Abstract: An apparatus for filtering an electrical power signal in an Ethernet communication system includes a link interface, a power interface, and a filter connected between the link interface and the power interface. The link interface is configured to connect to an Ethernet link. The power interface is configured to connect to one or both of (i) a power-supply that supplies the electrical power signal for transfer over the Ethernet link, and (ii) a circuit that consumes the electrical power signal transferred over the Ethernet link. The filter includes at least (i) a primary inductor configured to filter the electrical power signal transferred to or from the Ethernet link, and (ii) one or more complementary inductors connected in series with the primary inductor, the one or more complementary inductors configured to reduce a parasitic capacitance of the filter.

Abstract: This application provides a data transmission method and a data transmission device. The data transmission device is provided with a microcontroller, a power supply, and a vibration sensor. When the vibration sensor detects that the user moves the data transmission device, the microcontroller controls the power supply to supply power to the data transmission module, so that the data transmission module starts to activate before the data transmission device is connected to the electronic device, thereby improving the response speed and work efficiency of the data transmission device. Meanwhile, the power supply does not need to supply power to the data transmission module constantly, which reduces the capacity and volume of the power supply.

Abstract: In one embodiment, an apparatus comprises an input power interface for receiving input power, a power control system for transmitting DC (Direct Current) pulse power on multiple phases over a cable to a plurality of powered devices and verifying cable operation during an off-time of pulses in the DC pulse power, and a cable interface for delivery of the DC pulse power on the multiple phases and data over the cable to the powered devices. A method for transmitting multiple phase pulse power is also disclosed herein.

Abstract: Provided is a display device including a display, a speaker, a communicator comprising communication circuitry configured to perform wireless communication, a memory configured to store one or more instructions, and a controller including at least one processor configured to execute at least one of the one or more instructions. Based on a wireless connection request for audio transmission being received from an external device while the display device is in a power-off state, the communicator is further configured to transmit, to the external device, a response indicating acceptance of the wireless connection request, and to operate to wake up the controller to a state requiring wireless connection.

Abstract: Examples of generating contextual compliance policies are described. A meeting invitation can be created by a meeting organizer. The meeting can have compliance rules associated therewith. A compliance policy that facilitates enforcement of the compliance rules during the meeting can be transmitted to attendee client devices and enforced by a management component running on the client devices.

Abstract: System and methods for providing conference applications during a network conference. In an embodiment, a method operates to provide a conference application during a network conference. The method includes participating in a network conference using a client application, selecting a conference application from a plurality of conference applications, running the conference application from the client application during the network conference, and displaying an application user interface generated by the conference application during the network conference.

Abstract: Systems, methods, and devices for managing sensor event rules are described. Methods may comprise determining a sensor event rule, wherein the sensor event rule comprises a rule sensor identifier and a rule event identifier. Data indicative of a sensor event may be received. The data may be associated with a first premises device. The data may further indicate an identifier of the first premises device and an identifier of a sensor event. Based on determining that the identifier of the rule sensor identifier corresponds to the identifier of the first premises device and that the rule event identifier corresponds to the identifier of the sensor event, a control signal may be transmitted to a second premise device. The control signal may be configured to cause configuration of one or more settings associated with one or more functions of the second premises device.

Abstract: Aspects of the subject disclosure may include, receiving a plurality of communication signals, and generating, according to the plurality of communication signals, signals that induce a plurality of electromagnetic waves bound at least in part to a dielectric material. Each electromagnetic wave of the plurality of electromagnetic waves conveys at least one communication signal of the plurality of communication signals, and the plurality of electromagnetic waves has a multiplexing configuration that reduces an interference between the plurality of electromagnetic waves. Other embodiments are disclosed.

Abstract: A signal estimation apparatus classifies reception signal components included in a reception signal y and transmission signal components included in a transmission signal into a plurality of signal groups in accordance with a degree of a correlation between the reception signal component and the transmission signal component, on the basis of system information, sets, for each signal group, parameters ?, ?, ? and ? that specifies a detail of a signal estimation method to be either one of a learned value that is learnable by a learning operation and a fixed value that is independent from the learning operation, and estimates, for each signal group, an estimation signal xe that is an estimated value of the transmission signal from the reception signal by using the signal estimation method specified by the set parameter.

Abstract: A receiver adapted to receive a modulated signal including useful and interfering signals and to detect information bits carried thereon. The modulated signal comprises signal components each one associated with a respective modulation subcarrier and including respective useful and interfering signal components.

