104.
As a result of the increasing ubiquity of wireless networks, a STA 104 may have the opportunity to select one of many BSSs within range of the STA or to select among multiple APs 102 that together form an extended service set (ESS) including multiple connected BSSs. An extended network station associated with the WLAN 100 may be connected to a wired or wireless distribution system that may allow multiple APs 102 to be connected in such an ESS. As such, a STA 104 can be covered by more than one AP 102 and can associate with different APs 102 at different times for different transmissions. Additionally, after association with an AP 102, a STA 104 also may be configured to periodically scan its surroundings to find a more suitable AP 102 with which to associate. For example, a STA 104 that is moving relative to its associated AP 102 may perform a “roaming” scan to find another AP 102 having more desirable network characteristics such as a greater received signal strength indicator (RSSI) or a reduced traffic load.
In some cases, STAs 104 may form networks without APs 102 or other equipment other than the STAs 104 themselves. One example of such a network is an ad hoc network (or wireless ad hoc network). Ad hoc networks may alternatively be referred to as mesh networks or peer-to-peer (P2P) networks. In some cases, ad hoc networks may be implemented within a larger wireless network such as the WLAN 100. In such implementations, while the STAs 104 may be capable of communicating with each other through the AP 102 using communication links 106, STAs 104 also can communicate directly with each other via direct wireless links 110. Additionally, two STAs 104 may communicate via a direct communication link 110 regardless of whether both STAs 104 are associated with and served by the same AP 102. In such an ad hoc system, one or more of the STAs 104 may assume the role filled by the AP 102 in a BSS. Such a STA 104 may be referred to as a group owner (GO) and may coordinate transmissions within the ad hoc network. Examples of direct wireless links 110 include Wi-Fi Direct connections, connections established by using a Wi-Fi Tunneled Direct Link Setup (TDLS) link, and other P2P group connections.
The APs 102 and STAs 104 may function and communicate (via the respective communication links 106) according to the IEEE 802.11 family of wireless communication protocol standards (such as that defined by the IEEE 802.11-2016 specification or amendments thereof including, but not limited to, 802.11ah, 802.11ad, 802.11ay, 802.11ax, 802.11az, 802.11ba and 802.11be). These standards define the WLAN radio and baseband protocols for the PHY and medium access control (MAC) layers. The APs 102 and STAs 104 transmit and receive wireless communication (hereinafter also referred to as “Wi-Fi communication”) to and from one another in the form of physical layer convergence protocol (PLCP) protocol data units (PPDUs). The APs 102 and STAs 104 in the WLAN 100 may transmit PPDUs over an unlicensed spectrum, which may be a portion of spectrum that includes frequency bands traditionally used by Wi-Fi technology, such as the 2.4 GHz band, the 5 GHz band, the 60 GHz band, the 3.6 GHz band, and the 700 MHz band. Some implementations of the APs 102 and STAs 104 described herein also may communicate in other frequency bands, such as the 6 GHz band, which may support both licensed and unlicensed communication. The APs 102 and STAs 104 also can be configured to communicate over other frequency bands such as shared licensed frequency bands. In some implementations, multiple operators may have a license to operate in the same or overlapping frequency band or bands.
Each of the frequency bands may include multiple sub-bands or frequency channels. For example, PPDUs conforming to the IEEE 802.11n, 802.11ac, 802.11ax and 802.11be standard amendments may be transmitted over the 2.4, 5 GHz or 6 GHz bands, each of which is divided into multiple 20 MHz channels. As such, these PPDUs are transmitted over a physical channel having a minimum bandwidth of 20 MHz, but larger channels can be formed through channel bonding. For example, PPDUs may be transmitted over physical channels having bandwidths of 40 MHz, 80 MHz, 160 or 320 MHz by bonding together multiple 20 MHz channels.
Each PPDU is a composite structure that includes a PHY preamble and a payload in the form of a PHY service data unit (PSDU). The information provided in the preamble may be used by a receiving device to decode the subsequent data in the PSDU. In instances in which PPDUs are transmitted over a bonded channel, the preamble fields may be duplicated and transmitted in each of the multiple component channels. The PHY preamble may include both a legacy portion (or “legacy preamble”) and a non-legacy portion (or “non-legacy preamble”). The legacy preamble may be used for packet detection, automatic gain control and channel estimation, among other uses. The legacy preamble also may generally be used to maintain compatibility with legacy devices. The format of, coding of, and information provided in the non-legacy portion of the preamble is based on the particular IEEE 802.11 protocol to be used to transmit the payload.
The L-STF 206 generally enables a receiving device to perform automatic gain control (AGC) and coarse timing and frequency estimation. The L-LTF 208 generally enables a receiving device to perform fine timing and frequency estimation and also to perform an initial estimate of the wireless channel. The L-SIG 210 generally enables a receiving device to determine a duration of the PDU and to use the determined duration to avoid transmitting on top of the PDU. For example, the L-STF 206, the L-LTF 208 and the L-SIG 210 may be modulated according to a binary phase shift keying (BPSK) modulation scheme. The payload 204 may be modulated according to a BPSK modulation scheme, a quadrature BPSK (Q-BPSK) modulation scheme, a quadrature amplitude modulation (QAM) modulation scheme, or another appropriate modulation scheme. The payload 204 may include a PSDU including a data field (DATA) 214 that, in turn, may carry higher layer data, for example, in the form of medium access control (MAC) protocol data units (MPDUs) or an aggregated MPDU (A-MPDU).
Referring back to the MPDU frame 310, the MAC delimiter 312 may serve as a marker of the start of the associated MPDU 316 and indicate the length of the associated MPDU 316. The MAC header 314 may include multiple fields containing information that defines or indicates characteristics or attributes of data encapsulated within the MPDU 316 (such as within the frame body). The MAC header 314 includes a duration field indicating a duration extending from the end of the PPDU until at least the end of an acknowledgment (ACK) or Block ACK (BA) of the PPDU that is to be transmitted by the receiving wireless communication device. The use of the duration field serves to reserve the wireless medium for the indicated duration, and enables the receiving device to establish its network allocation vector (NAV). The MAC header 314 also includes one or more fields indicating addresses for the data encapsulated within the MPDU 316 (such as within the frame body). For example, the MAC header 314 may include a combination of a source address, a transmitter address, a receiver address or a destination address. The MAC header 314 may further include a frame control field containing control information. The frame control field may specify a frame type, for example, a data frame, a control frame, or a management frame.
The wireless communication device 400 can be, or can include, a chip, system on chip (SoC), chipset, package or device that includes one or more modems 402, for example, a Wi-Fi (IEEE 802.11 compliant) modem. In some implementations, the one or more modems 402 (collectively “the modem 402”) additionally include a WWAN modem (for example, a 3GPP 4G LTE or 5G compliant modem). In some implementations, the wireless communication device 400 also includes one or more radios 404 (collectively “the radio 404”). In some implementations, the wireless communication device 400 further includes one or more processors, processing blocks or processing elements 406 (collectively “the processor 406”) and one or more memory blocks or elements 408 (collectively “the memory 408”).
