Abstract: An appliance includes a door adjustment feature with a housing that defines a cavity. A driven member is slidably movable within the cavity of the housing and a driving member is rotatably engaged with the driven member and configured to adjust a position of the driven member relative to the housing. A bracket is coupled with the door adjustment feature. The driven member is slidably movable relative to the door adjustment feature to a position where the bracket abuts the door adjustment feature and a position where the bracket is spaced from the door adjustment feature.

Abstract: Systems and methods for transfer learning are provided. According to one aspect, a method for transfer learning includes obtaining a target dataset, a source dataset, and a machine learning model trained on the source dataset; selecting a hard subset of the target dataset based on a similarity between the hard subset and the source dataset; computing a transferability metric for the target dataset based on the hard subset of the target dataset; and training the machine learning model using the target dataset based on the transferability metric.

Abstract: A refrigerator shelving system includes a nest, a boss, and a shelf. The boss extends outward from the shelf. The boss is configured to engage the nest to maintain the shelf in a stowed position. The boss is configured to disengage the nest to transition the shelf to an operational position.

Abstract: A system mounted in a vehicle includes a plurality of image-capture devices to capture a sequence of color images corresponding to a plurality of field—of views (FOVs) of a plurality of defined areas. The system includes one or more hardware processors to determine a health state of a crop plant and a growth state of the crop plant. A spray mode is determined and dynamically selected from a predefined list of spray modes based on the determined health state of the crop plant, the growth state of the crop plant, and a type of chemical to be sprayed from the obtained sequence of colour images. A different set of electronically controlled sprayer nozzles is automatically operated at different time instants to release the selected type of chemical from a predefined number of the electronically controlled sprayer nozzles based on the selected spray mode.

Abstract: A system mounted in a vehicle for agricultural applications includes a master apparatus and one or more slave apparatus. The master apparatus includes a central image-capture device and a master control device that is configured to acquire first geospatial location data including a first precision value and obtain location correction data from an external device. The master control device further generates a second geospatial location data including a second precision value by applying the location correction data to the first geospatial location data. The master control device further communicates the generated second geospatial location data to the slave control device. Thereafter, each slave control device is configured to determine one or more time slots in advance to automatically perform a determined action when the vehicle is in motion.

Abstract: A connected fitness platform can determine members are recognized during a live class or other live event, and seamlessly perform actions in response to or along with the recognition. The platform may determine a user or member is being recognized by an instructor or leader of the class/event, such as by tokenizing usernames and utilizing a semantic database to match or identify members represented by the usernames. The platform may then perform actions for the identified members.

Abstract: A refrigerator shelving system includes a first shelf, a second shelf, and a slide member. The first shelf has ramped surfaces defining a guideway and a nest disposed within the guideway. The second shelf is suspended from the first shelf. The slide member is secured to the second shelf. The slide member is configured to slide linearly relative to the second shelf. The slide member has a protrusion extending outward therefrom. In response to upward forces acting on the second shelf, the protrusion engages the ramped surfaces and the nest to transition between operational and stowed positions.

Abstract: A refrigerator shelving system includes a first shelf, a second shelf, and a slide member. The first shelf has ramped surfaces defining a guideway and a nest disposed within the guideway. The second shelf is suspended from the first shelf. The slide member is secured to the second shelf. The slide member is configured to slide linearly relative to the second shelf. The slide member has a protrusion extending outward therefrom. In response to upward forces acting on the second shelf, the protrusion engages the ramped surfaces and the nest to transition between operational and stowed positions.

Abstract: A refrigerator shelving system includes an upper shelf, suspenders, rails, and a lower shelf. The upper shelf has nests disposed along a bottom side of the upper shelf. The suspenders are rotatably secured to the upper shelf. The rails are suspended from the upper shelf via the suspenders. The lower shelf is slidably secured to the rails and has bosses extending laterally outward therefrom. Each of the bosses are configured to engage one of the nests to maintain the lower shelf in a stowed position. The lower shelf is configured to slide forward from the stowed position to an intermediate position via the rails to disengage the bosses from the nests. The lower shelf is configured to rotate downward and rearward via the suspenders to transition from the intermediate position to an operational position.

