Abstract: A data processing system implements transmitting an RF signal using a transmitter disposed at a first side of a produce container containing produce to be monitored for quality. The signal is transmitted on multiple frequencies. The system further implements receiving the signal using a receiver disposed at a second side of the produce container opposite the first side of the produce container so the signal passes through the produce; obtaining a sample signal output by the receiver responsive to receiving the signal that passed through the produce contained in the produce container; analyzing the sample signal to identify differences between the RF signal and the sample signal representative of the dielectric properties of the produce; determining an estimated quality level of the produce based on the differences between the RF signal and the sample signal; and outputting an indication of the estimated quality level of the produce.

Abstract: The invention provides compositions and methods for diagnosing a patient as having a myeloproliferative disease by identifying mutations in the MPL gene or gene products.

Abstract: A coupling for a roller tube of a window treatment system may include a body and/or one or more compliant members. The body may include a bore through a rotational axis of the coupling. The body may be configured to be received within the roller tube of the window treatment system. The body may define an outer surface. One or more compliant members may extend at an oblique angle from the outer surface of the coupling. The one or more compliant members may be configured to engage a smooth inner surface of the roller tube. The use of compliant members may enable a rigid connection of the coupling to the smooth inner surface of the roller tube surface, without the use of fasteners.

Abstract: Methods and systems are described herein for minimizing development time in artificial intelligence models by automating model selection based on dataset fittings of time-series data prior to hyperparameter optimization. The systems and methods described herein aim to reduce the redundancies and improve the efficiencies of model selection, model training, and/or hyperparameter selection. The systems and methods achieve this by using information about the attributes of the time-series dataset that may be used to determine a model that may be most effective at fitting a given dataset. If a model is selected prior to hyperparameter optimization, the time and resources spent training, fitting, and/or tuning models that are not selected can be avoided.

Abstract: A water filtration system is shown which uses a number of rigid tubular screen type filter elements having porous exterior and interior sidewalls. The interior sidewalls form an initially open interior axial bore. The filter elements are closed at a bottom end thereof and open at a top end thereof. An elongated spray bar is rotatably mounted for rapid rotation within the open interior axial bore of each of the tubular filter elements. The spray bar has a plurality of slots cut along the length thereof in a predetermined pattern and an internal bore which is in communication with a source of high-pressure air and high-pressure water. The application of high-pressure air or water provides a brief pressure pulse directed radially outward which causes the spray bar to rotate and spray air or water outwardly from the spay bar slots and through the interior sidewall of the porous filter elements to dislodge any collected filter cake from the exterior wall surfaces in use.

Abstract: Systems and methods for the creation of human-readable cyber incident reports from cyber incident logs, in which the cyber incident reports may link cyber incidents recorded in a cyber incident log to the existing knowledge sources. To do so, the systems and methods overcome the technical problems of conventional systems as well as the technical problems inherent in adapting artificial intelligence solutions to the creation of cyber incident reports.

Abstract: A technology is presented for the efficient matching of received data elements with medium to large sets of fluctuating matching rules. To cope with high volumes of data elements, a distributed architecture is used, which leverages optimized multi-rule evaluation approaches, like Intel's Hyperscan, to achieve sublinear computational complexity for the rule matching process. Processing of rule updates, and generation of corresponding optimized evaluation instructions is performed on a central management node, which distributes generated optimized matching code to multiple worker nodes for the actual matching process. Further, optimized multi-rule evaluation is combined with application of individual match rules, to support the fast application of matching rule changes if required. Compilation strategies are applied to eventually transform individually applied rules into a corresponding optimized multi-rule evaluation form.

Abstract: A prefilled syringe safety device and injector for use with a syringe. The prefilled syringe safety device and injector includes a cartridge, a casing, a tube, a biasing member, a ring and a plunger slider. The cartridge supports the syringe therein. The cartridge is supported within the casing. The tube includes a tube distal end. The tube is slidably engaged with the cartridge and can be in an extended state and in a retracted state. When in the retracted state, the needle of the syringe extends beyond the tube distal end and the casing distal opening. The biasing member is engaged with the cartridge and the tube to bias the tube in the extended state. The ring includes a protrusion and is engaged with the tube and the biasing member. The protrusion is positioned within the track. The plunger slider engages with the plunger of the syringe.

Abstract: Methods and systems are described herein for minimizing development time in artificial intelligence models by automating model selection based on dataset fittings of time-series data prior to hyperparameter optimization. For example, the system may apply a profiling model using a time-series embedding of the dataset combined with the aggregate statistical profile. In either case, the profiling model may be trained on the scoring policy and/or a time-series embedding of the dataset combined with the aggregate statistical profile to determine a likelihood of the effectiveness of a given model on the given dataset and/or likely hyperparameters for the given model.

Abstract: Systems and methods for generating dynamic quick actions for an application in a web browser. The dynamic quick actions correspond to various functions of an application accessible via a web browser sidebar interface. When a hover event is detected in association with an icon of the application, a quick-actions card is generated that includes quick actions of the application from which the user can select. For instance, a selection of a quick action triggers the web browser to execute an action that causes the application function to be performed. Thus, application functions are able to be surfaced and controlled via a single input device selection (e.g., a mouse click).

