Abstract: A smart irrigation system including a mechanized irrigation machine having a main machine controller, a plurality of distributed controllers, and a communications network. The distributed controllers may be located at a plurality of spaced apart locations on the mechanized irrigation machine. The communications network may communicably couple the plurality of distributed controllers, the main machine controller, and local or remote cloud storage. Furthermore, the main machine controller and the plurality of distributed controllers may retrieve or store information from the local or remote cloud storage for maintenance, firmware updates, or troubleshooting of the mechanized irrigation machine. The distributed controllers may perform the following functions: individual tower motor control, span joint control, corner arm control, GPS guidance or positioning of one or more actuatable features of the smart irrigation system, and/or valve control of individual sprinklers for variable rate irrigation.

Abstract: A system and method for transferring an adversarial attack involving generating a surrogate model having an architecture and a dataset that mirrors at least one aspect of a target model of a target module, wherein the surrogate model includes a plurality of classes. The method involves generating a masked version of the surrogate model having fewer classes than the surrogate model by randomly selecting at least one class of the plurality of classes for removal. The method involves attacking the masked surrogate model to create a perturbed sample. The method involves generalizing the perturbed sample for use with the target module. The method involves transferring the perturbed sample to the target module to alter an operating parameter of the target model.

Abstract: Disclosed herein is a multilayer sintered ceramic body comprising at least one first layer comprising poly crystalline YAG, wherein the at least one first layer comprising poly crystalline YAG comprises pores wherein the pores have a maximum size of from 0.1 to 5 ?m, at least one second layer comprising alumina and zirconia wherein the zirconia comprises at least one of stabilized and partially stabilized zirconia, and at least one third layer comprising at least one of YAG, alumina, and zirconia, wherein an absolute value of the difference in coefficient of thermal expansion (CTE) between the at least one first, second and third layers is from 0 to 0.75×10-6/° C. as measured in accordance with ASTM E228-17, wherein the at least one first, second and third layers form a unitary, multilayer sintered ceramic body. Methods of making are also disclosed.

Abstract: A flow regulating valve for a respiratory treatment system is disclosed, as well as a vent arrangement comprising the flow regulating valve. The flow regulating valve may include an inlet, an outlet, and a variable conduit in fluid communication with the inlet and the outlet. The variable conduit may include a movable portion that may move to vary an impedance of the variable conduit, thereby regulating a flow rate of the air travelling through the variable conduit. Advantageously, the flow regulating valve may thus reduce wastage of air (e.g. humidified air) that is exhausted from a respiratory treatment system, while maintaining sufficient washout of air.

Abstract: A line launcher includes a launcher body extending along a longitudinal axis between a rear end and a front end. The line launcher further includes a handle, a trigger, and a removable battery. The line launcher further includes a compressed gas charge assembly. The line launcher further includes an elongated barrel coupled to the body at the front end. The line launcher further includes a throwline assembly, the throwline assembly including a projectile and a throwline, the projectile insertable into and ejectable from the elongated barrel.

Abstract: A lightshow control system for generating a lightshow across a plurality of pixels or mobile devices comprises a controller configured to receive a lightshow operator's input and to generate a plurality of lightshow parameters. The system comprises a beacon transmitter in communication with the lightshow controller and configured to receive the lightshow parameters from the lightshow controller, encode the lightshow parameters on a beacon signal, and broadcast the beacon signal to the pixels, wherein each pixel is configured to receive and decode the beacon signal to perform one or more display actions. The decoded beacon signal includes reference timing information to facilitate synchronization of the pixels. The display actions may be based in part on the individual pixel location which is determined by the pixel based on TDOA multilateration and/or trilateration from distinct audio signals emitted by a plurality of speaker nodes.

Abstract: A mobile irrigation system including a number of spans, a number of mobile irrigation towers supporting the spans, and a control system. The control system includes a position switch configured to be triggered and transmit a trigger signal and a controller configured to receive the trigger signal from the position switch. Upon receiving the trigger signal, the controller is configured to determine whether a current position of the mobile irrigation system equates to an auto-reverse position. If the current position equates to the auto-reverse position, the controller is configured to transmit a reverse direction signal to a drive motor of one of the mobile irrigation towers to reverse direction so that the drive motor reverses direction.

Abstract: An alignment control system for controlling an alignment of a plurality of mobile towers, each mobile tower supporting a section of conduit in an irrigation system comprises a plurality of tower angle measurement devices and a control processing element. Each tower angle measurement device is associated with a successive one of the mobile towers and is configured to measure an angle value which varies according to a rotation angle of the associated mobile tower relative to one or more of the other mobile towers. The control processing element is configured or programmed to receive the angle value from each tower angle measurement device, compare the angle value to a threshold angle value, and generate and transmit control signals, data, or both that include an activation hysteresis value to a drive motor associated with each mobile tower that has an angle value greater than the threshold angle value.

Abstract: Systems and methods to predict and optimize automated recipe selection and item delivery for a customer. A server uses an artificial intelligence model to selects a plurality of predicted recipes for a customer based on customer preferences. Different types of constraints are obtained for the customer to generate a plurality of sets of recipes from the predicted recipes and to optimize those sets of recipes for the customer. A specific set of recipes is selected for the customer based on the optimization, and the filling of the order is initiated for the customer with items associated with the selected set of recipes.

