Abstract: Methods, apparatus, systems and articles of manufacture are disclosed for sparse tensor storage for neural network accelerators. An example apparatus includes sparsity map generating circuitry to generate a sparsity map corresponding to a tensor, the sparsity map to indicate whether a data point of the tensor is zero, static storage controlling circuitry to divide the tensor into one or more storage elements, and a compressor to perform a first compression of the one or more storage elements to generate one or more compressed storage elements, the first compression to remove zero points of the one or more storage elements based on the sparsity map and perform a second compression of the one or more compressed storage elements, the second compression to store the one or more compressed storage elements contiguously in memory.

Abstract: Methods, apparatus, systems, and articles of manufacture are disclosed to debug a hardware accelerator such as a neural network accelerator for executing Artificial Intelligence computational workloads. An example apparatus includes a core with a core input and a core output to execute executable code based on a machine-learning model to generate a data output based on a data input, and debug circuitry coupled to the core. The debug circuitry is configured to detect a breakpoint associated with the machine-learning model, compile executable code based on at least one of the machine-learning model or the breakpoint. In response to the triggering of the breakpoint, the debug circuitry is to stop the execution of the executable code and output data such as the data input, data output and the breakpoint for debugging the hardware accelerator.

Abstract: A filter housing for containing a cartridge assembly having a filter cartridge secured to a filter cover, the filter housing has a peripheral wall extending around a longitudinal axis, and end wall secured to the peripheral wall, the filter housing defining a cavity partially enclosed by the peripheral wall and the end wall, the peripheral wall defining a cartridge-receiving section extending from the end wall along the longitudinal axis and sized for receiving the filter cartridge and a cover-receiving section extending along the longitudinal axis from the cartridge-receiving section to an open end of the filter housing opposed to the end wall and sized for receiving the filter cover, a portion of the cover-receiving section recessed radially outwardly from the cartridge-receiving section relative to the longitudinal axis, a lubricant outlet of the filter housing extending through the portion of the cover-receiving section of the peripheral wall.

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed for sparse tensor storage for neural network accelerators. An example apparatus includes sparsity map generating circuitry to generate a sparsity map corresponding to a tensor, the sparsity map to indicate whether a data point of the tensor is zero, static storage controlling circuitry to divide the tensor into one or more storage elements, and a compressor to perform a first compression of the one or more storage elements to generate one or more compressed storage elements, the first compression to remove zero points of the one or more storage elements based on the sparsity map and perform a second compression of the one or more compressed storage elements, the second compression to store the one or more compressed storage elements contiguously in memory.

Abstract: A gateway (300) for communicating with end devices (302) and a remote server (316), and method thereof. The gateway (300) comprises a first server (306) comprising a first management layer (308). The first server (306) is configured to communicate with a first end device (302a), communicate with the remote server (316) comprising a second management layer (320), and be selectively N operable in either a first state wherein the first management layer (308) controls the first server (306), or a second state wherein the second management layer (320) controls the first server (306).

Abstract: A virtual payments environment can be used to simulate and test performance of a payments system. A plurality of characteristics and settings can be used to generate and/or determine one or more scenarios associated with a payments environment. The one or more scenarios associated with the payments environment can comprise a plurality of activity engines that simulate real-word components of a payments environment. Payment information can be introduced to the one or more scenarios and activity engines can be used to test and/or verify the integrity of the payment information as it traverses a transactional path through the payments environment. Performance data associated with the payment information can be accessed and review in order to determine a number or successes and/or failures associated with processing the payment information as it transverses the payments environment.

Abstract: A virtual payments environment can be used to simulate and test performance of a payments system. A plurality of characteristics and settings can be used to generate and/or determine one or more scenarios associated with a payments environment. The one or more scenarios associated with the payments environment can comprise a plurality of activity engines that simulate real-word components of a payments environment. Payment information can be introduced to the one or more scenarios and activity engines can be used to test and/or verify the integrity of the payment information as it traverses a transactional path through the payments environment. Performance data associated with the payment information can be accessed and review in order to determine a number or successes and/or failures associated with processing the payment information as it transverses the payments environment.

Abstract: A composition comprising about 97 mole percent or greater of one or more 1,1-dicarbonyl substituted-1-ethylenes and about 3 mole percent or less of one or more 1,1-dicarbonyl substituted-methanes. A process comprising: contacting in a fluid state one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes and greater than 200 ppm to about 1000 ppm of one or more strong acids based on the weight of the one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes with a zeolite catalyst at a temperature of about 180° C. to about 220° C. for a sufficient time to convert about 96 percent or greater of the one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes to one or more 1,1-dicarbonyl substituted-1-ethylenes.

Abstract: Methods, systems, and computer-readable media are provided for computer-based healthcare information to monitor medical parameters of multiple patients in clinical study and create a record of patients in a clinical study who satisfy certain clinical parameters. The record of clinical study patients can be used to analyze medical trends occurring in a clinical study such that adjustments can be made to the study as needed. The medical trends may also be used to make healthcare warnings and recommendations for one or more clinical study patients to prevent the patients from falling out of the clinical study for not meeting medical parameters.

Abstract: Methods, systems, and computer-readable media are provided for computer based healthcare information to monitor medical parameters of patient and make healthcare recommendations so the patient's electronic medical record can be modified with warnings and healthcare recommendations. These warnings and recommendations can be used so that a clinical study participant does not fall out of the clinical study for not meeting medical parameters required by the clinical study.

