Abstract: Systems, methods and apparatus are provided for soil testing. In some embodiments, a soil sample quality criterion is determined and associated with the soil sample. In some embodiments a soil characteristic measurement is additionally taken and associated with the soil sample. In some embodiments, the soil sample and its associated data are associated with a container in which the soil sample is placed.

Abstract: A cargo system for an aircraft may include one or more of the following: a cargo deck configured for the receipt of bulk cargo, the cargo deck including at least one deck panel; and a cargo transport system including a track for moving a cargo container; and at least one floor fixture exposed on the cargo deck, where the cargo transport system includes an installed state and an uninstalled state, the track being secured to the floor fixture when the cargo transport system is in the installed state and the track being displaced from the cargo deck when the cargo transport system is in the uninstalled state.

Abstract: A seat post assembly includes a first tube moveable along an axis between a first position and a second position and a second tube telescopically moveable along the axis relative to the first tube between a retracted position and an extended position. A positioning assembly configured to adjustably position the second tube relative to the first tube. An electric actuator is adapted to be automatically electrically connected to a power source when the first tube is moved from the first position to the second position, and automatically electrically disconnected from the power source when the first tube is moved from the second position to the first position. The electric actuator is movable to actuate the positioning assembly in response to an electrical current adapted to be transmitted from the power source when the first tube is in the first position to adjustably position the second tube relative to the first tube.

Abstract: The present application provides a suspension device and an X-ray imaging system. The suspension device is configured to bear a tube device of an X-ray imaging system. The suspension device includes a plurality of sleeves and a guide rail assembly. Cross-sections of the plurality of sleeves have substantially the same shape but different sizes. The plurality of sleeves are sequentially arranged. The guide rail assembly is provided between at least one sleeve and another sleeve adjacent thereto. The guide rail assembly includes a protruding member extending along a surface of the at least one sleeve and a sliding member provided on the another sleeve and engaging with the protruding member. The sliding member is capable of moving relative to the protruding member so as to drive the sleeves to move relative to each other.

Abstract: Systems and methods of the present disclosure are directed to a method for optimizing utilization of graphics processors for machine learning inference tasks. The method includes simultaneously rendering, by a computing system comprising one or more computing devices, a plurality of textures from an input to a machine-learned model. The method includes generating, by the computing system, a plurality of shaders based at least in part on a layout of the plurality of textures, wherein each of the plurality of shaders corresponds to at least one operator of a plurality of operators of the machine-learned model. The method includes processing, by the computing system using a Graphics Processing Unit (GPU), the plurality of textures with the plurality of shaders to obtain a machine-learning output for the machine-learned model.

Abstract: A product dispenser is configured to dispense products subject to a warning and products not subject to a warning, the product dispenser further configured to transmit a product warning notice only in response to a request to dispense a product subject to the warning. In another embodiment, a product dispenser is configured to dispense a food or beverage product and provide information indicative of an attribute of the food or beverage product, such as nutrition facts, as it is being dispensed. In another embodiment, a product dispenser is configured to enable a user to request a customized product from the product dispenser, to determine a first profile for the customized product blend, compare the first profile to a second profile, and reformulate the customized product blend to a dispensed product blend comprising a third profile approximating the second idealized profile.

Abstract: A method, system and apparatus are disclosed for preventing fallback into a sucker rod pump. In an embodiment, a sucker rod fallback preventer filter includes a body, wherein the body comprises a plurality of slots. The sucker rod fallback preventer filter also includes a check valve disposed within a cavity of the body, wherein the check valve is openable and closeable within the cavity. The fluid flow opens and closes the check valve. In addition, sucker rod fallback preventer filter includes a seat disposed within the cavity. Further, the fallback preventer filter is disposed between a sucker rod coupling and a sucker rod pump. In addition, the body comprises a plurality of slots, wherein the plurality of slots are of a sufficient size to allow fluid to flow therethrough but not allow particulate matter to pass therethrough. Moreover, the check valve forms a seal when in contact with the seat to prevent particulate matter from moving passed the seat in a direction of the sucker rod pump.

Abstract: The present document describes devices and methods for rendering multiple live-streams on a user interface (UI) with minimal resources. The UI is activated, having a first set of remote sensors loaded for rendering. The first set of remote sensors receive a first activation signal and begin streaming first data, which the UI renders. Respondent to an action changing the set of remote sensors to be rendered on the UI, a second set of remote sensors are loaded for rendering. The second set of remote sensors receive a second activation signal and begin streaming second data, which the UI renders while the first set of remote sensors continue streaming the first data. The first data is no longer streamed after a threshold time is reached.

Abstract: Embodiments of the present invention provide a method and system for procedural generation of synthetic diffusion-augmented graphical data set. The system is based on Artificial Neural network (ANN) that is trained to generate graphics in form of mathematical graphs. The system utilizes a pre-trained diffusion network and does not need retraining. The system comprises a graphical dataset in the pre-trained diffusion network and is capable of synthesizing all of its source data from the graphical dataset. The graphics are generated by a graphic generation engine which is implemented using traditional image processing and scalable vector graphics (SVG).

Abstract: A method and related system for presenting generated queries is disclosed. The method includes selecting a first context based on a set of inputs comprising a first query and determining a match between the first context and a stored context. The method also includes generating a second query based on the set of inputs with a first language model in response to the match, identifying an indicated portion of the second query using a second language model, and generating an issue indicator of the second query based on the indicated portion, where the first language model is configured with a schema of a target database and a first query set. The method may also include sending the data to the client device, wherein the data causes the client device to visually present a representation of the indicated portion concurrently with a representation of the issue indicator.