The modem 402 can include an intelligent hardware block or device such as, for example, an application-specific integrated circuit (ASIC) among other possibilities. The modem 402 is generally configured to implement a PHY layer. For example, the modem 402 is configured to modulate packets and to output the modulated packets to the radio 404 for transmission over the wireless medium. The modem 402 is similarly configured to obtain modulated packets received by the radio 404 and to demodulate the packets to provide demodulated packets. In addition to a modulator and a demodulator, the modem 402 may further include digital signal processing (DSP) circuitry, automatic gain control (AGC), a coder, a decoder, a multiplexer and a demultiplexer. For example, while in a transmission mode, data obtained from the processor 406 is provided to a coder, which encodes the data to provide encoded bits. The encoded bits are then mapped to points in a modulation constellation (using a selected MCS) to provide modulated symbols. The modulated symbols may then be mapped to a number NSS of spatial streams or a number NSTS of space-time streams. The modulated symbols in the respective spatial or space-time streams may then be multiplexed, transformed via an inverse fast Fourier transform (IFFT) block, and subsequently provided to the DSP circuitry for Tx windowing and filtering. The digital signals may then be provided to a digital-to-analog converter (DAC). The resultant analog signals may then be provided to a frequency upconverter, and ultimately, the radio 404. In implementations involving beamforming, the modulated symbols in the respective spatial streams are precoded via a steering matrix prior to their provision to the IFFT block.
While in a reception mode, digital signals received from the radio 404 are provided to the DSP circuitry, which is configured to acquire a received signal, for example, by detecting the presence of the signal and estimating the initial timing and frequency offsets. The DSP circuitry is further configured to digitally condition the digital signals, for example, using channel (narrowband) filtering, analog impairment conditioning (such as correcting for I/Q imbalance), and applying digital gain to ultimately obtain a narrowband signal. The output of the DSP circuitry may then be fed to the AGC, which is configured to use information extracted from the digital signals, for example, in one or more received training fields, to determine an appropriate gain. The output of the DSP circuitry also is coupled with the demodulator, which is configured to extract modulated symbols from the signal and, for example, compute the logarithm likelihood ratios (LLRs) for each bit position of each subcarrier in each spatial stream. The demodulator is coupled with the decoder, which may be configured to process the LLRs to provide decoded bits. The decoded bits from all of the spatial streams are then fed to the demultiplexer for demultiplexing. The demultiplexed bits may then be descrambled and provided to the MAC layer (the processor 406) for processing, evaluation or interpretation.
The radio 404 generally includes at least one radio frequency (RF) transmitter (or “transmitter chain”) and at least one RF receiver (or “receiver chain”), which may be combined into one or more transceivers. For example, the RF transmitters and receivers may include various DSP circuitry including at least one power amplifier (PA) and at least one low-noise amplifier (LNA), respectively. The RF transmitters and receivers may, in turn, be coupled to one or more antennas. For example, in some implementations, the wireless communication device 400 can include, or be coupled with, multiple transmit antennas (each with a corresponding transmit chain) and multiple receive antennas (each with a corresponding receive chain). The symbols output from the modem 402 are provided to the radio 404, which then transmits the symbols via the coupled antennas. Similarly, symbols received via the antennas are obtained by the radio 404, which then provides the symbols to the modem 402.
The processor 406 can include an intelligent hardware block or device such as, for example, a processing core, a processing block, a central processing unit (CPU), a microprocessor, a microcontroller, a digital signal processor (DSP), an application-specific integrated circuit (ASIC), a programmable logic device (PLD) such as a field programmable gate array (FPGA), discrete gate or transistor logic, discrete hardware components, or any combination thereof designed to perform the functions described herein. The processor 406 processes information received through the radio 404 and the modem 402, and processes information to be output through the modem 402 and the radio 404 for transmission through the wireless medium. For example, the processor 406 may implement a control plane and MAC layer configured to perform various operations related to the generation and transmission of MPDUs, frames or packets. The MAC layer is configured to perform or facilitate the coding and decoding of frames, spatial multiplexing, space-time block coding (STBC), beamforming, and OFDMA resource allocation, among other operations or techniques. In some implementations, the processor 406 may generally control the modem 402 to cause the modem to perform various operations described above.
The memory 408 can include tangible storage media such as random-access memory (RAM) or read-only memory (ROM), or combinations thereof. The memory 408 also can store non-transitory processor- or computer-executable software (SW) code containing instructions that, when executed by the processor 406, cause the processor to perform various operations described herein for wireless communication, including the generation, transmission, reception and interpretation of MPDUs, frames or packets. For example, various functions of components disclosed herein, or various blocks or steps of a method, operation, process or algorithm disclosed herein, can be implemented as one or more components of one or more computer programs.
As described above, a “control loop” is a process by which an AP adjusts an allocation of resources (such as time, frequency, memory, or processing resources) for STAs associated with a BSS based on feedback from the network. Some STAs may enter or exit a power save mode, which may affect the feedback associated with various control loops. As used herein, the term “link residency” refers to the availability of a STA to transmit and receive communication over a wireless communication link (or channel). Existing versions of the IEEE 802.11 standard describe a PM bit that can be used to indicate whether a STA is operating in an active state or a power save mode. For example, when entering a power save mode, a STA may transmit a packet (such as an NDP) having a PM bit set to 1. Further, when returning to an active state, the STA may transmit a packet (such as an NDP) having a PM bit set to 0. Aspects of the present disclosure recognize that an AP can monitor the link residencies of its associated STAs based on the power management information (such as a PM bit) carried in packets transmitted by the STAs.
Various aspects relate generally to techniques for provisioning resources for wireless communication, and more particularly, to provisioning resources based on link state discriminants. As used herein, the term “link state discriminant” (LSD) generally refers to metrics that can be derived by monitoring link residencies of one or more STAs associated with an AP. In some aspects, an LSD (also referred to as a link residency metric (LRM)) may indicate an average amount of time a respective STA is in the awake state on a given link. In some implementations, the AP may provision resources for communication with its associated STAs in a manner that prioritizes STAs or links associated with high LRMs. In some other implementations, the AP may provision resources for communication with its associated STAs in a manner that prioritizes STAs associated with low LRMs. In some other aspects, an LSD (also referred to as a BSS activity metric (BAM)) may indicate an average amount of time all STAs associated with the AP are in the awake state on a given link. In some implementations, the AP may deactivate or power down one or more links or wireless radios associated with low BAMs. In some other implementations, the AP may provide BAM information to one or more STAs. Still further, in some aspects, an LSD (also referred to as a time coherency metric (TCM)) may indicate an average amount of time two or more STAs are concurrently in the awake state on a given link. In some implementations, the AP may provision MU-MIMO data streams for groups of STAs associated with high TCMs.
Particular implementations of the subject matter described in this disclosure can be implemented to realize one or more of the following potential advantages. By formulating LSDs based on the link residencies of its associated STAs, an AP can configure various control loops to converge on resource allocations that are optimized for communication with each of the associated STAs. For example, aspects of the present disclosure may improve the performance of control loops associated with MU-MIMO scheduling, frame buffer allocation, data storage location, link primality detection, and mesh network steering by prioritizing some resource allocations for links or STAs associated with high LRMs. On the other hand, aspects of the present disclosure may improve the performance of control loops associated with traffic flow management by prioritizing some resource allocations for STAs associated with low LRMs. Aspects of the present disclosure also may improve the performance of control loops associated with AP power management by deactivating or powering down one or more links or wireless radios associated with low BAMs. Further, aspects of the present disclosure also may improve the performance of control loops associated with BSS load management by providing BAM information to one or more STAs. Still further, aspects of the present disclosure may improve the performance of control loops associated with MU-MIMO scheduling by provisioning MU-MIMO data streams for groups of STAs associated with high TCMs.
