Abstract: A system and computer-implemented method are provided for monitoring equipment. The method includes obtaining a trained model for an item, the item comprising equipment or a component of the equipment, the model having been trained using historical operational data of the type of equipment, and historical wear data acquired by inspecting the type of equipment and/or the type of component; using the trained model to generate an end-of-run prediction for the item using current or post service field inspection data for the item; analyzing the end-of-run prediction to determine a maintenance recommendation; and generating an output based on the prediction.

Abstract: An exemplary embodiment of the present disclosure provides a method of fabricating a semiconductor device, comprising: providing a substrate, the substate comprising a base layer and two or more planar heteroepitaxial layers deposited on the base layer, the two or more heteroepitaxial layers comprising a first epitaxial layer having a first lattice constant and a second epitaxial layer having a second lattice constant different than the first lattice constant; etching the substrate to form one or more mesas; and depositing one or more non-planar overgrowth layers on the etched substrate.

Abstract: An appliance network connectivity apparatus includes a voltage sensor that generates a signal at an output that is proportional to a voltage provided to the appliance. A current sensor generates a signal at an output that is proportional to a current flowing through the appliance. A processor determines the electrical characteristics of power consumed by the appliance and executes web server software for communicating data through a network. A relay controls power from the power source to the appliance. A memory stores the electrical characteristics. A network interface provides the electrical characteristics to the network.

Abstract: Methods for wet-etching semiconductor samples and devices fabricated from the same are disclosed. The methods can be for selectively wet-etching a semiconductor sample comprising selecting a liquid-phase solution such that when the semiconductor sample is etched with the liquid-phase solution, at least a portion of one of a first doped region or a second doped region is etched at a greater rate than at least a portion of the other of the first doped region or the second doped region; and wet-etching, with the liquid-phase solution, the at least a portion of one of the first doped region or the second doped region at a first etch rate and the at least a portion of the other of the first doped region or the second doped region at a second etch rate; wherein the first etch rate can be greater than the second etch rate.

Abstract: A method of generating custom real-time media on demand includes receiving a request for custom media to be generated at or near a service location from a media requestor, determining available media providers located at or near the service location, providing the media requestor information corresponding to the available media providers at or near the service location, receiving the media requestor's selection of a media provider from the available media providers, and facilitating provision of the custom media from the selected media provider to the media requestor.

Abstract: A computing device receives factor information indicating multiple factors (e.g., hyperparameters for designing a system comprising a machine learning algorithm). The computing device receives range information indicating initial ranges with a range for each of possible options for the multiple factors. The computing device obtains a space-filling design for the design space. The space-filing design indicates selected design points in the design space. Each of the selected design points represents assigned options assigned to the multiple factors. The assigned options are assigned from the initial ranges. The computing device generates, based on the space-filling design, an initial design suite that provides initial design cases corresponding to one or more of the selected design points. The computing device generates evaluations of the initial design cases. The computing device outputs, based on the evaluations of the initial design cases, an indication of a selected design case.

Abstract: Methods for wet-etching semiconductor samples and devices fabricated from the same are disclosed. The methods can be for selectively wet-etching a semiconductor sample comprising selecting a liquid-phase solution such that when the semiconductor sample is etched with the liquid-phase solution, at least a portion of one of a first doped region or a second doped region is etched at a greater rate than at least a portion of the other of the first doped region or the second doped region; and wet-etching, with the liquid-phase solution, the at least a portion of one of the first doped region or the second doped region at a first etch rate and the at least a portion of the other of the first doped region or the second doped region at a second etch rate; wherein the first etch rate can be greater than the second etch rate.

Abstract: A computing device receives data comprising inputs representing a respective option for each of factors in each of test cases. The data comprises a response of the system for each of the test cases. The computing device receives a request requesting an evaluation of the data for generating a model (e.g. a machine learning algorithm) to predict responses based on the factors. The computing device obtains different group identifiers for each of groups for distributing the test cases for the system (e.g., groups of a K-fold cross-validation). The computing device for each of validation(s): generates a data set comprising a respective data element for each of the test cases of the plurality of test cases; and controls assignment of a group identifier of the different group identifiers to each of the respective data elements. The computing device outputs an indication of one or more generated data sets for the validation(s).

