Abstract: A part includes a sheet metal component having a predefined shape and at least one additively manufactured reinforcement deposited on, metallurgically bonded to, and extending along a surface of the sheet metal component. The at least one additively manufactured reinforcement can be a directed energy deposition (DED) reinforcement rib. Also, the at least one additively manufactured reinforcement can be deposited on the piece of sheet metal before the piece of sheet metal is formed into the predefined shape, or in the alternative, the at least one additively manufactured reinforcement can be deposited on the piece of sheet metal after the piece of sheet metal is formed into the predefined shape.

Abstract: Accurate tissue segmentation is performed without a priori knowledge of tissue type or other extrinsic information not found within the subject image, and may be combined with classification analysis so that diseased tissue is not only delineated within an image but also characterized in terms of disease type. In various embodiments, a source image is decomposed into smaller overlapping subimages such as square or rectangular tiles, which are sifted based on a visual criterion. The visual criterion may be one or more of image entropy, density, background percentage, or other discriminator. A convolutional neural network produces tile-level classifications that are aggregated to produce a tissue segmentation and, in some embodiments, to classify the source image or a subregion thereof.

Abstract: Large digital images are classified by analyzing them at a subimage level and assigning classification probabilities to the subimages; these may be combined into a classification probability for the entire image. Classification probabilities may be visualized across the image using probabilities computed for the subimages. This enables ready identification of the image subregions upon which classification is based as well as the classification scores or probabilities associated therewith. For example, a large source image—too large to be analyzed directly by a neural network—may be decomposed into smaller subimages such as square tiles, which are sifted based on a visual criterion. The visual criterion may be image entropy, density, background percentage, or other discriminator. A neural network produces tile-level classifications that are aggregated to classify the source image, and overlapping tiles are used to create a probability map showing subimage probabilities.

Abstract: An automotive panel assembly includes, among other things, a first panel, a second panel, a flange of the first panel folded over an edge region of the second panel to hem together the first and second panel, and a dimple of the flange extending into an aperture within the edge region of the second panel. At least a portion of the aperture is exposed.

Abstract: An automotive panel assembly according to an exemplary aspect of the present disclosure includes a first panel, a second panel, and a flange of the first panel folded over an edge region of the second panel to hem together the first and second panels. The flange of the first panel includes a textured geometry that interlocks with a textured geometry of the edge region.

Abstract: A method of determining battery degradation retroactively using historical data is disclosed. The method includes the steps of collecting state of charge (SOC) and DC ampere data for a predetermined time period; determining a delta (?) SOC based on the data collected; creating a set of SOC regimes having a size based on ?SOC; filtering the SOC data and determining a set of points which indicate a charging or discharging event; and calculating overall Coulombs associated with each charging or discharging event and for each event, producing a timestamp and Coulombs associated with each event.

Abstract: An automotive panel assembly includes, among other things, a first panel, a second panel, a flange of the first panel folded over an edge region of the second panel to hem together the first and second panel, and a dimple of the flange extending into an aperture within the edge region of the second panel. At least a portion of the aperture is exposed.

Abstract: Methods, systems, and apparatuses for the accelerated aging of beverages, including distilled spirits are disclosed. A spirit is aged through a modular approach that targets development of individual sensory characteristics. In one embodiment, a spirit undergoes ultrasonic cavitation in the presence of wood chips, heating in the presence of wood chips, ultrasonic cavitation without wood chips, heating without wood chips, and intermittent aeration. The process is operable to produce a highly customized spirit and achieve a taste, bouquet, and color similar to that of traditionally aged spirits.

Abstract: Methods, systems, and apparatuses for the accelerated aging of beverages, including distilled spirits are disclosed. A spirit is aged through a modular approach that targets development of individual sensory characteristics. In one embodiment, a spirit undergoes ultrasonic cavitation in the presence of wood chips, heating in the presence of wood chips, ultrasonic cavitation without wood chips, heating without wood chips, and intermittent aeration. The process is operable to produce a highly customized spirit and achieve a taste, bouquet, and color similar to that of traditionally aged spirits.