The AP 620 is shown to include a resource manager 622, a firmware 624 (such as one or more firmware components), and a hardware 626 (such as one or more hardware components). The firmware 624 and hardware 626 represent various components of a wireless communication device such as, for example, any of the wireless communication devices 400 or 510 of
In some aspects, the system 600 may provide hierarchical levels of control for various aspects of wireless communication by the AP 620. In some implementations, the firmware 624 may implement one or more “fast” control loops 602 based on feedback from the hardware 626. The fast control loops 602 may control various resource allocation decisions associated with (such as that require) fast convergence. Examples of fast control loops 602 may include just-in-time scheduling, smart enhanced distributed channel access (EDCA) adjustments, lazy or aggressive rate control, MU-MIMO or OFDMA grouping, and pausing or unpausing of traffic identifiers (TIDs), among other examples. For example, when implementing a fast control loop 602 associated with MU-MIMO operation, the firmware 624 may instruct the hardware 626 to concurrently communicate with multiple STAs (not shown for simplicity), as an MU-MIMO group, based on feedback from the STAs in response to a channel sounding operation. More specifically, the firmware 624 may assign the STAs to the MU-MIMO group upon (such as in accordance with) determining that the STAs are associated with uncorrelated channels. Thus, the fast control loops 602 may adapt to instantaneous changes in the wireless communication environment.
In some implementations, the resource manager 622 may implement one or more “mid” control loops 604 based on feedback from the firmware 624. The mid control loops 604 may control various resource allocation decisions with slower convergence requirements than those associated with the fast control loops 602. Examples of mid control loops 604 may include multi-link operation (MLO) link provisioning, activating or deactivating multi-link device (MLD) links, enabling or disabling MU communication, enabling or disabling fast rate control, configuring rate control loop constants, configuring maximum data rates, enabling or disabling energy-efficient operation, and configuring uplink (UL) or downlink (DL) throttling limits, among other examples. For example, when implementing a mid control loop 604 associated with MU-MIMO operation, the resource manager 622 may instruct the firmware 624 to suspend or resume MU-MIMO communication with a group of STAs based on feedback associated with one or more STAs in the group. In some aspects, the decision to suspend or resume MU-MIMO communication may be based on one or more LSDs associated with a link residency of each STA in the group. Thus, the mid control loops 604 may provide a dynamic range of execution for the fast control loops 602.
In some implementations, the operator cloud 610 may implement one or more “slow” control loops 606 based on feedback from the resource manager 622. The slow control loops 606 may control various resource allocation decisions with even slower convergence requirements than those associated with the mid control loops 604. Examples of slow control loops 606 may include setting thresholds for obtaining or otherwise determining one or more LSDs, setting link congestion thresholds and peer reliability thresholds for provisioned MLO, and configuring parameters for managed MU staging, among other examples. For example, when implementing a slow control loop 606 associated with MU-MIMO operation, the operator cloud 610 may provide, to the resource manager 622, one or more boundary conditions for suspending or resuming MU-MIMO communication with any group of STAs. In some aspects, such boundary conditions may include one or more LSD thresholds, whereby the resource manager 622 can enable MU-MIMO communication with a group of STAs only if one or more LSDs associated with the group of STAs exceed the one or more LSD thresholds. Thus, the slow control loops 606 may manage one or more decision thresholds for the mid control loops 604.
In some aspects, the AP may observe or monitor a residency of each of the STAs 701-703 on a particular wireless communication link or channel. More specifically, the AP may measure a duration of each interval (X) that a STA is resident on the link based on power management information carried in one or more packets received from the STA. Aspects of the present disclosure recognize that each link residency interval X may be bounded by a first packet (such as an NDP) having a PM bit set to 1 and a second packet (such as an NDP) having a PM bit set to 0. Thus, the AP may measure the duration of the link residency interval X as the elapsed time between the first packet (having a PM bit set to 1) and the second packet (having a PM bit set to 0).
In some implementations, the AP may calculate (such as determine) or otherwise derive a respective link residency metric (LRM) for each of the STAs 701-703 based on a number (N) of link residency intervals (Xij) measured over the duration (Tobs) of an observation period 704, between times t0 and t9. In some implementations, LRM[i] represents the LRM for the ith STA:
Thus, LRM[i] indicates an average amount of time the ith STA is in the awake state on a given link. In the example of
The STA 701 transmits, at time t0, a packet having a PM bit set to 0, and further transmits, at time t4, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X1,1 as the duration between times t0 and t4. The STA 701 transmits, at time t6, another packet having a PM bit set to 0, and further transmits, at time t10, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X1,2 as the duration between times t6 and t10. The STA 701 transmits, at time t12, another packet having a PM bit set to 0, and further transmits, at time t16, another packet having a PM bit set to 1. Thus, the AP may measure a third link residency interval X1,3 as the duration between times t12 and t16. After summing X1,1, X1,2, and X1,3 and dividing the sum by Tobs, the AP may determine that the STA 701 is resident on the link 40% of the observation period 704 (LRM[1]=40%).
The STA 702 transmits, at time t2, a packet having a PM bit set to 0, and further transmits, at time t5, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X2,1 as the duration between times t2 and t5. The STA 702 transmits, at time t8, another packet having a PM bit set to 0, and further transmits, at time t11, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X2,2 as the duration between times t8 and t11. The STA 702 transmits, at time t14, another packet having a PM bit set to 0, and further transmits, at time t17, another packet having a PM bit set to 1. Thus, the AP may measure a third link residency interval X2,3 as the duration between times t14 and t17. After summing X2,1, X2,2, and X2,3 and dividing the sum by Tobs, the AP may determine that the STA 702 is resident on the link 40% of the observation period 704 (LRM[2]=40%).
The STA 703 transmits, at time t1, a packet having a PM bit set to 0, and further transmits, at time t3, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X3,1 as the duration between times t1 and t3. The STA 703 transmits, at time t7, another packet having a PM bit set to 0, and further transmits, at time t9, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X3,2 as the duration between times t7 and t9. The STA 703 transmits, at time t13, another packet having a PM bit set to 0, and further transmits, at time tis, another packet having a PM bit set to 1. Thus, the AP may measure a third link residency interval X3,3 as the duration between times t13 and t15. After summing X3,1, X3,2, and X3,3 and dividing the sum by Tobs, the AP may determine that the STA 703 is resident on the link 20% of the observation period 704 (LRM[3]=20%).
Aspects of the present disclose recognize that a STA's residency profile may vary or change over time, for example, based on changes in the STA's traffic patterns. Thus, in some implementations, the AP may maintain a moving average of the LRMs associated with each of the STAs 701-703 across multiple observation periods. For example, the moving average (LRMavg[i]) can be calculated (such as determined) as a function of LRM[i], the prior moving average (LRMavg0[i]) at the time of acquiring LRM[i], and a weighting factor (α):
In some implementations, the AP may dither or otherwise vary the durations of the observation periods, for example, to prevent the moving averages from falling into a beat pattern with the variations in a STA's residency profile. In other words, some observation periods may be longer or shorter than the duration of the observation period 704.
The STA 701 transmits, at time t19, a packet having a PM bit set to 0, and further transmits, at time t23, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X1,1, within the observation period 705, as the duration between times t19 and t23. The STA 701 transmits, at time t25, another packet having a PM bit set to 0, and further transmits, at time t29, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X1,2, within the observation period 705, as the duration between times t25 and t29. After summing X1,1 and X1,2 and dividing the sum by Tobs2, the AP may determine that the STA 701 is resident on the link 42% of the observation period 705 (LRM[1]=42%). The STA 701 transmits, at time t32, another packet having a PM bit set to 0, and further transmits, at time t36, another packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X1,1, within the observation period 706, as the duration between times t32 and t36. After dividing X1,1 by Tobs3, the AP may determine that the STA 701 is resident on the link 36% of the observation period 706 (LRM[1]=36%).
