Abstract: Embodiments of a methodology for generalized evolutionary training of a neural network may comprise: (i) obtaining a set of model snapshots by training a set of input models until at least one snapshot condition is satisfied for each input model from the set of input models, wherein each model snapshot comprises values of model components of its respective input model when the at least one snapshot condition was satisfied; (ii) generating model snapshot evaluation results by evaluating performance of each model snapshot; (iii) based upon the model snapshot evaluation results, selecting one or more parent models from the set of model snapshots; (iv) generating one or more child models by perturbing at least one or more model components of a parent model from the one or more parent models; and (v) setting the one or more child models as the set of input models for a subsequent training iteration.

Abstract: An entangled quantum state receiver includes an optical detector that generates an electrical signal having a signal characteristic in response to detection of a single photon. A first electrical circuit generates an electrical signal having a predetermined duration at an output when the signal characteristic is present. A clock generates a clock with a period, wherein the predetermined duration is greater than the period. A second electrical circuit generates and stores a state or a time in a memory location, where the state has a first state value when the electrical signal having the predetermined duration is present during a clock cycle and has a second state value when the electrical signal having the predetermined duration is not present during the clock cycle. A processor determines received entangled state information from the state value stored in the memory location or from time stored in the memory location.

Abstract: Embodiments are directed towards ethylene/1-hexene copolymers made from ethylene and hexene, wherein the ethyl-CA ene/1-hexene copolymer has a density from 0.850 to 0.940 g/cm3, a melt index (I21) from 0.1 to 50 dg/min, a melt index (I21/I2) ratio less than or equal to 18.5, a Mw(Abs)/Mn(Abs) from 2.0 to 3.5, a Mz(Abs)/Mw(Abs) from 1.7 to 4.5, and a cumulative detector fraction (CDFLS) at a molecular weight of ?1,000,000 g/mol of greater than 100*(0.0536?I21*0.00224)%.

Abstract: A slidable substrate deposition holding apparatus is disclosed. The apparatus may include a rectangular frame having a first edge, a second edge, a third edge and a fourth edge. The apparatus may further include a first rail and a second rail attached between the first and second edges. The apparatus may further include a first support bracket and a second support bracket mounted on the first and second rails. The first and second support brackets may be disposed between the first and second rails. The apparatus may additionally include a first carriage and a second carriage. The first carriage may be pivotally attached to the first support bracket and the second carriage may be pivotally attached to the second support bracket. Further, at least one of the first carriage and the second carriage may be configured to slide on the first rail and the second rail.

Abstract: A handling system for handling ground-engaging wear parts used on earth working equipment includes handling tools to remove and handle wear parts from equipment and/or to install new wear parts. The tools can include a torque or other tool to engage and/or disengage a lock retained by the wear member. The handling system allows an operator maintain a distance from heavy parts being removed or installed, reducing the risk of injury.

Abstract: An articulating rotary cutting tool configured to articulate a distal cutting tip upon a trigger being operated. The trigger can be locked into various articulating positions. The velocity of rotation of a cutting bit is substantially constant in both articulating and non-articulating positions. An articulation joint is one of a hex ball joint or a flexible spring joint. A button is included to release a locking pressure holding the trigger in a locked position. The trigger may employ articulating sliding surfaces that provide constraint to a flexed head in both directions of articulation.

Abstract: In some embodiments, a system may predict, via a machine learning model, a set of future network actions of a user based on prior network actions of the user, where the predicted set of future network actions includes a first subset corresponding to a first version of the first user and a second subset corresponding to a second version of the user. The system may generate a first feature embedding representative of the first version of the user and a second feature embedding representative of the second version of the user. The system may determine one or more other feature embeddings that respectively satisfy a similarity threshold with the feature embeddings of the different versions of the user. Based on the other feature embeddings, the system may generate a network content recommendation for the user.

Abstract: A method of generating a user interface for presentation to a user. The method comprises executing a first application computer program to provide a user interface, executing agent computer program code to interrogate and modify said user interface during execution of said first application computer program, and presenting said modified user interface. The first application computer program may be run on a server, while the modified user interface may be presented to a user at a client connected to said server.

Abstract: Apparatuses and systems are presented for photovoltaic power production. A plurality of adaptive solar panels comprise photovoltaic faces and connective edge faces. Connective edge faces each comprise a panel connection interface so that the plurality of adaptive solar panels are releasably affixed one to another in configurations adaptive to surfaces and environmental geometric space constraints. Connective edge faces each further comprise a panel electrical connector such that the plurality of adaptive solar panels are releasably electrically connectable. One or more adaptive connection units comprise unit connection interfaces so that the one or more adaptive connection units are releasably affixed to the plurality of adaptive solar panels. One or more adaptive connection units further comprise one or more connection electrical connectors so that the one or more adaptive connection units are releasably electrically connectable to the plurality of adaptive solar panels.

Abstract: A system for automated flight correction in an electric aircraft includes an input control configured to generate a control datum, at least a sensor connected to the electric aircraft, wherein the at least a sensor is configured to detect a status datum, and a flight controller communicatively connected to the input control and the at least a sensor, wherein the flight controller is configured to determine a command datum as a function of the control datum and the status datum, wherein determining the command datum comprises comparing the control datum to a limitation set based on the status datum, and calculating a modified control datum based on a flight plan of the electric aircraft through a remote device.