Abstract: Large digital images are classified by analyzing them at a subimage level and assigning classification probabilities to the subimages; these may be combined into a classification probability for the entire image. Classification probabilities may be visualized across the image using probabilities computed for the subimages. This enables ready identification of the image subregions upon which classification is based as well as the classification scores or probabilities associated therewith. For example, a large source image—too large to be analyzed directly by a neural network—may be decomposed into smaller subimages such as square tiles, which are sifted based on a visual criterion. The visual criterion may be image entropy, density, background percentage, or other discriminator. A neural network produces tile-level classifications that are aggregated to classify the source image, and overlapping tiles are used to create a probability map showing subimage probabilities.

Abstract: Methods, systems, and apparatuses for the accelerated aging of beverages, including distilled spirits are disclosed. A spirit is aged through a modular approach that targets development of individual sensory characteristics. In one embodiment, a spirit undergoes ultrasonic cavitation in the presence of wood chips, heating in the presence of wood chips, ultrasonic cavitation without wood chips, heating without wood chips, and intermittent aeration. The process is operable to produce a highly customized spirit and achieve a taste, bouquet, and color similar to that of traditionally aged spirits.

Abstract: A device for securing a movable panel relative to a vehicle body includes a housing, a plunger, a handle, and a spring. The housing defines a bore and a slot. The plunger includes a shaft and a clamp extending radially outward from the shaft. The shaft extends through the bore and is coupled to the housing for relative axial and rotational movement relative to the housing. The handle is fixedly coupled to the shaft and extends through the slot. The spring biases the clamp toward the housing.

Abstract: A vehicle puddle lamp assembly is provided herein. The vehicle puddle lamp assembly includes a housing having a housing retainer. A light source is supported by the housing. A cover is removably coupled to a base portion of the housing. An optical member is disposed between the housing and the cover. The optical member may include an image filter thereon. The image filter is configured to form a desired image pattern on a surface proximate the housing.

Abstract: A vehicle latch is disclosed herein, the vehicle latch, having: a first gear with a first gear pitch radius that reduces from a first gear tooth to an ending gear tooth; a second gear with a second gear pitch radius that increases from a first gear tooth to an ending gear tooth, the second gear being rotatably mounted to the latch for movement about a second gear axis; and wherein rotation of the second gear causes a claw of the latch to move from a first position to a second position, the second position corresponding to a closed state of the latch.

Abstract: A vehicle puddle lamp assembly is provided herein. The vehicle puddle lamp assembly includes a housing having a housing retainer. A light source is supported by the housing. A cover is removably coupled to a base portion of the housing. An optical member is disposed between the housing and the cover. The optical member may include an image filter thereon. The image filter is configured to form a desired image pattern on a surface proximate the housing.

Abstract: A device for securing a movable panel relative to a vehicle body includes a housing, a plunger, a handle, and a spring. The housing defines a bore and a slot. The plunger includes a shaft and a clamp extending radially outward from the shaft. The shaft extends through the bore and is coupled to the housing for relative axial and rotational movement relative to the housing. The handle is fixedly coupled to the shaft and extends through the slot. The spring biases the clamp toward the housing.

Abstract: Adjustable mount apparatus for use with vehicles and related methods are disclosed. An example apparatus includes a mount for a vehicle. The mount has a first portion to receive an object to be carried by the mount and a second portion that is pivotably coupled to the first portion. The second portion is to slidably couple to a right or left side of the vehicle.

Abstract: Adjustable mount apparatus for use with vehicles and related methods are disclosed. An example apparatus includes a mount for a vehicle. The mount has a first portion to receive an object to be carried by the mount and a second portion that is pivotably coupled to the first portion. The second portion is to slidably couple to a right or left side of the vehicle.

Abstract: A mount for a roof-mounted autonomous vehicle sensor assembly includes a cap, a seal, and a plurality of support members. The mount is compatible in shape with a moonroof opening in a vehicle roof panel. The cap is sized to overlap the moonroof opening. The cap has a plurality of attachment features to connect to the sensor assembly. The seal is to be disposed between the cap and the roof panel. The plurality of support members connects the cap to roof rails.

Abstract: The present invention relates methods for identifying bromodomain inhibiting compounds.