Abstract: A tilt monitoring system for a mobile irrigation system including a sensor and a controller. The sensor is configured to detect a tilt magnitude of the span and generate a corresponding tilt signal. The controller is configured to receive the tilt signal representing the tilt magnitude, generate a deactivation signal representing an instruction to deactivate the drive motor if the tilt magnitude is greater than a tilt threshold, transmit the deactivation signal to the drive motor, generate a notification signal representing a notification that the drive motor has been deactivated due to the tilt magnitude, transmit the notification signal, receive a follow-up input signal representing a follow-up input, generate a follow-up command signal representing a command for implementing the follow-up input, and transmit the follow-up command signal so that the mobile irrigation system implements the follow-up input.

Abstract: In one implementation, an accessory mount system for a watersport tow boat includes a boat mount that is configured to be attached to a boat mounting surface that is adjacent to or part of a swim platform that extends from a rear of the watersport tow boat. The accessory mount system can further include an accessory arm that includes a first end and a second end, where the first end is configured to be fixedly attached to the accessory arm mounting surface of the boat mount and the second end is configured to be positioned above a top surface of the swim platform when the accessory arm is attached to the watersport tow boat via the boat mount. The accessory mount system can further include an accessory adapter positioned at the second end of the accessory arm.

Abstract: Systems and methods to predict and optimize automated recipe selection and item delivery for a customer. An item-selection server selects a plurality of predicted recipes based on customer preferences and order history. Hard and soft constraints are obtained to perform the optimization of the predicted recipes. The hard constraints define parameters that cannot be violated by a recipe or set of recipes, and soft constraints define parameters that expresses a tradeoff value associated with a recipe or set of recipes. Optimization includes selecting multiple sets of predicted recipes based on the hard constraints and scoring each recipe set based on the soft constraints, item inventory, and customer preferences. A specific set of recipes is selected for the order based on the scores, and the filling of the order is initiated for the customer with items associated with the selected set of recipes.

Abstract: Provided herein are systems, methods, and computer readable media for document hierarchy permissions. This may include providing a permission database comprising a plurality of users, a plurality of advisors, and a plurality of categories. A candidate document is received at a network device. A candidate user, a candidate routing action, and a candidate document category are identified from the candidate document. A candidate document permission attribute is generated identifying the candidate user, candidate file location, and the candidate document category. The candidate document is stored, and the candidate document permission attribute corresponding to the candidate document is stored.

Abstract: An automated apparatus and method for configuring and producing packaging for orders of variable configurations of perishable items includes an automatic case erector-sealer; a packing liner dispenser; a cold pack dispenser; a control system; a point of sale ecommerce platform; and a data processor to capture order configuration, order destination, and available order points of origin. The control system captures and uses the order configuration, destination, and delivery date, to generate a time in transit (TNT), total volume, cold volume, and ambient volume, of items in the order. The total volume and cold volume are used to generate a product cube category (PCC). The TNT and the PCC are used to generate a packaging configuration for the order. The system uses the packaging configuration to generate and send operational directives to one or more of the automatic case erector-sealer, the packing liner dispenser, and the cold pack dispenser.

Abstract: A system for automated vehicle identification and detection. The system may utilize native, in-vehicle advanced driver-assistance (ADAS) systems. Native, in-vehicle sensors may include sensors installed by vehicle manufacturers as part of the building of the vehicle for the purposes of assisting drivers in driving and parking functions (i.e., as part of an ADAS system). The system may process data from the native sensors and cameras to obtain features indicative of vehicles in the surroundings proximate to the vehicle on which the ADAS system is installed.

Abstract: A method for generating a vehicle identification profile and building a vehicle identification profile database. The method may be executed at an edge of a networked system. The method identifies at least one of a number of characters on a license plate and one or more alphanumeric descriptors. The alphanumeric descriptors are obtained from physical or visual features or characteristics of a vehicle, as identified from a video stream. A vehicle profile including the alphanumeric descriptors and the one of a number of license plate characters is generated.

Abstract: An irrigation control panel, an irrigation system, and a method of monitoring operations of the irrigation system are provided. The irrigation control panel comprises a display and a processing element. The display comprises an electrophoretic portion. The processing element is configured to determine an operating condition of the irrigation system, and display an indication representative of the operating condition on the electrophoretic portion so that the indication representative of the operating condition displayed on the electrophoretic portion persists after disconnecting power.

Abstract: The present invention is a plasma processing apparatus that includes a processing chamber where plasma processing is performed on a sample, a radio frequency power supply that supplies radio frequency power to generate plasma, a sample stage on which the sample is placed, and a gas supply unit that supplies a gas to the processing chamber. The gas supply unit includes a first pipe that supplies a first gas as a gas for etching process to the processing chamber, a second pipe that supplies a second gas as a gas for etching process to the processing chamber, and a third pipe through which a third gas as a gas for deposition process flows. The third pipe is coupled to the second pipe. A fourth valve is arranged on the second pipe. The fourth valve prevents the third gas from flowing in a direction toward a supply source of the second gas.

Abstract: A monitoring system for a mobile irrigation system that monitors the conditions or states of various electrical and/or mechanical components of the irrigation system and alerts an operator or automatically takes corrective action when conditions that may adversely affect operation of the irrigation system are detected. The monitoring system also monitors and records the locations of the irrigation system as it monitors the conditions or states of the electrical and/or mechanical components.

Abstract: An alignment control system for controlling an alignment of a plurality of mobile towers, each mobile tower supporting a section of conduit in an irrigation system comprises a plurality of tower angle measurement devices and a control processing element. Each tower angle measurement device is associated with a successive one of the mobile towers and is configured to measure an angle value which varies according to a rotation angle of the associated mobile tower relative to one or more of the other mobile towers. The control processing element is configured or programmed to receive the angle value from each tower angle measurement device, compare the angle value to a threshold angle value, and generate and transmit control signals, data, or both that include an activation hysteresis value to a drive motor associated with each mobile tower that has an angle value greater than the threshold angle value.