Abstract: A method of neural network model compression is performed by at least one processor and includes receiving an input neural network and an input mask, and reducing parameters of the input neural network, using a deep neural network that is trained by selecting pruning micro-structure blocks to be pruned, from a plurality of blocks of input weights of the deep neural network that are masked by the input mask, pruning the input weights, based on the selected pruning micro-structure blocks, selecting unification micro-structure blocks to be unified, from the plurality of blocks of the input weights masked by the input mask, and unifying multiple weights in one or more of the plurality of blocks of the pruned input weights, based on the selected unification micro-structure blocks, to obtain pruned and unified input weights of the deep neural network.

Abstract: A system for classification using expert data includes at least a processor includes an expert submission processing module operating on the at least a processor configured to receive at least an expert submission relating constitutional data to ameliorative recommendation data, a model generator operating on the at least a processor configured to convert the at least an expert submission into training data, and an expert learner operating on the at least a processor configured to generate, using a machine learning process, a plurality of ameliorative outputs as a function of the training data and a constitutional inquiry, receive a significant category, calculate a plurality of significance scores as a function of each of the plurality of ameliorative outputs and the significant category, and rank each of the plurality of ameliorative outputs as a function of each of the plurality of significance scores.

Abstract: Disclosed are systems and methods for validating institutional or individual credentials and generating public facing electronic insignias representative of the validated credentials. Financial institutions maintain vast amounts of data regarding customers, and in particular data relating to financial history and performance. The disclosed systems and methods provide a novel framework for leveraging such data in order to generate and/or validate credential data. In some embodiments, an immutable ledger maintained at one or more databases in communication with financial institutions may store electronic credential records regarding an institution or individual that can be analyzed and accessed in order to assign an entity to a specific accreditation tier.

Abstract: This invention is an intrasacular aneurysm occlusion device with a proximal stent which is expanded to a globular shape within an aneurysm sac and then compressed into a bowl shape which covers the aneurysm neck. The device further comprises embolic members and/or embolic material which is inserted into a distal portion of the aneurysm sac. The proximal stent component covers the aneurysm neck so as to reduce blood flow into the aneurysm sac and the accumulated embolic members and/or embolic material in the distal portion of the aneurysm sac keeps the proximal stent in place.

Abstract: A vehicle includes a body, a pair of front gas springs coupling a pair of front wheel end assemblies to the body, and a pair of rear gas springs coupling a pair of rear wheel end assemblies to the body. At least one of the rear gas springs includes a cylinder, a rod extending within the cylinder and movable relative to the cylinder, the rod and the cylinder together at least partially defining a chamber having a variable volume and receiving a first pressurized gas therein, and an accumulator in communication with the chamber and containing a second pressurized gas therein. The second pressurized gas within the accumulator is held at a threshold pressure creating a first spring rate when the first pressurized gas is below the threshold pressure and a second spring rate when the first pressurized gas is above the threshold pressure.

Abstract: An assembly for generating electricity includes a circular track configured to rotate about a first axis of rotation, the circular track comprising a first magnet having a face that is at an angle with respect to the first axis of rotation, a second magnet positioned at a center of the circular track, wherein a face of the second magnet is an opposite polarity to the face of the first magnet such that the second magnet repels the first magnet to rotate the circular track, and a device for converting rotational motion from the circular track into electricity.

Abstract: Rotary in-line pumps as disclosed herein overcome drawbacks associated with known adverse flow conditions that arise from flow of certain types of materials through a material flow conduit. Such rotary in-line pumps provide for flow of flowable material within a flow passage of a material flow conduit (e.g., a portion of a pipeline, tubing or the like) to have a cyclonic flow (i.e., vortex or swirling) profile. Advantageously, the cyclonic flow profile centralizes flow toward the central portion of the flow passage, thereby reducing magnitude of laminar flow. Such cyclonic flow profile provides a variety of other advantages as compared to a parabolic flow profile such as, for example, increased flow rate, reduce inner pipeline wear, more uniform inner pipe wear, reduction in energy consumption, reduced or eliminated slugging and the like.

Abstract: A damper assembly includes an outer cylinder, an inner cylinder positioned at least partially within the outer cylinder, a cap coupled to the inner cylinder, and a plunger positioned radially inward from the inner cylinder and coupled to a rod. The plunger, the cap, and an interior of the inner cylinder at least partially define a first chamber. The suspension system further includes a passage extending through the rod and fluidly coupled with the first chamber, a piston coupled to the inner cylinder and extending radially outward toward the outer cylinder, a first port in fluid communication with the plunger through the passage, and a second port in fluid communication with the piston. The piston, an exterior surface of the inner cylinder, and the outer cylinder at least partially define a second chamber.

Abstract: Coated grain oriented electrical steel plates and methods of producing the same are provided. In an exemplary embodiment, a method includes producing molten steel with from about 2.5 to about 4 weight percent silicon, from about 0.005 to about 0.1 weight percent carbon, and from about 90 to about 97.5 weight percent iron. The molten steel is cast into a slab and then cold rolled into a plate having a surface. The plate is decarbonized using a decarbonization anneal, and then recrystallized using a recrystallization anneal to produce grain oriented electrical steel. A coating is applied overlying the surface, where the coating includes an organic radiation curable crosslinking agent and a photo-initiator. The coating is cured by exposing it to a radiation source.