Abstract: A wireless local area network, WLAN, comprising: access points arranged to maintain wireless links with terminals each arranged to initiate a wireless link with an access point, and to associate with an access point during a service session. A central association server is connected to each of the access points, and is arranged to gather information from a plurality of the terminals via the wireless links between terminals and access points, determine, based on the gathered information, with which access point a terminal which has initiated a wireless link should associate during its service session, and notify the terminal, via the access point with which the terminal initiated the wireless link, of the access point so determined.

Abstract: A composition comprising about 97 mole percent or greater of one or more 1,1-dicarbonyl substituted-1-ethylenes and about 3 mole percent or less of one or more 1,1-dicarbonyl substituted-methanes. A process comprising: contacting in a fluid state one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes and greater than 200 ppm to about 1000 ppm of one or more strong acids based on the weight of the one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes with a zeolite catalyst at a temperature of about 180° C. to about 220° C. for a sufficient time to convert about 96 percent or greater of the one or more 1,1-dicarbonyl substituted-1,1 hydroxymethyl-methanes to one or more 1,1-dicarbonyl substituted-1-ethylenes.

Abstract: An apparatus for swappable battery packaging for electric vehicle, the apparatus is contributing for dual purpose of protecting the batteries and providing contribution to the overall structural performance of the vehicle. The apparatus offer self repairable battery packing system to even a novice user thereof, offering each of replacement or recharging operations.

Abstract: The present invention relates to ionic compositions for enhancing wound healing, particularly in the sinonasal cavity. The ionic components of the composition can include potassium, calcium, rubidium, zinc, bromide, and magnesium in an isotonic solution. In other embodiments, the ionic components of the composition can include magnesium, bromide, sulfate, sodium, and chloride. Methods of enhancing wound healing, enhancing sinonasal mucosal healing, promoting mucosal reciliation, and debriding tissue by administering the compositions of the present invention are also presented.

Abstract: A system for charging power source of a recipient electric vehicle using an accelerated charge flow from a power source of a donor vehicle, the system comprising; recipient power source provided with an accessible recipient charge receptacle; donor power source provided with an extendable donor charge receptacle adapted to resiliently engage the recipient charge receptacle; a pack controller, in each donor and recipient vehicle, electrically connected to the acceptor and donor power sources and adapted to combine the functions of a battery pack protection circuit, battery charger, current and voltage regulator, a data monitor and a communication circuit associated with the charge transfer from the donor to acceptor vehicle facilitating regulated and informed power transfer; and a buck-booster electrically connected to the recipient and donor receptacles of the battery in each vehicle, configured to balance relative electrical potentials of the donor to the recipient vehicle.

Abstract: A frame format used in a wireless communication system, more particularly an OFDMA TDD wireless communication system, of the kind that includes a base station and a plurality of fixed or mobile subscriber stations, the base station maintaining connections with each of the subscriber stations by performing wireless communication in units of frames having the frame format, and within each frame, allocating resources for data transmission and signalling. Each frame has a plurality of downlink subframes and a plurality of uplink subframes including, in time order, a first downlink subframe, a first uplink subframe, a final downlink subframe and a final uplink subframe. One or more further downlink subframe/uplink subframe pairs may be interposed between the first and final subframes as desired, and the configuration can be changed dynamically.

Abstract: The present invention relates to ionic compositions for enhancing wound healing, particularly in the sinonasal cavity. The ionic components of the composition can include potassium, calcium, rubidium, zinc, bromide, and magnesium in an isotonic solution. In other embodiments, the ionic components of the composition can include magnesium, bromide, sulfate, sodium, and chloride. Methods of enhancing wound healing, enhancing sinonasal mucosal healing, promoting mucosal reciliation, and debriding tissue by administering the compositions of the present invention are also presented.

Abstract: A method of requesting a plurality of different characteristic indicators from a second communication apparatus (MS) in a wireless communication network comprising a first communication apparatus (BS) and a plurality of such second communication apparatuses (MS) which communicate with the first communication apparatus using a shared communication frame, the method comprising; the first communication apparatus (BS) transmitting (110) a single standing instruction to the second communication apparatus (MS) to interchange between sending the different characteristic indicators in a feedback window allocated to the second communication apparatus in the shared communication frame.

Abstract: The present invention relates to ionic compositions for enhancing wound healing, particularly in the sinonasal cavity. The ionic components of the composition can include potassium, calcium, rubidium, zinc, bromide, and magnesium in an isotonic solution. In other embodiments, the ionic components of the composition can include magnesium, bromide, sulfate, sodium, and chloride. Methods of enhancing wound healing, enhancing sinonasal mucosal healing, promoting mucosal reciliation, and debriding tissue by administering the compositions of the present invention are also presented.

Abstract: The present invention relates to ionic compositions for enhancing wound healing, particularly in the sinonasal cavity. The ionic components of the composition can include potassium, calcium, rubidium, zinc, bromide, and magnesium in an isotonic solution. In other embodiments, the ionic components of the composition can include magnesium, bromide, sulfate, sodium, and chloride. Methods of enhancing wound healing, enhancing sinonasal mucosal healing, promoting mucosal reciliation, and debriding tissue by administering the compositions of the present invention are also presented.