Abstract: A crop prediction system performs various machine learning operations to predict crop production and to identify a set of farming operations that, if performed, optimize crop production. The crop prediction system uses crop prediction models trained using various machine learning operations based on geographic and agronomic information. Responsive to receiving a request from a grower, the crop prediction system can access information representation of a portion of land corresponding to the request, such as the location of the land and corresponding weather conditions and soil composition. The crop prediction system applies one or more crop prediction models to the access information to predict a crop production and identify an optimized set of farming operations for the grower to perform.

Abstract: An example method includes capturing, via an x-ray machine, a plurality of x-ray images of a patient covering a number of different anatomy of the patient in any order, using a machine learning algorithm to process the plurality of x-ray images for identification of an anatomy in respective x-ray images of the plurality of x-ray images, associating a label with each of the plurality of x-ray images based on the identification of the anatomy, positioning each of the plurality of x-ray images upright based on a preset coordinate scheme for the anatomy, arranging the plurality of x-ray images into a predetermined order based on the species of the patient, and generating and outputting a data file including the plurality of x-ray images in the predetermined order, positioned upright, and labeled.

Abstract: An online agricultural system manages and optimizes interactions of entities within the system to enable the execution of transaction and the transportation of crop products. The online agricultural system accesses historic and environmental data describing factors that may impact crop product transactions and/or transportation to determine market prices for crop products and crop product transportation. Responsive to receiving a request from an entity, the online agricultural system determines an optimal transaction for the entity, such as a price for selling a crop product, an available crop product for purchase, or a transportation opportunity to transport a crop product.

Abstract: A space creating shower liner can have a window with a hoop fin rotatably and removably engaging a shower rod, a plurality of stiffening folds providing partial stiffness to the window, and a height less than a distance from the shower rod to a tub. Further, a liner can be removably engaged to the window, comprising a liner height less than the distance from the shower rod to the tub. The hoop fin causes the window and the liner to rotate about the shower rod, and the height and the liner height is greater than or equal to the distance from the shower rod to the tub.

Abstract: An example electrical connector includes a magnetic core embedded in the overmold and encircling conductive paths therein and a Hall-effect sensor embedded in the overmold and configured to sense a magnetic field of the magnetic core. The Hall-effect sensor generates an output that indicates whether or not the supply current flowing through the connector matches the return current flowing through the connector, and this output may be used to detect stray-current faults in which current bypasses the connector to return via alternative paths such as through a device chassis. The connector may include one or more supply wires embedded in the overmold, one or more return wires embedded in the overmold, one or more supply terminals embedded in the overmold and terminating the supply wires, and one or more return terminals embedded in the overmold and terminating the return wires.

Abstract: Systems and methods are provided for providing thermal protection to a power backplane printed circuit board. A distributed hotspot detection grid is included in the printed circuit board, the distributed hotspot detection grid comprising a plurality of passive temperature sensors spread across the printed circuit board to measure temperature increases. The plurality of passive temperature sensors are connected to a detection circuit for comparing signals from the passive temperature sensors to a reference signal. If the temperature increases on the PCB, electrical characteristics of at least one passive temperature sensor will change, resulting in a change of the input signal to the detection circuit. When the threshold is exceeded (indicating a potential short circuit or hotspot), the detection circuit outputs a shut down signal to the one or more power supplies connected to the of the backplane printed circuit board, to avoid catastrophic damage to the printed circuit board.

Abstract: An example method includes capturing, via an x-ray machine, a plurality of x-ray images of a patient covering a number of different anatomy of the patient in any order, using a machine learning algorithm to process the plurality of x-ray images for identification of an anatomy in respective x-ray images of the plurality of x-ray images, associating a label with each of the plurality of x-ray images based on the identification of the anatomy, positioning each of the plurality of x-ray images upright based on a preset coordinate scheme for the anatomy, arranging the plurality of x-ray images into a predetermined order based on the species of the patient, and generating and outputting a data file including the plurality of x-ray images in the predetermined order, positioned upright, and labeled.

Abstract: An accident detection system for providing movement data for processing using a ML model executed on a mobile device, the movement data being generated by the mobile device, receiving, from the ML model, a first prediction representative of an occurrence of a first accident, in response to receiving the first prediction, providing a first local alert on the mobile device, and selecting one of a first network and a second network for broadcasting a first remote alert to one or more end-points, if the first network is selected, the first remote alert is broadcast over the first network by the mobile device, and, if the second network is selected, the first remote alert is broadcast over the second network by an alerting module that is in communication with the mobile device.

Abstract: Various examples described herein provide for determining a first data input/output (I/O) type of a computing device module and a second data I/O type of an I/O switch module, where the computing device module and the I/O switch module are coupled through a backplane system that includes a retimer. In response to the first data I/O type matching the second data I/O type, a connection between the computing device module and the I/O switch module may be permitted or prevented via the retimer.