Abstract: A candle includes a flammable medium that is at least semi-solid. A wick assembly is at least partially integrated within the flammable medium. The wick assembly includes a wick having a top end and a bottom end and at least one stop coupled with the wick between the top end and the bottom end. The stop is configured to substantially prevent the candle from burning beyond the stop. The stop is configured to be manually removable, after the wick has burned from the top end to the stop, to substantially separate a burned portion of the wick from a remainder of the wick. After the burned portion and stop have been thus manually removed, a substantially non-burned top portion of the remainder is exposed and is capable of being ignited to re-light the candle.

Abstract: The present disclosure relates to systems and methods for defining and modifying behavior in an extended reality environment. The systems and methods include receiving a request to build or modify a rule or policy for a given user or activity, obtaining a template based on the user or the activity, displaying the template and tools for editing the template, receiving a modification to the template via the user interacting with the tools of the user interface, and modifying the template based on the modification to generate the rule or policy. The modification includes changing the initial value for the actions or the conditions of the template and saving the template as a separate instance representative of the rule or policy, and the rule or policy includes one or more conditional statements for executing one or more of the actions based on evaluation of one or more of the conditions.

Abstract: A diversion point water delivery control system with a headgate assembly, first gate, and powered actuator for controlling the first gate. A headgate box surrounds the headgate assembly and has a second gate that restricts waterflow to the diversion point. Sensors measure water levels adjacent to the headgate box and determine water flow. A powered control unit connects to the powered actuator and sensors and has a computer with memory to operate the system, as well as a transceiver for sending and receiving instructions and data. In one mode of operation, the first gate may be automatically positioned and repositioned to maintain a predetermined water flow through a diversion to a channeled waterway despite water level fluctuations in a primary waterway from which water is diverted. This helps the system conserve water by preventing overdelivery and over-diversion in water delivery networks.

Abstract: A control device may comprise a passive infrared sensing circuit configured to operate in a charging state to charge one or more capacitors to appropriate voltages for operation in an operational state of the sensing circuit. The sensing circuit may comprise a pyroelectric detector configured to generate an output signal in response to received infrared energy, and first and second amplifier circuits configured to amplify the output signal. The control device may comprise a control circuit coupled to receive a sensing signal from the second amplifier circuit. Prior to the operational state, a capacitor of the first amplifier circuit may charge through a diode coupled between an output and an inverting input of an operational amplifier. In addition, prior to the operational state, a capacitor of the passive infrared sensing circuit may charge through the control circuit until the magnitude of a voltage across the capacitor exceeds a threshold voltage.

Abstract: Systems and methods are provided to utilize information from a directory service to determine, at a layer-one network policy server, the appropriate layer-two network policy server to which an authentication request should be routed. For example, a first directory service group may be created that includes all users using a first authentication type, a second directory service group may be created that includes all users using a second authentication type, etc. The layer-one network policy server may periodically synchronize with the directory service to download information about users in the different directory service groups, update a markup language document with that information, and use the markup language document to help route incoming authentication requests to the correct layer-two network policy server for a particular authentication type. In addition, a priority may be set (and changed) by an administrator favoring one or more authentication types in a network.

Abstract: A technique for actuating a robotic apparatus is disclosed. In one particular embodiment, the technique may be realized as an apparatus for providing controlled movement of a robotic appendage, comprising a digit, wherein the digit comprises a first joint and a second joint, and an actuator configured to control a degree of freedom of the digit. The actuator causes the first joint to bend at a first rate from a first position to a second position and the second joint to bend at a second rate from a third position to a fourth position. The first rate is faster than the second rate.

Abstract: In examples, a set of actions performed by a user is identified as an action sequence. If user performance of the same action sequence or similar action sequences exceeds a predetermined threshold, a recommendation to create a macro may be generated. The macro may have one or more associated triggers, such that it may be invoked using voice input or via a user interface, among other examples. A macro may have an associated context in which it applies. In some instances, a trigger used to invoke the macro comprises an indication as to such a context. For example, the macro may be invoked in the context of a document, such that one or more document parts are processed accordingly. As another example, the macro may be invoked to process multiple documents, as may be related in subject matter or associated with the same application.

Abstract: Methods and systems are provided for controlling deceleration of a vehicle towing a trailer. In an embodiment, a method includes: generating, by a processor, trailer brake command data to pulsate brakes of the trailer; in response to the generating the trailer brake command data, storing, in a data storage device of the vehicle, a first set of deceleration data; generating, by the processor, vehicle brake command data to pulsate brakes of the vehicle; in response to the generating the vehicle brake command data, storing, in the data storage device, a second set of deceleration data; determining, by the processor, a maximum vehicle brake torque threshold where a maximum trailer brake output occurs based on the first set of deceleration data and the second set of deceleration data; and controlling, by the processor, the brakes of the trailer based on the maximum vehicle brake torque threshold.

Abstract: The present disclosure is generally related to systems and methods for redundant communication in an aircraft. The system may include a primary connection, a secondary connection, and a tertiary connection. The system may include a computing device configured to receive at least a state datum and transmit the at least a state datum using at least a data connection of the plurality of data connections. The at least a network switch may be communicatively connected to the plurality of data connections and configured to select the at least a data connection from the plurality of data connections as a function of the at least a state datum.

Abstract: A system and method for securely displaying patient data within a plurality of display windows of a display is provided. Additionally, the system is configured to reduce the amount of data transferred between the various computing devices in order to reduce strain on a network. The system generally comprises a first computing device having a first user interface, second computing device having a second user interface, processor operably connected to said first computing device and said second computing device, display operably connected to said processor, and non-transitory computer-readable medium coupled to said processor and having instructions stored thereon. The display is configured to receive image data from the first computing device and second computing device and present said image data via a display user interface, wherein said image data pertains to a plurality of application windows of the first user interface and second user interface.