Abstract: A wireless device receives radio resource control (RRC) messages comprising configuration parameters of a multicast and broadcast service (MBS). The configuration parameters indicate: a first feedback operation with hybrid automatic repeat request (HARQ) feedback being enabled; and a second feedback operation with the HARQ feedback being disabled. A group common downlink control information (DCI) comprises a field indicating one of the HARQ feedback being enabled or the HARQ feedback being disabled. The wireless device receives a first group common DCI: scheduling a first transport block (TB) of the MBS; and comprising the field indicating the HARQ feedback being enabled. The wireless device transmits, based on the field indicating the HARQ feedback being enabled, a first HARQ feedback for the first TB.

Abstract: A body support includes a chassis defining a cavity. A spring pack is positioned in the cavity. The spring pack includes a plurality of strings. The strings each define a plurality of pockets. A spring is positioned in each of the pockets. The strings each have opposite top and bottom walls and a side wall extending from the top wall to the bottom wall. The side walls are air permeable. A comfort layer is positioned on top of the enclosure such that the comfort layer covers the spring pack.

Abstract: Large language models (LLMs) are able to provide robust results based on specified formatting and organization. Traditionally, however, users must form detailed queries to obtain desired results in a desired format. Accordingly, although LLMs are designed to receive natural language input, users often lack the skill, knowledge, or patience to utilize LLMs to their full potential. Ambient information and user history associated with device screenshots are leveraged to provide proactive artificial-intelligence (AI) assistance and query resolution in an LLM environment. In particular, screenshots associated with a computer display are continuously captured and analyzed to detect activity triggers for plugins, for example. In response to detecting an activity trigger, local context associated with one or more prior screenshots is collected. The collected context is then used to inform the plugin for performing the task, thereby reducing the burden placed on the user to input the required information.

Abstract: A system that analyzes a user's communications to select a promotion that is presented to the user. The analysis may occur in two stages: a first stage analyzes a single communication from a user to determine whether the user is a potential target for a promotion; for potential targets, a second stage analyzes a history of communications from the user to generate a user profile. The system may then select a promotion based on the profile. The profile may include a set of profile tags that are considerably more detailed and granular than traditional demographic data; tags may for example indicate user affiliations with groups or ideas (such as religions or political parties), or user life cycle stages. Using these rich, detailed user profile tags, the system may achieve promotion response rates far above those from traditional advertising, which relies on cookies or simple demographic categories.

Abstract: Disclosed is a water-soluble biodegradable dispersant composition having a low to medium molecular weight carboxylated polysaccharide functionalized with at least one mono-valent (M+) cation and at least one di-valent (M++) cation and an optional adjunct material. More particularly, a laundry or detergent composition provides soil resistant textiles by means of treatment with an anti-soil redeposition agent carboxymethyl cellulose (CMC) comprising sodium-calcium carboxymethyl cellulose, sodium-magnesium carboxymethyl cellulose, sodium-zinc carboxymethyl cellulose. sodium-calcium-zinc carboxymethyl cellulose, sodium-calcium-magnesium-carboxymethyl cellulose or sodium-magnesium-zinc-carboxymethyl cellulose.

Abstract: A photovoltaic shade structure may include a plurality of posts, a plurality of beams at least partially structurally supported by the posts, and a plurality of joists at least partially structurally supported by the beams. A plurality of solar panels may be at least partially structurally supported by the joists. Each of the joists may have a longest length that is substantially perpendicular with a longest length of each of the solar panels.

Abstract: A power transfer system may include a rotating magnetic core; a rotating high index core winding within the rotating magnetic core; a stationary high index core winding within the rotating high index core winding; and a stator referenced magnetic core within the stationary high index core winding. The power transfer system may include a rotor rectifier mounting plate, operatively attached to the rotating magnetic core, and/or a first and a second stationary high index core winding; and/or the stationary high index core winding and the stator referenced magnetic core do not rotate and/or the rotor rectifier mounting plate includes rectifiers to convert AC to DC; and/or the rotor rectifier mounting plate is further configured as a heat sink; and/or the rotor rectifier mounting plate is operatively attached to the rotating magnetic core via adhesive; and/or cooling fluid is allowed to pass through the power transfer system.

Abstract: Provided is a light emitting diode (LED) light source and an LED incandescent lamp with a coating cladding layer that includes a LED light source, which includes one or more LED chips coated with a phosphor material underlying layer exhibiting a colored appearance; and an outer coating having a coating composition, the coating composition includes a solvent, a binder, and a pigment. The LED light source having a small thickness, aesthetic appearance, and high light transmittance.

Abstract: Compositions and methods for inhibiting corrosion of metal surfaces are disclosed herein. Also disclosed are methods of manufacturing the corrosion inhibitors compositions. The corrosion inhibitor compositions include a reaction product of maleated fatty imidazoline formed from a fatty acid, e.g., maleated tall oil fatty acid and/or a maleated soya acid, with one or more amines. The reaction product can be further reacted with one or more of acrylic acid or acetic acid to form derivatives of a maleated fatty imidazoline acrylate compound or a maleated fatty imidazoline acetate compound, respectively.