The STA 702 transmits, at time t21, a packet having a PM bit set to 0, and further transmits, at time t24, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X2,1, within the observation period 705, as the duration between times t21 and t24. The STA 702 transmits, at time t27, another packet having a PM bit set to 0, and further transmits, at time t30, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X2,2, within the observation period 705, as the duration between times t27 and t30. After summing X2,1 and X2,2 and dividing the sum by Tobs2, the AP may determine that the STA 702 is resident on the link 42% of the observation period 705 (LRM[2]=42%). The STA 702 transmits, at time t34, another packet having a PM bit set to 0, and further transmits, at time t37, another packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X2,1, within the observation period 706, as the duration between times t34 and t37. After dividing X2,1 by Tobs3, the AP may determine that the STA 702 is resident on the link 36% of the observation period 706 (LRM[2]=36%).
The STA 703 transmits, at time t20, a packet having a PM bit set to 0, and further transmits, at time t22, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X3,1, within the observation period 705, as the duration between times t20 and t22. The STA 703 transmits, at time t26, another packet having a PM bit set to 0, and further transmits, at time t28, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X3,2, within the observation period 705, as the duration between times t26 and t28. After summing X3,1 and X3,2 and dividing the sum by Tobs2, the AP may determine that the STA 703 is resident on the link 21% of the observation period 705 (LRM[3]=21%). The STA 703 transmits, at time t33, another packet having a PM bit set to 0, and further transmits, at time t35, another packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X3,1, within the observation period 706, as the duration between times t33 and t35. After dividing X3,1 by Tobs3, the AP may determine that the STA 703 is resident on the link 18% of the observation period 706 (LRM[3]=18%).
Aspects of the present disclosure recognize that per-STA LRMs can be used to improve the performance of one or more control loops. With reference for example to
In some aspects, the AP 810 and each of the STAs 801-803 may support MU-MIMO or OFDMA communication. MU-MIMO and OFDMA (collectively referred to as “MU communication”) are wireless communication techniques that allow an AP to transmit DL data to multiple STAs, concurrently, in an MU group. More specifically, for MU-MIMO communication, the AP 810 provisions a respective spatial stream for each STA in the MU group. Each spatial stream is transmitted, using beamforming, in the direction of a respective STA. Thus, the STAs belonging to an MU-MIMO group can communicate over separate wireless channels but must be spatially separated. In contrast, for OFDMA communication, the AP 810 provisions a respective resource unit (RU), or set of RUs, for each STA in the MU group. Each RU represents a respective subset of orthogonal subcarriers associated with a wireless channel. Thus, the STAs belonging to an OFDMA group can be collocated but must share a wireless channel.
Aspects of the present disclosure recognize that the efficiency of MU communication may depend on the selection of STAs to participate in an MU group. For example, STAs that are rarely available for wireless communication on a given wireless communication link or channel may be poor candidates for MU communication. Further, grouping STAs with substantially different availabilities into the same MU group may significantly reduce the efficiency of MU communication with that MU group. For example, if a given STA in an MU group is available for wireless communication only half as often as other STAs in the MU group, the net throughput and traffic latency of DL transmissions to the other STAs will be limited by the availability of the given STA as a result of MU communication with the MU group.
In some aspects, an AP may determine whether to group its associated STAs into one or more MU groups based on one or more LRMs associated with each of the STAs. In some implementations, the AP may not consider a STA for MU grouping on a particular wireless communication link if the LRM (or average LRM) associated with the STA for that particular link is less than an LRM threshold. In some implementations, the LRM threshold may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
An SLA is an agreement between a service provider (such as an ISP) and a client that specifies various responsibilities of each party (such as data rate, quality of service (QoS), availability of services, and payment for services, among other examples). More specifically, an SLA may specify a class of services to be provided by the service provider to a particular client. The service class generally defines how data traffic is prioritized for the client or STA. For example, data traffic associated with higher service classes may be prioritized over data traffic associated with lower service classes. Accordingly, STAs associated with higher service classes may receive a greater number of scheduling grants (for example, to transmit or receive data over a shared wireless medium) than STAs associated with lower service classes.
According to existing wireless communication standards, traffic flows mapped to the same service class are prioritized equally. However, aspects of the present disclosure recognize that such equal prioritization of traffic flows can cause some STAs to receive significantly fewer scheduling grants than other STAs associated with the same service class. For example, among the STAs associated with the same service class, some of the STAs may be available for wireless communication less often than others. When the wireless network is congested, equally prioritizing data traffic for all STAs associated with the same service class may cause data to be dropped at a higher rate for the STAs that are available less frequently than for the STAs that are available more frequently. As a result, the service provider may fail to satisfy one or more conditions (such as data rate, QoS, or availability of services) under its SLA with a given client.
In some aspects, an AP may assign more granular priorities to the traffic flows associated with various STAs based on one or more LRMs associated with the STAs. More specifically, the AP may assign different priorities to traffic flows that are mapped to the same SLA service but are associated with different LRMs (or average LRMs). As described above, an AP has fewer opportunities to serve STAs with low link residencies, and thus has fewer opportunities to meet the conditions of an SLA associated with such STAs. Thus, in some implementations, the AP may assign higher priorities to traffic flows associated with lower LRM values (such as less than an LRM threshold) than to other traffic flows that are mapped to the same SLA service class but associated with higher LRM values (such as greater than or equal to the LRM threshold). In some implementations, the LRM threshold(s) associated with different traffic flow priorities may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
The AP 1000 is shown to include a hardware 1010 (such as one or more hardware components), a firmware 1020 (such as one or more firmware components), a host processor 1030, and memories 1040 and 1050. With reference for example to
In the example of
In some aspects, the AP 1000 may determine whether to buffer the data for a particular STA in the on-chip memory 1050 or the off-chip memory 1040 based on one or more LRMs associated with the STA. Aspects of the present disclosure recognize that STAs associated with higher LRMs (or average LRMs) may have lower latency requirements than STAs associated with lower LRMs (or average LRMs). In some implementations, the AP 1000 may store, in the on-chip memory 1050, data intended for STAs associated with LRMs greater than or equal to an LRM threshold and may store, in the off-chip memory 1040, data intended for STAs associated with LRMs less than the LRM threshold. Accordingly, the data path between the hardware 1010 and the off-chip memory 1040 may be referred to as an “LRM-cold” data path, whereas the data path between the hardware 1010 and the on-chip memory 1050 may be referred to as an “LRM-hot” data path. In some implementations, the LRM threshold(s) associated with the on-chip memory 1050 or the off-chip memory 1040 may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
Aspects of the present disclosure recognize that the LRMs associated with any given STA can change over time. In some implementations, the AP 1000 may move data between the on-chip memory 1050 and the off-chip memory 1040 in response to changes in the LRMs (or average LRMs) associated with one or more STAs. For example, if the average LRM associated with STA1 falls below the LRM threshold, the AP 1000 may move the data associated with STA1 form the on-chip memory 1050 to the off-chip memory 1040. Similarly, if the average LRM associated with STA3 rises above the LRM threshold, the AP 1000 may move the data associated with STA3 from the off-chip memory 1040 to the on-chip memory 1050.
The packet queues 1121-1123 are data structures that reside within a wireless communication device, such as any of the wireless communication device 400 or 510 of
Existing APs allocate frame buffers 1110 for ingress data 1105 on a first-come first-served basis. However, if a STA is not available to receive wireless communication, or otherwise does not transmit an ACK, the AP must retain copies of the STA's data in the frame buffers 1110 and in the packet queues 1121-1123. When the frame buffers 1110 become full (such that there are no more available frame buffers 1110 to allocate), the AP must drop any new ingress data 1105. Accordingly, some STAs may experience high latencies in communicating with the AP due to the low link residencies of some other STAs associated with the AP. Aspects of the present disclosure recognize that some STAs with lower link residencies may have lower priority data traffic, whereas some STAs with higher link residencies may have higher priority data traffic. In such instances, the AP may be forced to discard higher priority data traffic due to the frame buffers 1110 being full of lower priority data traffic.