Abstract: This application discloses a communication method and a communications apparatus. The method includes: determining, by a first device, a phase tracking reference signal PTRS pattern, where the PTRS pattern includes one or more PTRS chunks, and each PTRS chunk includes one or more PTRS samples; and mapping, by the first device, a PTRS to one or more symbols, and sending the one or more symbols to a second device.

Abstract: Systems, apparatuses, methods, and computer-readable media are provided for user equipment (UE) idle mode operations. In embodiments, a UE wakes up more than once during a Discontinuous Reception (DRX) cycle. Inter-frequency measurement requirements may be relaxed based on DRX cycle length. Some embodiments include radiofrequency (RF) circuitry warm-up overhead reduction by on-duration separation with RF circuitry switching pattern adaption. Some embodiments include and RF circuitry warm-up overhead reduction by adaptive synchronization signal block (SSB) reference symbol down-selection. Other embodiments may be described and/or claimed.

Abstract: A receiver utilizes loop-unrolled decision feedback equalization (DFE). For each sample, two comparators, each configured with different thresholds, sample an input signal. The output of one of these comparators is selected and used as the output of the receiver and may be optionally input to additional DFE circuitry. The output of the other (non-selected) comparator is used to adjust an input offset voltage of that same comparator. Adjustments to the offset voltages of the comparators may be based on a statistical analysis of the respective outputs of the two comparators when not selected. Adjustments to the offset voltages of the comparators may be based on comparisons between the respective outputs of the two comparators when not selected to the outputs of a reference comparator that has been calibrated for minimal or zero offset.

Abstract: An isolated gate driver includes a first input terminal to receive gate information and one or more input terminals to receive configuration information. A modulation circuit generates a modulated signal having four possible states, each of the four possible states corresponding to a different unique pair of values of the gate information and the configuration information. The modulation circuit represents two of the states using on-off keying (OOK) while the configuration information is at a first value and represents two of the states as a modification to the OOK modulation based on the configuration information being at a second value. The modulated signal is sent over an isolation communication channel coupling a transmitter and receiver of the isolated gate driver.

Abstract: An integrated circuit includes a demodulator to demodulate a signal simultaneously transmitted over an isolation communication channel and obtain gate information and configuration information. The demodulator includes a gate demodulation path and a configuration demodulation path. The received signal oscillates at a first frequency to represent a first state, oscillates at different frequencies to represent a seconds state, oscillates at a third frequency (or third and fourth frequencies), which are lower than the first frequency, to represent a third state, and the received signal is steady state to represent a fourth state. The gate demodulation path detects the first and second states. The configuration demodulation path includes first and second sub-demodulation paths. An envelope detector in the first sub-demodulation path detects the second state and the second sub-demodulation path detects the third state. The configuration demodulation paths uses an output of the gate demodulation path.

Abstract: A structure for generating sequences. The structure includes a binary shift register; a feedback structure connected to the shift register arranged to define a linear feedback shift register according to a polynomial; a first output arranged to collect one or more state values from a first group of elements of the shift register, the one or more state values from the first group forming a value of a first sequence; and a second output arranged to collect one or more state values from a second group of elements of the shift register, the one or more state values from the second group forming a value of a second sequence. No element of the second group belongs to the first group.

Abstract: For single carrier based waveform, Discrete Fourier Transform-spread-OFDM (DFT-s-OFDM) and single carrier with a frequency domain equalizer (SC-FDE) can be considered for both DL and UL. For OFDM based transmission scheme including DFT-s-OFDM, a cyclic prefix (CP) is inserted at the beginning of each block, where the last data symbols in a block is repeated as the CP. Typically, the length of CP exceeds the maximum expected delay spread in order to overcome the inter-symbol interference (ISI). For SC-FDE transmission scheme, a known sequence (guard interval (GI), unique word (UW), etc.) can be inserted at both the beginning and end of one block. Further, a linear equalizer in the frequency domain can be employed to reduce the receiver complexity. Compared to OFDM, SC-FDE transmission scheme can reduce Peak to Average Power Ratio (PAPR) and thus allow the use of less costly power amplifier.

