Abstract: A computer-implemented method optimizes a neural network. One or more processors define layers in a neural network based on neuron locations relative to incoming initial inputs and original outgoing final outputs of the neural network, where a first defined layer is closer to the incoming initial inputs than a second defined layer, and where the second defined layer is closer to the original outgoing final outputs than the first defined layer. The processor(s) define parameter criticalities for parameter weights stored in a memory used by the neural network, and associate defined layers in the neural network with different memory banks based on the parameter criticalities for the parameter weights. The processor(s) store parameter weights used by neurons in the first defined layer in the first memory bank and parameter weights used by neurons in the second defined layer in the second memory bank.

Abstract: A measuring method is provided. A probe and a first sensor are disposed over a jig including a bar protruding from the jig. The probe is moved until a first surface of the probe is laterally aligned with a second surface of the bar facing the jig. A first distance between the second surface of the bar and the first sensor is obtained by the first sensor. The probe and the first sensor are disposed over a magnetron. Magnetic field intensities at different elevations above the magnetron are measured by the probe. A method for forming a semiconductor structure is also provided.

Abstract: Systems and methods relating to communication over relatively low power protocols by adding reliability functionality are presented. Sent messages having reliability functionality include an acknowledgment request flag that indicates that the message includes a request to acknowledge the request once received and an application payload that includes data for the message. The acknowledgment request flag causes responding devices to send an acknowledgment message to the sending device indicating that the sent message has been received.

Abstract: This present disclosure provides a method for generating diagrammatic representation of an area. The method includes obtaining, by an electronic device (100), sensor data over a period of time of a plurality of locations of the area. Further, the method includes generating, by the electronic device (100), a heat map of the sensor data of each of the location of the area. Further, the method includes generating, by the electronic device (100), the diagrammatic representation of the area based on the heat map of the sensor data.

Abstract: Embodiments of systems and methods for the conversion of documents to reusable content types are disclosed herein. Embodiments may extract the content and metadata of the original document and identify a set of reusable resources from the content and metadata. These reusable resources can each be one of a set of content types common across a plurality of document authoring platforms. Each of the content types may be represented using a content type object associated with that content type. The reusable resources identified by the parsing of the content and metadata of the original document may thus be represented with corresponding reusable objects in a content type format common to a plurality of document authoring tools.

Abstract: Implementing a hardware description language (HDL) memory includes determining, using computer hardware, a width and a depth of the HDL memory specified as an HDL module for implementation in an integrated circuit (IC), partitioning, using the computer hardware, the HDL memory into a plurality of super slices corresponding to columns and the plurality of super slices into a plurality of super tiles arranged in rows. A heterogeneous memory array may be generated, using the computer hardware. The heterogeneous memory array is formed of different types of memory primitives of the IC. Input and output circuitry configured to access the heterogeneous memory array can be generated using the computer hardware.

Abstract: The present disclosure relates to a modified epoxy resin having the formula (I): wherein R is R1, R2 or a combination of R1 and R2; R1 and R2 are independently alkyl group having 1 to 32 C atoms, branched alkyl group having 1 to 32 C atoms, Cyclo-aliphatic group, substituted cycloaliphatic group, aromatic group, substituted aromatic group, biaryl or alkyl substituted biaryl group, methyl bridged aromatic group, cycloaliphatic-aromatic group or Ar—Z—Ar group; X and Y are independently O, —C(O)O—, or an amine group. Z is dicyclopentadiene; R3 and R4 are independently either H, alkyl group, branched alkyl group, alkoxy group, substituted biaryl group or methyl bridged aromatic group; R4 and R3 optionally forming a fused aromatic ring or a fused hetero aromatic ring; n is 0 to 1 with n=0>75%; and N is 1-20.

Abstract: Polyol component(s) for a recyclable polyurethane system is disclosed. The recyclable polyurethane system comprises a polyol component having a structural Formula (I), a polyol component having a structural Formula (II) or a polyol component having a structural Formula III and an isocyanate curing agent. A process(es) for preparing the polyol component having the structural Formula (I), the polyol component having the structural Formula (II) and the polyol component having the structural Formula (III) is also disclosed.

Abstract: Implementing an asymmetric memory having random port ratios using memory primitives can include detecting, using computer hardware, a hardware description language (HDL) random access memory (RAM) within a circuit design. The HDL RAM is asymmetric. Using computer hardware, a number of a plurality of memory primitives needed to implement the HDL RAM as a RAM circuit are determined based on a maximum port width ratio of the memory primitives defined as 1:N and a port width ratio of the HDL RAM defined as 1:M, wherein each of M and N is an integer and a power of two and M exceeds N. The RAM circuit is asymmetric. Using the computer hardware, a write circuit and/or a read circuit can be generated for a first port of the RAM circuit. Further, using the computer hardware, a write circuit and/or a read circuit can be generated for a second port of the RAM circuit.