Abstract: A refrigerator shelving system includes an upper shelf, suspenders, rails, and a lower shelf. The upper shelf has nests disposed along a bottom side of the upper shelf. The suspenders are rotatably secured to the upper shelf. The rails are suspended from the upper shelf via the suspenders. The lower shelf is slidably secured to the rails and has bosses extending laterally outward therefrom. Each of the bosses are configured to engage one of the nests to maintain the lower shelf in a stowed position. The lower shelf is configured to slide forward from the stowed position to an intermediate position via the rails to disengage the bosses from the nests. The lower shelf is configured to rotate downward and rearward via the suspenders to transition from the intermediate position to an operational position.

Abstract: An apparatus includes a housing defining a chamber and including a panel including at least one aperture, at least one sensor fixed inside the chamber and having a field of view through a lens and the aperture, at least one annular disc attached to the sensor concentrically around the lens and including a radially outer edge contactlessly exposed to the chamber, and at least three vanes extending from the disc to the panel and arranged radially asymmetrically around the disc.

Abstract: An apparatus includes a housing defining a chamber and including a panel including an aperture, a sensor fixed inside the chamber and having a field of view through a lens and the aperture, and an annular disc attached to the sensor concentrically around the lens and including a radially outer edge contactlessly exposed to the chamber. An annular slot is defined by the disc. The slot extends at least 180° around the lens.

Abstract: An assembly includes a housing having a chamber. A pressure source is in fluid communication with the chamber. A first sensor window and a second sensor window are each defined by the housing. The housing has a first port and a second port each in fluid communication with the chamber. The first port is adjacent the first sensor window, and the second port is adjacent the second sensor window.

Abstract: A method of changing the climate of the interior of a vehicle comprises: accepting data from an electronic device of an anticipated passenger of a vehicle, the vehicle having an interior with a climate, and data from the vehicle; analyzing both the data from the electronic device and the vehicle pursuant to a thermal comfort model to determine whether the climate would be comfortable to the anticipated passenger; if the climate would not be comfortable, then controlling one or more systems of the vehicle to change the climate until the climate would be comfortable to the anticipated passenger pursuant to the thermal comfort model before the anticipated passenger enters the interior of the vehicle; and picking up the anticipated passenger. Analyzing the data from the electronic device includes estimating the amount of chemical energy that the anticipated passenger is transforming into heat.

Abstract: An occluded area on a vehicle sensor is identified by localizing the vehicle in space. A discrepancy between historic image data and real-time image data from the sensor is determined, and a cleaning actuator is actuated based on the determined discrepancy.

Abstract: A system includes a processor and a memory. The memory stores instructions executable by the processor to detect an occlusion on a surface in a vehicle sensor optical path based on a segmentation of sensor image data, and to select a cleaning plan for the surface based on the detected occlusion, map data, and vehicle route data.

Abstract: A vehicle includes a rear window having hydrophobic portion, and a non-hydrophobic portion below the hydrophobic portion. A rear wiper system is mounted adjacent to a top of the rear window and includes a pivotable nozzle and a blower to direct an airstream through the nozzle onto the rear window.

Abstract: A system includes a processor and a memory storing instructions executable by the processor to predict a path of a liquid droplet on a surface, and then, actuate one or more vehicle components based on the path.

Abstract: An apparatus includes a housing defining a chamber and including a panel including at least one aperture, at least one sensor fixed inside the chamber and having a field of view through a lens and the aperture, at least one annular disc attached to the sensor concentrically around the lens and including a radially outer edge contactlessly exposed to the chamber, and at least three vanes extending from the disc to the panel and arranged radially asymmetrically around the disc.

Abstract: A system, comprising a computer that includes a processor and a memory, the memory storing instructions executable by the processor to actuate a first actuator movingly connected to the camera cover and the light to move the calibration pattern and the light to cover a lens window of a camera. The processor can further execute instructions to actuate a second actuator movingly connected to the calibration pattern and the light to move the calibration pattern and the light along an optical axis of the camera.