Abstract: The present disclosure provides example communication methods and example communication apparatuses for non-coherent transmission. One example communication method includes determining Pi first symbols based on a first to-be-modulated bit, where P1=M×N1, N1 is a quantity of resource units used to carry the P1 first symbols, M is a positive integer, and N1 is an integer greater than 1. P2 second symbols are determined based on a second to-be-modulated bit, where P2=M×N2, and N2 is an integer greater than 1. P3 third symbols are determined based on the P1 first symbols and the P2 second symbols, where P3=M×N3, N3 is a quantity of resource units used to carry the P3 third symbols, and N3 is less than or equal to N2. The P1 first symbols and the P3 third symbols are sent.

Abstract: This disclosure relates to methods, devices, and systems for wireless communications, and more particularly uplink reference signal repetition for non-terrestrial networks. A user terminal in a non-terrestrial network may identify an uplink reference signal format that includes a comb-based pattern of subcarriers within a first orthogonal frequency-division multiplexing (OFDM) symbol and within a second OFDM symbol for transmission of an uplink reference signal. The user terminal may map the uplink reference signal to a first set of subcarriers within the first OFDM symbol and to a second set of subcarriers within the second OFDM symbol in accordance with the comb-based pattern. Thereby, the user terminal may transmit, to a base station in the non-terrestrial network, the uplink reference signal on the mapped subcarriers of the OFDM symbols, which may be transmitted coherently.

Abstract: A transmission method comprises: generating a transmission signal including OFDM symbols, wherein the last OFDM symbol of the OFDM symbols can be partitioned into four segments, and wherein the generating includes: computing an initial padding factor value associated with one of the four segments and computing an initial number of OFDM symbols; determining a user with a longest packet duration among plural users; determining a common padding factor value being the initial padding factor value and a common number of OFDM symbols being the initial number of OFDM symbols of the determined user with the longest packet duration; adding pre-FEC padding bits toward one of four possible boundaries of the last OFDM symbol, the one of four possible boundaries being represented by the determined common padding factor value; and adding post-FEC padding bits in remaining segment(s) of the last OFDM symbol; and transmitting the generated transmission signal.

Abstract: A device, such as a UE, and a Transmit and Receive Point (TRP) in a High-Speed Train-Single Frequency Network (HST-SFN) are disclosed that provide network-assisted frequency-offset compensation for the device. The device includes a receiver that receives a first reference signal and a second reference signal sent over a wireless network from a first TRP. The first reference signal corresponds to a QCL RS of the second reference signal. The device receiver determines delay-spread and average-delay information for a path between the first TRP to the device based on the first reference signal. The device receiver further receives a third reference signal from a second TRP that includes Doppler-shift and Doppler-spread information, and corresponds to a QCL RS of a fourth reference signal transmitted from the second TRP or corresponds to the second reference signal transmitted in a SFN manner from the first TRP.

Abstract: A communication apparatus includes a receiver and a decoder. The receiver includes a plurality of antenna elements and, in operation, receives from a base station apparatus a modulated signal mapped to one of a plurality of subframes defined in a frame corresponding to a communicable range to which the communication apparatus belongs. The plurality of subframes are defined by time-division, frequency-division, or time-and-frequency division of the frame. A maximum number of modulated signals that can be simultaneously transmitted in a subframe from the base station apparatus varies depending on the communicable range. The decoder, in operation, decodes the received modulated signal.

Abstract: Systems and methods for dynamic device programming in accordance with embodiments of the invention are disclosed. One embodiment includes a vehicle telematics device including a processor, a memory containing a dynamic telematics messaging application, a plurality of accumulators, and a communications interface, wherein the dynamic telematics messaging application directs the processor to obtain a first message data describing a requested set of sensor data using the communications interface, dynamically reconfigure the plurality of accumulators to measure the requested set of sensor data, and transmit a second message data describing the measured set of sensor data.

Abstract: An embodiment of the present disclosure includes an RPC architecture that includes a central manager gateway with a client-facing side that allows for client access via web services protocols such as SOAP and REST. The central manager gateway further includes a server-facing side that can communicate with a plurality of network elements, with each network element implementing a common IDL architecture and RPC manager instance. Each of the network elements, and in particular their RPC manager instance, may communicate with other RPC manager instances to ‘learn’ the network topology for the system and maintain a topology database for purposes of exposing a naming service, e.g., a CORBA naming service. The network elements may elect one master element while the others remain as slaves. The central manager gateway may automatically locate the master network element and forward client requests to the same for servicing.

Abstract: A bidirectional out-of-band management (OOBM) dongle comprises a serial port for receiving console traffic from a console port of a managed switch and an Ethernet port for receiving management port traffic from a management port of the managed switch. In operation, the OOBM dongle multiplexes, via an optional adapter, the console traffic and the management port traffic and generates Ethernet traffic that is then communicated, via an OOBM port on the dongle, to an OOBM switch port of an OOBM switch that acts as a power sourcing device for the OOBM dongle.