In some aspects, an AP may selectively allocate one or more frame buffers 1110 for storing ingress data 1105 intended for various STAs based on one or more LRMs associated with the STAs. In some implementations, the AP may partition the allocable frame buffers 1110 into an LRM-metered allocation 1112 and a non-metered allocation 1114. Frame buffers 1110 associated with the non-metered allocation 1114 can be attached to any ingress data 1105, on a first-come first-served basis. By contrast, frame buffers 1110 associated with the LRM-metered allocation 1112 are reserved for ingress data 1105 associated with LRMs (or average LRMs) greater than or equal to one or more LRM thresholds. For example, the AP may attach ingress data 1105 to the frame buffers 1110 associated with the LRM-metered allocation 1112 only when all the frame buffers 1110 associated with the non-metered allocation 1114 are full. In some implementations, a greater number of frame buffers 1110 may be reserved for higher LRM thresholds than for lower LRM thresholds. Further, in some implementations, the LRM threshold(s) associated with the LRM-metered allocation 1112 may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
Aspects of the present disclosure further recognize that some of the packet queues 1121-1123 may have substantially more headroom (or space to store new data) than others at any given time. Thus, in some aspects, an AP may remap one or more of the traffic flows 1101-1103 to a new packet queue if its current packet queue becomes full (or exceeds a threshold fill level). When remapping a particular traffic flow, the AP may consider the LRMs associated with the traffic flow being remapped and other data traffic stored in each of the packet queues 1121-1123. In some implementations, the AP may only remap a traffic flow to a packet queue that stores data associated with LRMs less than or equal to the LRM associated with the traffic flow being remapped (or is empty). For example, because the packet queue 1123 is full, the AP may remap the traffic flow 1102 to the packet queue 1121 (which does not store any data associated with LRMs greater than 40%) or the packet queue 1122 (which is empty).
Wireless communication devices that are capable of multi-link operation (MLO) are referred to as multi-link devices (MLDs). An AP MLD may include multiple APs each configured to communicate on a respective communication link with a STA MLD (also referred to as a “non-AP MLD”). Similarly, the STA MLD may include multiple STAs each configured to communicate on a respective one of the communication links with the AP MLD. Some STA MLDs may communicate with the AP MLD concurrently on each of the communication links, for example, in accordance with a multi-link multi-radio (MLMR) simultaneous transmit and receive (STR) or MLMR non-STR (NSTR) mode of operation. On the other hand, some STA MLDs may communicate with the AP MLD on only one of the communication links at any given time, for example, in accordance with a multi-link single-radio (MLSR) or enhanced MLSR (EMLSR) mode of operation. Still further, some STA MLDs may communicate with the AP MLD on a subset (such as two or more) of the communication links at any given time, for example, in accordance with an enhanced MLMR (EMLMR) or hybrid EMLSR mode of operation.
In some aspects, the AP MLD may observe or monitor a residency of the STA MLD on each of the communication links 1201 and 1202. More specifically, the AP MLD may measure a duration of each interval (X) that the STA MLD is resident on each of the links 1201 and 1202 based on power management information carried in one or more packets received from the STA MLD. For example, the AP MLD may measure the duration of each link residency interval X as the elapsed time between the reception of a first packet (such as an NDP) having a PM bit set to 1 and the reception of a second packet (such as a subsequent NDP) having a PM bit set to 0.
In some implementations, the AP MLD may calculate (such as determine) or otherwise derive a respective LRM for the STA MLD on each of the links 1201 and 1202 based on a number (N) of link residency intervals (Xij) measured over the duration (Tobs) of an observation period 1203, between times t0 and t6. In some implementations, LRMk[i] represents the LRM for the ith STA operating on the kth communication link:
Thus, LRMk[i] indicates an average amount of time the ith STA is in the awake state on the kth communication link. In the example of
The STA MLD transmits, at time t0, a packet having a PM bit set to 0 on the link 1201, and further transmits, at time t1, a packet having a PM bit set to 1 on the link 1201. Thus, the AP MLD may measure a first link residency interval X1,1 on the link 1201 as the duration between times t0 and t1. The STA MLD transmits, at time t2, a respective packet having a PM bit set to 0 on each of the links 1201 and 1202, and further transmits, at time t3, a respective packet having a PM bit set to 1 on each of the links 1201 and 1202. Thus, the AP MLD may measure a second link residency interval X1,2 on the link 1201 as the duration between times t2 and t3. The AP MLD also may measure a link residency interval X1,1 on the link 1202 as the duration between times t2 and t3. The STA MLD transmits, at time t4, a packet having a PM bit set to 0 on the link 1201, and further transmits, at time t5, another packet having a PM bit set to 1 on the link 1201. Thus, the AP MLD may measure a third link residency interval X1,3 on the link 1201 as the duration between times t4 and t5.
After summing X1,1, X1,2, and X1,3 as measured on the link 1201 and dividing the sum by Tobs, the AP MLD may determine that the STA MLD is resident on the link 1201 40% of the observation period 1203 (LRM1[1]=40%). Similarly, after dividing X1,1 as measured on the link 1202 by Tobs, the AP MLD may determine that the STA MLD is resident on the link 1202 only 13% of the observation period 1203 (LRM2[1]=13%). In some implementations, the AP MLD may maintain a moving average of the LRMs on each of the links 1201 and 1202 across multiple observation periods. For example, a respective moving average (LRMavg[i]) can be calculated (such as determined) for each of the links 1201 and 1202 according to Equation 2 (such as described with reference to
Aspects of the present disclosure recognize that per-link LRMs can be used to improve the performance of one or more control loops. With reference for example to
The AP MLD 1310 includes multiple APs 1312 and 1314 associated with (or operating on) the communication links 1301 and 1302, respectively. In the example of
The STA MLD 1320 includes multiple STAs 1322 and 1324 that may be configured to communicate on the communication links 1301 and 1302, respectively. For example, the STA 1322 may operate on the 2.4 GHz frequency band and the STA 1324 may operate on the 5 GHz frequency band. In the example of
MLO significantly increases the bandwidth available for communication between the AP MLD 1310 and the STA MLD 1320. However, the STA MLD 1320 often may not require such large amounts of bandwidth. As a result, the STA MLD 1320 may utilize one or more of the communication links more frequently than others. For example, the AP MLD 1310 may communicate with the STA MLD 1320 primarily over one of the communication links 1301 or 1302 (referred to herein as the “primary link”) and may utilize the other link (referred to herein as the “secondary link”) in an opportunistic manner. More specifically, the AP MLD 1310 and the STA MLD 1320 may communicate over the secondary link only when the primary link is unavailable (such as due to interference on the wireless channel) or when additional bandwidth is needed (such as to meet higher throughput or lower latency requirements). Aspects of the present disclosure recognize that, for scheduling purposes, it is desirable for the AP MLD 1310 to know which of the communication links 1301 or 1302 is favored by the STA MLD 1320. However, existing versions of the IEEE 802.11 standard do not distinguish between a primary link and a secondary link.