Abstract: The present disclosure provides programmable osmotic-controlled oral compositions providing delayed release of a therapeutically acceptable amount of a drug. The programmable osmotic-controlled compositions of the disclosure provide a lag time that is independent of the presence or absence of food, type of food, pH, gastric emptying, gastric motility, and volume and viscosity of gastric fluid. The compositions of the disclosure can be programmed to provide a desired and precise lag time, and release drug, after the lag time, at a rhythm, e.g., that matches the human circadian rhythm of a condition's symptoms and/or of the individual being treated in the application of the therapy to optimize therapeutic outcome and minimize side effects.

Abstract: A center console for a motor vehicle, having a base portion and an armrest arranged on the base portion in a backrest position and which has a support face for an arm. In order to provide an adequate storage surface for the driver of a motor vehicle, there is provision for the armrest to have a pivot element which has an upper side which at least partially forms the support face in the backrest position and which can be pivoted forward with respect to the base portion about a front pivot axis which extends in the transverse vehicle direction into a storage position, in which a lower side of the pivot element forms a storage surface.

Abstract: A multi-layer body armor plate includes a strike plate; a mesh layer positioned over the strike plate, the mesh layer having a number of open cells; and an outer skin layer positioned over the mesh layer so as to encapsulate the open cells of the mesh layer between the strike plate and the outer skin layer. The open cells of the mesh layer may entrap air or may be filled with expandable, buoyant foam.

Abstract: A building intelligence gathering, assessment and decision-support system including a GPS system deployed about the Earth and supporting a plurality of GPS satellites for transmitting GPS signals to the surface of the Earth. A building data sensor network, including a plurality of GPS-tracked rooftop-mounted sensors, are mounted on the rooftop surface of the building, and adapted for collecting GPS-indexed data specifying conditions on the rooftop surface at particular dates and times of the year. The building rooftop conditions includes one or more conditions selected from the group consisting of snow load conditions, windspeed and direction, and temperature. The system also includes one or more hand-held mobile augmented-reality (AR) based rooftop navigation and inspection devices, each configured for communication with communication servers within a data center over a wireless data communication network.

Abstract: A non-volatile memory device includes arrays of non-volatile memory cells that are configured to the store weights for a recurrent neural network (RNN) inference engine with a gated recurrent unit (GRU) cell. A set three non-volatile memory arrays, such as formed of storage class memory, store a corresponding three sets of weights and are used to perform compute-in-memory inferencing. The hidden state of a previous iteration and an external input are applied to the weights of the first and the of second of the arrays, with the output of the first array used to generate an input to the third array, which also receives the external input. The hidden state of the current generation is generated from the outputs of the second and third arrays.

Abstract: A temperature measurement system for measuring a temperature of a measured surface includes: 1) a first temperature sensor; and 2) a reference surface including a second temperature sensor integrated therein. The first temperature sensor includes a field of view simultaneously covering both at least a portion of the measured surface and at least a portion of the reference surface, thus is configured for simultaneously taking a first measurement of both the portion of the measured surface and the portion of the reference surface. The first measurement of the reference surface taken by the first temperature sensor is compared to a second measurement taken by the second temperature sensor for use in calibrating the first temperature sensor.

Abstract: The technology relates to an intelligent weather data service for providing optimized weather forecast data using real time weather observation data in response to weather forecast requests. A weather data system may include a scorer job configured to obtain weather observation data and weather forecast data from a plurality of weather data sources and to generate a plurality of error scores for the weather forecast data over a predetermined time period, each of the plurality of error scores corresponding to one of the plurality of weather data sources and indicating, for a cell on a grid map, an amount or a probability of error in the weather forecast data by a weather data source in relation to the weather observation data; an observations index configured to index the weather observation data; a data store configured to store the plurality of error scores; and a fusion layer configured to receive and respond to a weather data request using the plurality of error scores.

Abstract: A wearable sound therapy device includes a housing, and a loop cord coupled to the housing for supporting the sound therapy device pendant from the neck of a user upon a torso of the user. Audio electronics are resident in the housing and include a bone-conduction transducer, an audio file storage medium storing an audio file, a power supply, and a transducer control unit structured to energize the bone-conduction transducer based on the stored audio file to bone-conduct sounds to the body of the user. The stored audio file can include a compressed audio file such as an MP3 or MP4 file of pure tone sounds.

Abstract: Aspects of the subject disclosure may include, for example, receiving, over a network, an authentication request from a user device for performing a function utilizing a first authentication method, obtaining network intelligence data for a mobile network over the network, and identifying a risk for each of multiple authentication methods in response to analyzing device security behavior and the network intelligence data. Further embodiments include identifying a first risk for the first authentication method and identifying a second risk for the function, determining the first risk is higher than the second risk, and identifying a second authentication method that is associated with the second risk. Additional embodiments include notifying the user device of the second risk for the function, and providing a recommendation to the user device to utilize the second authentication method to perform the function. Other embodiments are disclosed.

Abstract: Bin retrieval robots configured to pick or put-away bins within a logistics facility and to transport one or more picked bins. Methods and systems for autonomous picking or put-away of bins within a logistics facility that include the bin retrieval robot(s) are also disclosed. The systems include a remote server and at least one bin retrieval robot, wherein the remote server is configured to communicate with the bin retrieval robot(s) to send and receive picking data, and the bin retrieval robot(s) are configured to autonomously navigate and position within the logistics facility.

Abstract: High-temperature polymer aerogel composites, associated materials, associated methods of manufacture, and applications of polymer aerogel composites including engine covers comprising aerogel materials are generally described.