Abstract: A method is performed by a node configured to implement an Operation, Administration, and Maintenance (OAM) protocol for rapid link failure detection. The node receives peer OAM packets sent by a peer node over a link at a peer periodic interval. While in a first mode of the OAM protocol, the node determines whether the peer node is reachable based on the peer OAM packets, sends OAM packets to the peer node at a periodic interval to indicate to the peer node that the node is reachable, and responsive to detecting a critical condition of the node that impairs the sending the OAM packets, transitions to a second mode of the OAM protocol. While in the second mode, the node adds, to the peer OAM packets, a code to indicate the critical condition, and reflects the peer OAM packets with the code back to the peer node.

Abstract: A system and method for remotely monitoring and analyzing devices on a wireless network, such as a ZIGBEE® network, is disclosed. The devices store event logs in a memory device whenever certain events occurs. These event logs are transmitted to a gateway device. The gateway device may operate in standalone mode or in network coprocessor (NCP) mode. The gateway device may then decode the event logs into a human readable output. This human readable output may then be uploaded to a server in the cloud, where further analysis of the human readable output may be performed. This information may then be retrieved by remote devices, such as smart phones. In other modes, the event logs are uploaded to the server in the cloud and the decoding is performed in the cloud.

Abstract: A system is provided herein that can correlate service issues with system telemetry associated with the software session associated with those service issues. Using a statistical approach, the system can evaluate data across numerous software sessions to rank the importance of the reported service issues. To accomplish the ranking, the system can parse the reports of service issues on a periodic basis, can extract telemetry identifiers (IDs) from the logs, can query the telemetry, may compute the relative importance of detected issues (in the context of calls going on for that day), and then can report this impact hack to the service issue database.

Abstract: A framework for security information and event management (SIEM), the framework includes a first data store; a data router; one or more parsing mechanisms; one or more correlation machines; and one or more workflow engines, wherein said framework performs SIEM on behalf of multiple subscribers to said framework.

Abstract: Methods, apparatus, and system for generating efficient cross-layer key performance indicators for monitoring, managing and debugging communications networks. An exemplary method embodiment includes the steps of: generating a plurality of different cross-layer key performance indicators (CL-KPIs) from a set of event data records corresponding to a first period of time and a first base protocol, each CL-KPI in said plurality of different CL-KPIs being for a different failure cause scenario; identifying a CL-KPI in the plurality of different CL-KPIs corresponding to the first period of time and the first base protocol having a highest CL-KPI value and determining a most likely failure cause scenario for said first base protocol to be the failure cause scenario associated with the identified CL-KPI having the highest CL-KPI value.

Abstract: An electronic device for use with a network device, includes: a memory, having stored therein, a first and second set of threshold weighted metric values and a remediation suggestion; and a processor configured to execute instructions stored on the memory to cause the electronic device to: obtain a first of metric values associated with a first set of metrics, respectively, within a first metric category of the network device; provide a first set of weighting factors for the first set of metric values, respectively; determine a first set of weighted metric values associated with the first set of metric values, respectively, and being based on the first set of metric values and the first set of weighting factors; and perform a remediation operation associated with the remediation suggestion when the first metric category score is lower than a first metric category score threshold.

Abstract: Provided is a fault recovery control method for a communication apparatus arranged in a site and including virtual network functions used for service chaining, the method including: having, at least a part of functions of an upper apparatus for changing the service chaining on the communication apparatus in the site, deployed on the communication apparatus in the site, wherein the upper apparatus manages the virtual network functions and the service chaining on the communication apparatus; and on occurrence of a fault in the communication apparatus in the site, the communication apparatus rearranging autonomously the service chaining thereon to perform recovery from the fault.

Abstract: A method and system for line fault detection, and a network control system are provided. A line fault detection method of a line fault detection system operated by at least one processor comprises generating a network device vector for each node, whose elements are network devices included in each node connected to both ends of a line, when a fault alarm occurs, setting an element corresponding to the network device in which the fault alarm occurs among the elements of the network device vector as a communication state according to the fault alarm, and determining whether a fault occurred in the line and the network device where the fault occurred based on the communication state set in the network device vector.