Abstract: A shower liner system configured to engage a shower rod having a rib with a strut slidably engaging the shower rod and a panel disposed approximately perpendicular to the strut having a top end and a bottom end. A liner can include a waterproof body with a top header disposed approximate the shower rod and having an engagement point, and a second header disposed away from the first header toward the floor. The top end of the panel engages the first header and the second end of the panel engages the second header. The rib is configured to hang at least a portion of the liner at an angle to the shower rod.

Abstract: A space creating shower liner can have a window with a hoop fin rotatably and removably engaging a shower rod, a plurality of stiffening folds providing partial stiffness to the window, and a height less than a distance from the shower rod to a tub. Further, a liner can be removably engaged to the window, comprising a liner height less than the distance from the shower rod to the tub. The hoop fin causes the window and the liner to rotate about the shower rod, and the height and the liner height is greater than or equal to the distance from the shower rod to the tub.

Abstract: An example electrical connector includes a magnetic core embedded in the overmold and encircling conductive paths therein and a Hall-effect sensor embedded in the overmold and configured to sense a magnetic field of the magnetic core. The Hall-effect sensor generates an output that indicates whether or not the supply current flowing through the connector matches the return current flowing through the connector, and this output may be used to detect stray-current faults in which current bypasses the connector to return via alternative paths such as through a device chassis. The connector may include one or more supply wires embedded in the overmold, one or more return wires embedded in the overmold, one or more supply terminals embedded in the overmold and terminating the supply wires, and one or more return terminals embedded in the overmold and terminating the return wires.

Abstract: Example implementations relate to a server node shutdown. For example, a system includes a control module and a secondary power supply. The control module includes a detect engine to detect an even that triggers a sequenced shutdown of a server node and prevent execution of the sequenced shutdown and execution of a data transfer. The control module also includes an initiate engine to initiate a data backup process, by a basic input/output system (BIOS) of the server node, to write data from a volatile memory location of the server node to a non-volatile memory location of the server node. The secondary power supply is to support the data backup process.

Abstract: A method for balancing air flow impedance within an enclosure. The method includes determining a configuration of each hardware module of a plurality of hardware modules arranged in a housing of the enclosure. The method also includes determining impedance settings for a plurality of adjustable air flow impedance elements within the housing, based at least in part on the configurations of the plurality of hardware modules, that will balance air flow impedances of the plurality of hardware modules. The method further includes setting the plurality of adjustable air flow impedance elements according to the determined impedance settings.

Abstract: Various examples described herein provide for causing operation of a cooling system of a computing device to be adjusted (e.g., reduced or disabled) during at least a portion of a backup operation, where data is copied from volatile memory of the computing device to non-volatile memory of the computing device. Some examples can be implemented with respect to a type 10 (T10) non-volatile dynamic inline memory module (NVDIMM) configuration.

Abstract: According to an example, a server may include a housing including a bottom portion, a first node defined by first and second printed circuit assemblies, and a second node defined by third and fourth printed circuit assemblies.

Abstract: A test and diagnostics circuit, methods and systems are described. An example test and diagnostics circuit includes a controller and a power monitor coupled to the controller. A load switch on the test and diagnostics circuit selectably implements a load from among multiple load values to test a computing and/or data storage system. The test and diagnostics circuit includes circuitry connecting the controller, the power monitor and the load switch to receive a test enable signal from a non-dedicated pin in a non-volatile dual inline memory module (NV-DIMM) slot to implement a test operation on the system.

Abstract: Example implementations relate to a parallel backup power supply. For example, a parallel backup power supply system can include a plurality of backup power supply cells that support a plurality of loads. Each of the backup power supply cells can include a charging module to charge an associated backup power supply cell among the plurality of backup power supply cells and a cell controller. The cell controller is to can be configured to control the charging module and communicate with a management module. The parallel backup power supply system can also include the management module to activate each of the plurality of backup power supply cells to provide backup power in parallel to the plurality of loads as each of the plurality of backup power supply cells is fully charged.

Abstract: Examples herein disclose receiving a communication indicating a number of loads supported by multiple nodes and determining an amount of power available at a backup power source. Based on the determination of the amount of power, the examples disclose delivering power to the multiple nodes from the backup power source.

Abstract: Systems and methods are provided for providing thermal protection to a power backplane printed circuit board. A distributed hotspot detection grid is included in the printed circuit board, the distributed hotspot detection grid comprising a plurality of passive temperature sensors spread across the printed circuit board to measure temperature increases. The plurality of passive temperature sensors are connected to a detection circuit for comparing signals from the passive temperature sensors to a reference signal. If the temperature increases on the PCB, electrical characteristics of at least one passive temperature sensor will change, resulting in a change of the input signal to the detection circuit. When the threshold is exceeded (indicating a potential short circuit or hotspot), the detection circuit outputs a shut down signal to the one or more power supplies connected to the of the backplane printed circuit board, to avoid catastrophic damage to the printed circuit board.