In some aspects, the AP MLD 1310 may detect the primary link with the STA MLD 1320 based on one or more LRMs associated with each of the communication links 1301 and 1302. More specifically, the primary link may be associated with the highest LRM among the communication links between the AP MLD 1310 and the STA MLD 1320. In some implementations, the AP MLD 1310 may identify a communication link as the primary link if the LRM (or average LRM) associated with the communication link is greater than or equal to an LRM threshold and may identify a communication link as a secondary link if the LRM (or average LRM) associated with the communication link is less than the LRM threshold. In some implementations, the LRM threshold may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
Existing versions of the IEEE 802.11 standard define a roaming procedure that allows a STA to associate with a new AP when a received signal strength indication (RSSI) of wireless communication with a currently associated AP falls below an RSSI threshold. More specifically, upon determining that the RSSI of communication with its current AP is below the RSSI threshold, the STA may begin scanning for a new AP to associate with (also referred to as a “roaming scan”). Some mesh networks are capable of “steering” a STA to different APs to improve a quality of communication with the STA while preempting roaming scans. For example, an AP in a mesh network may monitor an RSSI of wireless communication with an associated STA (such as reported by the STA). When the RSSI falls below an RSSI threshold (which is often much higher than the RSSI threshold at which roaming is triggered), the AP may recommend that the STA associate with another AP in the mesh network that is expected to provide a higher RSSI of wireless communication.
According to existing steering protocols for MLO, an AP MLD combines the RSSI values observed on each of its communication links with a STA MLD and compares the combined RSSI with a given RSSI threshold. However, aspects of the present disclosure recognize that a sparingly used link associated with low RSSI can cause false steering triggers, which can result in thrashing. For example, an AP MLD may detect (or extrapolate) a high RSSI on a primary link, and a low RSSI on a secondary link, with a STA MLD. In some implementations, the combined RSSI is less than an RSSI threshold for steering. As a result, the AP MLD may steer the STA MLD to a new AP MLD in the mesh network. However, upon associating with the new AP MLD, the STA MLD may determine that the RSSI of communication on its primary link is lower than an RSSI threshold for roaming. As a result, the STA MLD may initiate a roaming scan to search for yet another AP to associate with.
In some aspects, an AP MLD may weight the RSSIs detected (or extrapolated) on each of its communication links based on one or more LRMs associated with the link. More specifically, communication links associated with higher LRMs may be weighted more heavily than communication links associated with lower LRMs. For example, the AP MLD 1410 may assign a weight (λ) to the RSSI of communication on the communication link 1401 (RSS1) based on an LRM (or average LRM) associated with the communication link 1401. The AP MLD 1410 also may assign a weight (γ) to the RSSI of communication on the second communication link 1402 (RSSI2) based on an LRM (or average LRM) associated with the communication link 1402. In some implementations, the weights λ and γ may be set or specified by an operator cloud (such as the operator cloud 610 of
In the example of
As described with reference to
With reference to Equation 1, the AP may calculate (such as determine) or otherwise derive a respective LRM for each of the STAs 1501-1503 based on a number (N) of link residency intervals (Xi,j) measured over the duration (Tobs) of an observation period 1504, between times t0 and t6. In some implementations, LRM[i] represents the LRM for the ith STA. In the example of
Thus, BAM indicates an average amount of time all STAs associated with a BSS are in the awake state on a given link.
The STA 1501 transmits, at time t0, a packet having a PM bit set to 0, and further transmits, at time t1, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X1,1 of the STA 1501 as the duration between times t0 and t1. The STA 1502 transmits, at time t2, a packet having a PM bit set to 0, and further transmits, at time t3, a packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X2,1 of the STA 1502 as the duration between times t2 and t3. The STA 1501 transmits, at time t4, another packet having a PM bit set to 0, and further transmits, at time t5, another packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X1,2 of the STA 1501 as the duration between times t4 and t5.
After summing X1,1 and X1,2 and dividing the sum by Tobs, the AP may determine that the STA 1501 is resident on the link 20% of the observation period 1504 (LRM[1]=20%). Further, after dividing X2,1 by Tobs, the AP may determine that the STA 1502 is resident on the link 10% of the observation period 1504 (LRM[2]=10%). As shown in
In some implementations, the AP may maintain a moving average of the BAM associated with a given link across multiple observation periods. For example, the moving average (BAMavg) can be calculated (such as determined) as a function of BAM, the prior moving average (BAMavg0) at the time of acquiring BAM, and a weighting factor (β):
In some implementations, the AP may dither or otherwise vary the durations of the observation periods, for example, to prevent the moving averages from falling into a beat pattern with the variations in a STA's residency profile (such as described with reference to
Aspects of the present disclosure recognize that BAMs can be used to improve the performance of one or more control loops. With reference for example to
In the example of
As described with reference to
With reference to Equation 3, the AP MLD may calculate (such as determine) or otherwise derive a respective LRM for each of the STA MLDs 1601 and 1602, on each of the links 1610 and 1620, based on a number (N) of link residency intervals (Xij) measured over the duration (Tobs) of an observation period 1604, between times t0 and t5. In some implementations, LRMk[i] represents the LRM for the ith STA MLD operating on the kth link. In the example of
Thus, BAMk indicates an average amount of time all STAs associated with a BSS are in the awake state on the kth communication link.
The STA MLD 1601 transmits, at time t0, a packet having a PM bit set to 0 on the link 1610, and further transmits, at time t1, a packet having a PM bit set to 1 on the link 1610. Thus, the AP MLD may measure a link residency interval X1,1 on the link 1610 as the duration between times t0 and t1. The STA MLD 1602 transmits, at time t2, a packet having a PM bit set to 0 on the link 1610, and further transmits, at time t3, a packet having a PM bit set to 1 on the link 1610. Thus, the AP MLD may measure a link residency interval X2,1 on the link 1610 as the duration between times t2 and t3. The STA MLD 1601 transmits, at time t3, a packet having a PM bit set to 0 on the link 1620, and further transmits, at time t4, a packet having a PM bit set to 1 on the link 1620. Thus, the AP MLD may measure a second link residency interval X1,1 on the link 1620 as the duration between times t3 and t4.
The STA MLD 1601 transmits, at time t4, another packet having a PM bit set to 0 on the link 1610, and further transmits, at time t5, another packet having a PM bit set to 1 on the link 1610. Thus, the AP MLD may measure a link residency interval X1,2 on the link 1610 as the duration between times t4 and t5. The STA MLD 1602 transmits, at time t6, another packet having a PM bit set to 0 on the link 1610, and further transmits, at time t7, another packet having a PM bit set to 1 on the link 1610. Thus, the AP MLD may measure a link residency interval X2,2 on the link 1610 as the duration between times t2 and t3.
After summing X1,1 and X1,2 on the link 1610 and dividing the sum by Tobs, the AP MLD may determine that the STA MLD 1601 is resident on the link 1610 30% of the observation period 1604 (LRM1[1]=30%). After summing X2,1 and X2,2 on the link 1610 and dividing the sum by Tobs, the AP MLD may determine that the STA MLD 1602 is resident on the link 1610 30% of the observation period 1604 (LRM1[2]=30%). Further, after dividing X1,1 on the link 1620 by Tobs, the AP may determine that the STA MLD 1601 is resident on the link 1620 10% of the observation period 1604 (LRM2[1]=10%). As shown in
The AP may sum LRM1[1] and LRM1[2] to determine that the STA MLDs 1601 and 1602 are collectively resident on the link 1610 60% of the observation period 1604 (BAM1=60%) and may further sum LRM2[1] and LRM2[2] to determine that the STA MLDs 1601 and 1602 are collectively resident on the link 1620 10% of the observation period 1604 (BAM2=10%). In some implementations, the AP MLD may maintain a moving average of the BAMs on each of the links 1610 and 1620 across multiple observation periods. For example, a respective moving average (BAMavg) can be calculated (such as determined) for each of the links 1610 and 1620 according to Equation 5 (such as described with reference to
In some aspects, the AP MLD may disable or otherwise refrain from operating on a communication link associated with a BAM that is less than a BAM threshold. In some implementations, the BAM threshold may be set or otherwise specified by an operator cloud (such as the operator cloud 610 of
The STA 1702 may be associated with the AP 1710 but is located at the edge of the coverage area 1712. More specifically, as shown in
In some aspects, an AP may advertise BAM information to one or more STAs in its vicinity. The BAM information may indicate the BAM(s) associated with one or more communication links supported by the AP. In some implementations, the AP may transmit or broadcast the BAM information in beacon frames (or other management frames) transmitted or broadcast by the AP. For example, the BAM information may be carried in a vendor specific information element of the beacon frames. In some implementations, a STA may use the BAM information to determine whether to roam to a new AP. For example, the STA may choose not to roam to a new AP if the BAM associated with its current AP is relatively low (such as below a BAM threshold). In some other implementations, a STA may use the BAM information to select an AP to associate with. For example, the STA may select the AP associated with the highest BAM among the candidate APs.