Abstract: Apparatus and methods for discovery, synchronization and operation of network components. In one embodiment, the network comprises a passive optical network (PON), and the components being synchronized include an enhanced OLT (eOLT) and one or more enhanced ONUs (eONUs). The eOLT is configured in one variant to utilize control protocol messaging (such as those used in the MPCP or Multi Point Control Protocol) to communicate particular synchronization parameters and durations to the eONU(s), whether individually or via multicast/broadcast. The synchronization parameter and durations are selected to optimize discovery and synchronization of the eONU(s) with the eOLT, and also optimize (subsequent) normal operation, in one implementation through selection of synchronization patterns which enable most efficient AGC determination, clock recovery (CDR), SBD, and EBD identification.

Abstract: An internet of things (IoT) connection system comprises an IoT hub including first processing circuitry, and a local IoT router including second processing circuitry. The local IoT router is connected to the IoT hub via a network. The first processing circuitry is configured to execute a first driver to connect the IoT hub to a private cloud to which a first device is to connect, and execute a second driver to connect the IoT hub to a second device. The second processing circuitry is configured to execute a third driver to connect a third device to the IoT router. The first driver, the second driver and the third driver are generated according to only device definitions and command definitions.

Abstract: A method is provided in one example embodiment and includes creating a segment organization, which includes a configuration profile. The method also includes attaching the configuration profile to a server in the segment organization. The method further includes sending the attached configuration profile to a database in a physical network.

Abstract: The present disclosure is directed to mapping indoor user movement using a combination of Wi-Fi and 60 GHz sensing. The methods include detecting, via a Wi-Fi access point, a wireless device associated with a first user, wherein the Wi-Fi access point is configured to determine location information and a device signature associated with the wireless device; transmitting the location information of the wireless device to a 11ay sensor; detecting the first user, via the 11ay sensor, based on the location information of the wireless device; creating a user signature associated with the first user, wherein the user signature is based on one or more physical characteristics of the first user detected by the 11ay sensor; and using the device signature associated with the wireless device and the user signature associated with the first user to subsequently identify the first user.

Abstract: One example process may include enabling a connection between one of a plurality of client devices and one or more servers via one of a plurality of virtual private network servers (VPNs), monitoring connection performance of the connection over a period of time, modifying one or more connection parameters associated with the connection of the one client device based on the monitored connection performance, identifying whether an increase or decrease in a performance of the connection has occurred based on the modified one or more connection parameters, when an increase in performance is identified, storing a current connection status and the modified one or more modified connection parameters in a temporary data file, and transmitting the temporary data file to one or more of the other VPN servers and the plurality of client devices.

Abstract: An electronic device features enhanced detection of potential bricking. A processor of the electronic device is configured to, after initiation of a download: (i) check data components defining download parameters of the electronic device; (ii) start a buffer and receive each of the data components; (iii) write each of the data components into flash memory; (iv) read each of the data components from the flash memory and perform a cyclic redundancy check (CRC) of each of the data components; (v) check a signature of each of the data components; (vi) update download settings in the non-volatile random access memory (NVRAM) based on results of (i), (iv) and (v); (vii) check client identifier information of the electronic device; (viii) check access identifier information of the electronic device; and (ix) accept the download if no error is detected and reject the download if any error is detected.

Abstract: A fully autonomous method includes defining a first key performance indicator for a network, monitoring the network based on the first key performance indicator, determining whether a physical capacity augment of the network is recommended based on established platform capacity engineering rules and regular network capacity usage monitoring, configuring a mobile physical capacity augment unit based on the determining step, and autonomously deploying the mobile physical capacity augment unit to implement a physical augment.

Abstract: The invention refers to a system for providing a sequence of nodes (220, 230) in a single pair network (200), like a PoDL network. The nodes of the network are connected in series by a single pair cable (240) comprising two conductors, and the nodes comprise means (223) for providing a short circuit to the two conductors. The system comprises a unit (211) for sending a short circuit signal to a node causing the node to provide the short circuit, a unit (214) for receiving a sequence determination signal from the node providing the short circuit, wherein the signal is indicative of a position of the node, and a unit (215) for determining a sequence of a plurality of nodes based on the signals of the plurality of nodes. Accordingly, the system allows to determine the sequence accurately in an easy manner.