Abstract: A two-start helical heat exchanger comprises a helical baffle extending along a length of the heat exchanger and having first and second surfaces, wherein: the first surface of the baffle is arranged to provide a first helical fluid flow path for a first fluid; and the second surface of the baffle is arranged to provide a second helical fluid flow path for a second fluid, wherein the second fluid flow path is arranged in counter-flow with the first fluid flow path and a casing within which the baffle is mounted. The baffle is arranged such that first and second fluid flow paths are in thermal contact with each other through the baffle, and in thermal contact with the casing. The heat exchanger may be incorporated into a power converter, for example to cool the power converter. The heat exchanger may be used on an aircraft.

Abstract: An appliance door closure assembly is provided and comprises an inner door selectively coupled with an outer door. An anchor is in connection with the inner door and defines a retention space. A latch assembly is in connection with the outer door. The latch assembly includes a first cam having a first contact surface and pivotally coupled to a base. A second cam has a second contact surface engaged with the first contact surface of the first cam. The latch assembly is movable between a first position and a second position.

Abstract: The present invention relates to compositions and methods useful for the treatment of lupus using a humanized IgG1 anti-CD6 monoclonal antibody (T1h) that binds to the SRCR domain 1 (D1) of CD6 without blocking the interaction of CD6 with the CD6 ligand Activated Leukocyte Cell Adhesion Molecule (ALCAM).

Abstract: Threads and kernels across multiple server instances may maintain static connections to a database during operation. To apply a patch or other upgrade to the database, a notification may be sent to the database system that causes the database system to redirect new incoming connection requests for the database to a backup database. A second notification may also be sent to each of the server instances where threads maintain active connections to the database. These threads may be allowed to finish executing a current job, then when entering the idle state these threads may be directed to refresh their connections. This refresh operation may be redirected to the backup database. The patch may be applied after all connections have been switched to the backup database. This process switches static connections to the backup database as quickly as possible without interrupting existing thread operations.

Abstract: The present disclosure provides imaging and contrast agents, and methods of using the agents. According to some embodiments of the disclosure, agents and methods for magnetic resonance imaging and related technologies are provided.

Abstract: Disclosed is a system for analyzing and structuring data records, wherein the system comprises a server arrangement operable to: extract data records from publicly available data sources; identify a class of each of the data records; analyze one or more parameters related to each of the data records to calculate a data potency score for each of the data records, wherein the one or more parameters that are analyzed for a data record are selected based on the class of the data record; tag the data potency score with data record corresponding thereto; process the data records with corresponding tagged data potency scores into a uniform format; and store the processed data records in a database arrangement as structured data records.

Abstract: Disclosed is a system for automated document generation. The system comprises a database arrangement comprising a plurality of structured data records and a processing arrangement communicably coupled to the database arrangement. The processing arrangement receives a user input from a user relating to at least: a type of the document to be generated, information to be included in the document to be generated. Moreover, the processing arrangement analyzes user input relating to the type of document to be generated to determine related structured data records to be retrieved from the database arrangement, retrieves the related structured data records from the database arrangement, analyzes the related structured data records to determine attributes for the document to be generated and uses the determined attributes and the user input relating to the information to be included in the document to be generated to generate the document.

Abstract: A vessel sealer having a uniform pressure mechanism, detachable blade/cutter and detachable jaw assembly is disclosed. A bipolar surgical instrument, includes a jaw assembly having jaws connected to an outer tube, wherein the blade is connected to the blade pushing tube through a blade connector; a spring cap operatively engages said blade tube assembly wherein on disengagement of the said jaw assembly from an outer tube and said spring cap from said blade pushing tube are adapted to be detached from each other; a handle assembly, operatively coupled to said jaw assembly comprising a uniform pressure mechanism which contains primary spring, a secondary spring, wherein said uniform pressure mechanism enables closure of the jaws to ensure and exert a uniform pressure on the tissue and/or vessel.

Abstract: A tool may provide a real-time analysis of potential bottlenecks while threads wait on locks held by other threads. For each job currently operating on the server instance, the tool may access a list of threads and retrieve call stacks associated with those threads. The call stacks may then be analyzed to identify threads that are holding a lock, along with any corresponding threads that are waiting on the lock. The locks may be held on memory resources or any other type of computing resource. These bottlenecks may be identified and an adjustment of the configuration of the server instance may be triggered in response that is configured to reduce the likelihood that these types of bottlenecks may occur in the future.

Abstract: An appliance door closure assembly is provided and comprises an inner door selectively coupled with an outer door. An anchor is in connection with the inner door and defines a retention space. A latch assembly is in connection with the outer door. The latch assembly includes a first cam having a first contact surface and pivotally coupled to a base. A second cam has a second contact surface engaged with the first contact surface of the first cam. The latch assembly is movable between a first position and a second position.

Abstract: Embodiments for implementing optimized accelerators in a computing environment are provided. Selected instruction sequence code blocks derived from one or more application workloads may be consolidated together to activate one or more accelerators subject to one or more constraints and projections.