In the example of
As described with reference to
With reference to Equation 1, the AP may calculate (such as determine) or otherwise derive a respective LRM for each of the STAs 1801-1803 based on a number of link residency intervals (Xi,j) measured over the duration (Tobs) of an observation period 1804, between times t0 and t12. In some implementations, LRM[i] represents the LRM for the ith STA. In the example of
Thus, TCM indicates an average amount of time a pair (or subset) of STAs are in the awake state on a given link.
The STA 1801 transmits, at time t0, a packet having a PM bit set to 0, and further transmits, at time t3, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X1,1 of the STA 1801 as the duration between times t0 and t3. The STA 1801 transmits, at time t6, a packet having a PM bit set to 0, and further transmits, at time t9, a packet having a PM bit set to 1. Thus, the AP may measure a second link residency interval X1,2 of the STA 1801 as the duration between times t6 and t9. After summing X1,1 and X1,2 and dividing the sum by Tobs, the AP may determine that the STA 1801 is resident on the link 40% of the observation period 1804 (LRM[1]=40%).
The STA 1802 transmits, at time t4, a packet having a PM bit set to 0, and further transmits, at time t5, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X2,1 of the STA 1802 as the duration between times t4 and t5. The STA 1802 transmits, at time t10, a packet having a PM bit set to 0, and further transmits, at time t11, a packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X2,2 of the STA 1802 as the duration between times t10 and t11. After summing X2,1 and X2,2 and dividing the sum by Tobs, the AP may determine that the STA 1802 is resident on the link 40% of the observation period 1804 (LRM[2]=40%).
The STA 1803 transmits, at time t1, a packet having a PM bit set to 0, and further transmits, at time t2, a packet having a PM bit set to 1. Thus, the AP may measure a first link residency interval X3,1 of the STA 1803 as the duration between times t1 and t2. The STA 1803 transmits, at time t7, a packet having a PM bit set to 0, and further transmits, at time t5, a packet having a PM bit set to 1. Thus, the AP may measure a link residency interval X3,2 of the STA 1803 as the duration between times t7 and t8. After summing X3,1 and X3,2 and dividing the sum by Tobs, the AP may determine that the STA 1803 is resident on the link 20% of the observation period 1804 (LRM[3]=20%).
As shown in
Aspects of the present disclosure recognize that TCMs can be used to improve the performance of one or more control loops. With reference for example to
In the example of
In some implementations, the process 1900 begins in block 1902 with receiving, via a first wireless communication link, one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode on the first wireless communication link. In block 1904, the process 1900 proceeds with provisioning one or more resources for communication with the first STA based on a first LRM associated with the power management information carried in the one or more first packets and indicating an average amount of time the first STA is in the awake state on the first wireless communication link.
In some aspects, the wireless communication device may further receive, via the first wireless communication link, one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode on the first wireless communication link. In some implementations, the provisioning of the one or more resources is further based on a second LRM associated with the power management information carried in the one or more second packets and indicating an average amount of time the second STA is in the awake state on the first wireless communication link. In some implementations, the provisioning of the one or more resources may include provisioning a first spatial stream to the first STA and a second spatial stream to the second STA based on each of the first LRM and the second LRM being greater than a threshold value. In some implementations, the first and second spatial streams are provisioned for concurrent communication with a MU-MIMO group.
In some aspects, the provisioning of the one or more resources may be further based on a TCM associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state on the first wireless communication link. In some other aspects, the provisioning of the one or more resources may be further based on a BAM indicating an average amount of time all STAs associated with the wireless communication device are in the awake state on the first wireless communication link.
In some implementations, the process 2000 begins in block 2002 with receiving one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode. In block 2004, the process 2000 proceeds with receiving one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode. In block 2006, the process 2000 proceeds with provisioning one or more resources for communication with the first STA and the second STA based on a TCM associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state.
In some implementations, the provisioning of the one or more resources may include provisioning a first spatial stream to the first STA and a second spatial stream to the second STA based on the TCM being greater than a threshold value. In some implementations, the first and second spatial streams are provisioned for concurrent communication with an MU-MIMO group. In some aspects, the provisioning of the one or more resources may be further based on a first LRM associated with the power management information carried in the one or more first packets and a second LRM associated with the power management information carried in the one or more second packets. In some implementations, the first LRM indicates an average amount of time the first STA is in the awake state and the second LRM indicates an average amount of time the second STA is in the awake state.
The wireless communication device 2100 includes a reception component 2110, a communication manager 2120, and a transmission component 2130. The communication manager 2120 further includes link residency monitoring component 2122 and an LRM-based resource provisioning component 2124. Portions of one or more of the components 2122 and 2124 may be implemented at least in part in hardware or firmware. In some implementations, at least some of the components 2122 or 2124 are implemented at least in part as software stored in a memory (such as the memory 408). For example, portions of one or more of the components 2122 and 2124 can be implemented as non-transitory instructions (or “code”) executable by a processor (such as the processor 406) to perform the functions or operations of the respective component.
The reception component 2110 is configured to receive RX signals, over a wireless channel, from one or more other wireless communication devices. The transmission component 2130 is configured to transmit TX signals, over a wireless channel, to one or more other wireless communication devices. The communication manager 2120 is configured to control or manage communication with one or more other wireless communication devices. In some implementations, the link residency monitoring component 2122 may receive, via a wireless communication link, one or more packets carrying power management information indicating whether a STA is in an awake state or a power save mode on the first wireless communication link; and the LRM-based resource provisioning component 2124 may provision one or more resources for communication with the STA based on an LRM associated with the power management information carried in the one or more packets and indicating an average amount of time the first STA is in the awake state on the first wireless communication link.
The wireless communication device 2200 includes a reception component 2210, a communication manager 2220, and a transmission component 2230. The communication manager 2220 further includes link residency monitoring component 2222 and a TCM-based resource provisioning component 2224. Portions of one or more of the components 2222 and 2224 may be implemented at least in part in hardware or firmware. In some implementations, at least some of the components 2222 or 2224 are implemented at least in part as software stored in a memory (such as the memory 408). For example, portions of one or more of the components 2222 and 2224 can be implemented as non-transitory instructions (or “code”) executable by a processor (such as the processor 406) to perform the functions or operations of the respective component.
The reception component 2210 is configured to receive RX signals, over a wireless channel, from one or more other wireless communication devices. The transmission component 2230 is configured to transmit TX signals, over a wireless channel, to one or more other wireless communication devices. The communication manager 2220 is configured to control or manage communication with one or more other wireless communication devices. In some implementations, the link residency monitoring component 2222 may receive one or more first packets carrying power management information indicating whether a first STA is in an awake state or a power save mode, and may further receive one or more second packets carrying power management information indicating whether a second STA is in an awake state or a power save mode; and the TCM-based resource provisioning component 2224 may provision one or more resources for communication with the first STA and the second STA based on a TCM associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets. In some implementations, the TCM indicates an average amount of time the first STA and the second STA are concurrently in the awake state.