Abstract: A system for noise profile generation includes a customer gateway communicatively coupled to one or more end devices over a communication medium, at least one noise information node communicatively coupled to the customer gateway and programmed to extract noise information present on a communication path from the customer gateway to at least one of the one or more end devices, a noise profile database storing one or more noise profiles, and a noise profile generator. The noise profile generator includes at least one processor and non-transitory computer readable media having a set of instructions executable by the at least one processor to retrieve the extracted noise information associated with the communication path, determine whether the at least one noise characteristic of the extracted noise information matches with one or more noise profiles and identify at least one noise source on the communication path.

Abstract: Systems and methods are provided for identifying an available infrastructure network topology consisting of a set of available network links and a set of available network nodes of a communication network. In the systems and methods, a network node of the communication network is operative to transmit a learning schedule to a plurality of network nodes interconnected by a set of network links of the communication network. The network node receives from each of the plurality of network nodes a communication node record including network performance observations observed by that network node based on the learning schedule transmitted to that network node. Based on the received communication node records, the network node identifies a set of available network links from the set of network links and the set of available network nodes corresponding to the set of available network links.

Abstract: Described embodiments provide systems and methods for inferring a network type and network conditions. The system includes a packet capturing engine configured to capture a plurality of network packets from a plurality of TCP network connections. The system includes a packet analyzer configured to analyze the plurality of network packets to generate a plurality of metrics. The system includes a network classifier configured to infer network types of the plurality of TCP connections based on the plurality of metrics and at least one classification model. The system also includes a conditions ranking engine configured to estimate a level of network congestion for each TCP connection based on the plurality of metrics and the network types.

Abstract: The technology relates to simulating a dynamic hybrid network. A method for simulating a dynamic hybrid network includes modeling a transmission supply of a mesh network of moving stations on aerial vehicles in flight at each time step in a time series, modeling capacity demand as a function of user distribution data and user behavior data, and computing an aggregate network metric for the dynamic hybrid network including throughput. A method for optimizing throughput of a dynamic hybrid network includes modeling a dynamic hybrid network, including a transmission supply of a mesh network of moving stations, modeling capacity demand as a function of user distribution data and user behavior data, and computing an aggregate network metric; then providing feedback to a controller and causing a change to a station in the network to increase throughput.

Abstract: Disclosed are a method and apparatus for bandwidth prediction, an electronic device and a storage medium. The method includes: acquiring active network states at a plurality of time points within a historical time period, and setting network states, missing from the plurality of time points, to be preset values; generating a first network state sequence from the network states at the plurality of time points according to a chronological order; converting, by using feature information between the missing network states and the real network state in an auto-encoder, the missing network states in the first network state sequence into predicted network states, so as to obtain a second network state sequence output by the auto-encoder; and predicting a network bandwidth according to the second network state sequence.

Abstract: A system and method for allowing a companion device to serve as a user interface for another network device is disclosed. The companion device includes a display element, an input device and a software program that enables the companion device to create standard graphical items on that display. The network device transmits a list of graphical descriptors to the companion device, which the companion device uses to create the user interface. Additionally, the network device also transmits to the companion device, the commands that the companion device is to transmit based on user input. In this way, the companion device does not require any knowledge of the operation or functionality of the network device in order to serve as its user interface.

Abstract: An apparatus, method, and computer-readable recording medium restore functionality of a wireless device. Device settings are continuously stored as a plurality of data sets for the wireless device in a memory of the wireless device. A backup storing operation of the device settings is automatically performed at a predetermined time and on a periodic basis in the memory of the wireless device. When a failure of at least some function of the wireless device is detected, a restore mode is invoked from a user interface of the wireless device. The restore mode is implemented for restoring functionality of the at least some function of the wireless device by replacing device settings of the wireless device at the time of the detected failure with a data set of device settings in the memory stored during the backup storing operation during a previous time period when there was no failure detected.

Abstract: Methods, apparatus, systems, and articles of manufacture for dynamic XPU hardware-aware deep learning model management are disclosed. An example method includes extracting a plurality of models from a dataset, respective ones of the plurality of models optimized for a selected quality of service (QoS) objective of a plurality of QoS objectives, identifying a plurality of feature differences between respective ones of the plurality of models, and identifying a plurality of feature similarities between respective ones of the plurality of models.

Abstract: The disclosure relates to a method and a state controller running in a Kubernetes system. The state controller being operative to assign labels to pods, the labels indicating services to which the pods are assigned and high-availability states of the pods; detect a failed pod having a label indicating a high-availability state of not ready; and reassign the label indicating the high-availability state of the failed pod to a healthy pod, thereby changing endpoints of services provided and service flows from the failed pod to the healthy pod.