Abstract: A system and method for controlling current distribution to electrical brushes used in a dynamoelectric machine is disclosed. The approach includes using an arrangement of resistor devices electrically connected to the electrical brushes to control a distribution of a flow of the electrical current between an external source and the electrical brushes. The arrangement of the resistor devices is configured to control an amount of the flow of the electrical current that is distributed to individual brushes and/or one or more groups of brushes while the dynamoelectric machine is operating.

Abstract: A vehicle including a detection unit and a processor is disclosed. The detection unit may be configured to capture images outside the vehicle. The processor may obtain inputs from the detection unit, and determine that the vehicle may be within a predefined distance of a car wash entry point associated with a car wash station. The processor may determine a first action to be performed when the vehicle is within the predefined distance. The first action includes one or more steps. The processor may be configured to output a first notification to perform a first step, determine that the first step is completed, and output a second notification to perform a second step responsive to a determination that the first step is completed. The processor is further configured to determine that the second step is completed, and output a third notification when the first and second steps are completed.

Abstract: A latch assembly is described for use with a pivoting hitch device that allows the pivoting of a bicycle rack away from the rear of a vehicle to allow access to a lift gate, tail gate, trunk, hatchback, or other rear access point for a vehicle. The pivoting hitch device has two support members that are pivotally attached to one another. The latch assembly is attached to one of the support members of the pivoting hitch device, and may have an actuator, a latch bar, and a connecting member that connects the actuator to the latch bar. A latch member is attached to the other support member of the pivoting hitch device. The latch bar engages the latch member to secure the two support members in relation to one another and prevent pivotal movement.

Abstract: One aspect of the present invention is a jet assembly housing top for helping an applicable jet assembly dispense or eject a fluid and a large amount of bubbles to a setting. Another aspect is a jet assembly for dispensing or ejecting a fluid and a large amount of bubbles to a setting. A further aspect is a fluid pump that includes a jet assembly for dispensing or ejecting a fluid and a large amount of bubbles to a setting. Each aspect includes an air tube that draws or pulls in air from outside a setting when in use so that the applicable jet assembly is able to dispense or eject a fluid and a large amount of bubbles to a setting. An embodiment of a jet assembly housing top is a two-piece device comprised of an outer, larger top or cover and an inner, smaller top or cover.

Abstract: Systems and methods for validating added components for a vehicle. In some aspects, the system may determine from a plurality of cryptographic tokens related to a plurality of assets, a cryptographic token corresponding to a validation request for an asset and received from a computing device. The system may determine whether one or more added components from the validation request are capable of being integrated with the asset in presence of one or more base components for the asset from the cryptographic token. In response to determining that the one or more added components are being integrated, the system may determine, using a first machine learning model, whether the one or more added components are credible. In response to determining that at least one component of the one or more added components is not credible, the system may generate an alert indicating the at least one component as not credible.

Abstract: Various examples describe a livestock monitoring bolus. A sensor signal may comprise a rotational component describing a rotation of the sensor within an animal and a linear component describing a linear movement of the sensor within the animal. The rotational component may be used to identify an animal respiration signal. The animal respiration signal and the linear component may be used to generate a respiration-corrected linear component. An animal heart signal may be detected from the respiration-corrected linear component.

Abstract: A proxy mesh that includes a plurality of proxy vertices is generated by projecting a visual mesh that includes a plurality of visual vertices onto a fitting plane. The visual mesh is of a character model. Each of the plurality of proxy vertices indicates a respective bone of the character model. A vertex weight associated with each of the plurality of proxy vertices of the proxy mesh is determined. Each of the vertex weights indicates how much the respective proxy vertex impacts a position of a visual vertex of the plurality of visual vertices that is adjacent to the respective proxy vertex. A position of each of the plurality of visual vertices is adjusted based on the determined vertex weights of a subset of the plurality of proxy vertices that are adjacent to the respective visual vertex.

Abstract: A system for controlling a turbine is disclosed. The system includes a turbine control fuel governor that has a plurality of VCPIDs operating in parallel with one another. Each VCPID is associated with a respective turbine parameter and one or more external parameters. Each VCPID incorporates feedback from the parallel operating VCPIDs to feed an integral term of a current VCPID in the following manner: a previous derivative gain and a previous proportional gain are summed and subtracted from a selected output for the turbine to yield a result, and the result is input to an integral gain portion of the current VCPID.

Abstract: The present invention provides an aqueous pharmaceutical oral suspension of Pirfenidone at a concentration of 89 mg/ml, which would be useful to paediatric and geriatric patients because of the case of administration. In addition, one can easily titrate the dose in case required for individual patient dosage regimens.

Abstract: The disclosed embodiments provide a system for processing data. During operation, the system determines activity features for candidates that match parameters of a search from a moderator of an opportunity, wherein the activity features include an amount of interaction between a candidate and additional moderators and a frequency of visits by the candidate to a platform used to conduct the interaction between the candidate and the additional moderators. Next, the system applies a machine learning model to the activity features to produce activeness scores representing levels of activity of the candidates with respect to the platform. The system then generates a ranking of the candidates according to the activeness scores. Finally, the system outputs at least a portion of the ranking as a set of search results of the search.