Implementation examples are described in the following numbered clauses:
1. A method for wireless communication by a wireless communication device, including:
2. The method of clause 1, wherein the one or more resources include time, frequency, multi-user streams, memory, buffers, or processing resources.
3. The method of any of clauses 1 or 2, further including:
4. The method of any of clauses 1-3, further including:
5. The method of any of clauses 1-4, wherein the duration of the first observation period is different than the duration of the second observation period.
6. The method of any of clauses 1-5, wherein the provisioning of the one or more resources is further based on a moving average associated with the first LRM and the second LRM.
7. The method of any of clauses 1-6, wherein the provisioning of the one or more resources includes:
8. The method of any of clauses 1-7, further including:
9. The method of any of clauses 1-8, further including:
10. The method of any of clauses 1-9, wherein the provisioning of the one or more resources includes:
11. The method of any of clauses 1-10, further including:
12. The method of any of clauses 1-11, wherein the provisioning of the one or more resources includes:
13. The method of any of clauses 1-12, further including:
14. The method of any of clauses 1-13, further including:
15. The method of any of clauses 1-14, wherein the provisioning of the one or more resources includes:
16. The method of any of clauses 1-15, further including:
17. The method of any of clauses 1-16, wherein the provisioning of the one or more resources is further based on a time coherency metric (TCM) associated with the power management information carried in the one or more first packets and the power management information carried in the one or more second packets, the TCM indicating an average amount of time the first STA and the second STA are concurrently in the awake state on the first wireless communication link.
18. The method of any of clauses 1-17, wherein the provisioning of the first and second spatial streams is further based on the TCM being greater than a threshold TCM value.
19. The method of any of clauses 1-18, further including:
20. The method of any of clauses 1-19, wherein the provisioning of the one or more resources includes:
21. The method of any of clauses 1-20, wherein the provisioning of the one or more resources includes:
22. The method of any of clauses 1-21, further including:
23. The method of any of clauses 1-22, wherein the provisioning of the one or more resources includes:
24. The method of any of clauses 1-23, wherein the provisioning of the one or more resources is further based on a basic service set (BSS) activity metric (BAM) indicating an average amount of time all STAs associated with the wireless communication device are in the awake state on the first wireless communication link.
25. The method of any of clauses 1-24, wherein the BAM is associated with a sum of the first LRM and the second LRM.
26. The method of any of clauses 1-25, further including:
27. The method of any of clauses 1-26, wherein the provisioning of the one or more resources includes:
28. The method of any of clauses 1-27, further including:
29. The method of any of clauses 1-28, wherein the operating of the wireless communication device in the low power mode includes:
30. The method of any of clauses 1-29, wherein the operating of the wireless communication device in the low power mode includes:
31. The method of any of clauses 1-30, wherein the operating of the wireless communication device in the low power mode includes:
32. The method of any of clauses 1-31, further including:
33. A wireless communication device including:
34. A method for wireless communication by a wireless communication device, including:
35. The method of any of clause 34, wherein the one or more resources include time, frequency, multi-user streams, memory, buffers, or processing resources.
36. The method of any of clauses 34 or 35, further including:
37. The method of any of clauses 34-36, wherein the provisioning of the one or more resources includes:
38. The method of any of clauses 34-37, further including:
39. The method of any of clauses 34-38, wherein the provisioning of the one or more resources is further based on a first link residency metric (LRM) associated with the power management information carried in the one or more first packets and a second LRM associated with the power management information carried in the one or more second packets, the first LRM indicating an average amount of time the first STA is in the awake state and the second LRM indicating an average amount of time the second STA is in the awake state.
40. The method of any of clauses 34-39, wherein the provisioning of the first and second spatial streams is further based on each of the first LRM and the second LRM being greater than a threshold LRM value.
41. The method of any of clauses 34-40, further including:
42. The method of any of clauses 34-41, further including:
43. The method of any of clauses 34-42, further including:
44. The method of any of clauses 34-43, wherein the duration of the first observation period is different than the duration of the second observation period.
45. The method of any of clauses 34-44, wherein the provisioning of the one or more resources is further based on a first moving average associated with the first LRM and the third LRM and a second moving average associated with the second LRM and the fourth LRM.
46. A wireless communication device including:
As used herein, a phrase referring to “at least one of” or “one or more of” a list of items refers to any combination of those items, including single members. For example, “at least one of: a, b, or c” is intended to cover the possibilities of a only, b only, c only, a combination of a and b, a combination of a and c, a combination of b and c, and a combination of a and b and c. As used herein, “based on” is intended to be interpreted in the inclusive sense, unless otherwise explicitly indicated. For example, “based on” may be used interchangeably with “based at least in part on,” unless otherwise explicitly indicated. Specifically, unless a phrase refers to “based on only ‘a,’” or the equivalent in context, whatever it is that is “based on ‘a,’” or “based at least in part on ‘a,’” may be based on “a” alone or based on a combination of “a” and one or more other factors, conditions, or information.
The various illustrative components, logic, logical blocks, components, circuits, operations and algorithm processes described in connection with the implementations disclosed herein may be implemented as electronic hardware, firmware, software, or combinations of hardware, firmware or software, including the structures disclosed in this specification and the structural equivalents thereof. The interchangeability of hardware, firmware and software has been described generally, in terms of functionality, and illustrated in the various illustrative components, blocks, components, circuits and processes described above. Whether such functionality is implemented in hardware, firmware or software depends upon the particular application and design constraints imposed on the overall system.
Various modifications to the implementations described in this disclosure may be readily apparent to persons having ordinary skill in the art, and the generic principles defined herein may be applied to other implementations without departing from the spirit or scope of this disclosure. Thus, the claims are not intended to be limited to the implementations shown herein, but are to be accorded the widest scope consistent with this disclosure, the principles and the novel features disclosed herein.
Additionally, various features that are described in this specification in the context of separate implementations also can be implemented in combination in a single implementation. Conversely, various features that are described in the context of a single implementation also can be implemented in multiple implementations separately or in any suitable subcombination. As such, although features may be described above as acting in particular combinations, and even initially claimed as such, one or more features from a claimed combination can in some cases be excised from the combination, and the claimed combination may be directed to a subcombination or variation of a subcombination.
Similarly, while operations are depicted in the drawings in a particular order, this should not be understood as requiring that such operations be performed in the particular order shown or in sequential order, or that all illustrated operations be performed, to achieve desirable results. Further, the drawings may schematically depict one more example processes in the form of a flowchart or flow diagram. However, other operations that are not depicted can be incorporated in the example processes that are schematically illustrated. For example, one or more additional operations can be performed before, after, simultaneously, or between any of the illustrated operations. In some circumstances, multitasking and parallel processing may be advantageous. Moreover, the separation of various system components in the implementations described above should not be understood as requiring such separation in all implementations, and it should be understood that the described program components and systems can generally be integrated together in a single software product or packaged into multiple software products.
Number | Date | Country | Kind |
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202241022828 | Apr 2022 | IN | national |
The present application is a 371 national stage filing of International PCT Application No. PCT/US2023/065679 by Homchaudhuri et al. entitled “LINK STATE DISCRIMINANT,” filed Apr. 12, 2023; and claims priority to Indian Patent Application No. 202241022828 by Homchaudhuri et al. entitled “LINK STATE DISCRIMINANT,” filed Apr. 18, 2022, each of which is assigned to the assignee hereof, and each of which is expressly incorporated by reference in its entirety herein.
Filing Document | Filing Date | Country | Kind |
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PCT/US2023/065679 | 4/12/2023 | WO |