Abstract: In certain aspects, an apparatus includes a multiplexer having a first input, a second input, a select input, and an output, wherein the first input is configured to receive a first reference clock signal, the second input is configured to receive a second reference clock signal, and the select input is configured to receive a select signal. The multiplexer is configured to select one of the first and second reference clock signals based on the select signal, and output the selected one of the first and second reference clock signals at the output of the multiplexer. The apparatus also includes a clock driver having an input and an output, wherein the input of the clock driver is coupled to the output of the multiplexer.

Abstract: A computing device receives data comprising inputs representing a respective option for each of factors in each of test cases. The data comprises a response of the system for each of the test cases. The computing device receives a request requesting an evaluation of the data for generating a model (e.g. a machine learning algorithm) to predict responses based on the factors. The computing device obtains different group identifiers for each of groups for distributing the test cases for the system (e.g., groups of a K-fold cross-validation). The computing device for each of validation(s): generates a data set comprising a respective data element for each of the test cases of the plurality of test cases; and controls assignment of a group identifier of the different group identifiers to each of the respective data elements. The computing device outputs an indication of one or more generated data sets for the validation(s).

Abstract: An appliance network connectivity apparatus includes a voltage sensor that generates a signal at an output that is proportional to a voltage provided to the appliance. A current sensor generates a signal at an output that is proportional to a current flowing through the appliance. A processor determines the electrical characteristics of power consumed by the appliance and executes web server software for communicating data through a network. A relay controls power from the power source to the appliance. A memory stores the electrical characteristics. A network interface provides the electrical characteristics to the network.

Abstract: A shredding apparatus for separating scrap material includes a conveyor that delivers agglomerations of metal scrap from a collection area to a conveyor outlet where a shredding tool is positioned. The shredding tool is rotationally operable between a plurality of shredding speeds and includes teeth that shred the agglomerations of metal scrap for delivery to an outlet section. A variable speed motor rotationally operates the shredding tool to selectively define the plurality of shredding speeds. A sensor is positioned proximate one of the shredding tool and the conveyor. The sensor monitors a density of the agglomerations of metal scrap. A controller is in communication with the sensor and the motor. The sensor communicates the density of the agglomerations to the controller and the controller modulates an operational speed of the variable speed motor based upon the density of the agglomerations.

Abstract: A receiver is provided that generates a data sampling clock that is offset by clock offset that is a function of a decision feedback equalizer gain to account for a data sampling timing error that would occur without the clock delay.

Abstract: An appliance network connectivity apparatus includes a voltage sensor that generates a signal at an output that is proportional to a voltage provided to the appliance. A current sensor generates a signal at an output that is proportional to a current flowing through the appliance. A processor determines the electrical characteristics of power consumed by the appliance and executes web server software for communicating data through a network. A relay controls power from the power source to the appliance. A memory stores the electrical characteristics. A network interface provides the electrical characteristics to the network.

Abstract: The present invention provides a compound of Formula II: or a pharmaceutically acceptable salt or hydrate thereof, useful as a CGRP receptor antagonist.

Abstract: A method and system of safe medication dispensing includes a smart medication container that includes a sensor and a signal transmitter and a smartphone that includes a processor, memory, local storage, and a signal receiver. A software application on the patient's smartphone inputs one or more of the patient's medications including the dosage, dosage schedule, and number of doses on hand. The software application alerts the patient to take a specific medication according to the medication's dosage schedule. The sensor senses when the patient opens the smart medication container and the signal transmitter transmits a status signal to the smartphone indicating the status of the container. Upon receiving the status signal, the software application updates the patient's dosage schedule. The software application may prompt the patient for refills, to log, or to report the taking of the medication to a third-party monitor.

Abstract: The present invention provides a compound of Formula II: or a pharmaceutically acceptable salt or hydrate thereof, useful as a CGRP receptor antagonist.

Abstract: From a first patrol unit, the first data are received for identifying a location of the first patrol unit. From the first patrol unit, second data are received for identifying a subject. The subject includes at least one of: a subject vehicle; and a subject person. A database is queried about the subject and, in response to the querying, a determination is made bout whether the subject is a likely threat. In response to determining that the subject is a likely threat, and in response to the first data, a predetermined number of second patrol units are identified that are most geographically proximate to the location of the first patrol unit, and a message is output to the predetermined number of second patrol units about: the subject; the likely threat; and the first patrol unit.

Abstract: A pneumatic wheel attachment for an excavator boom that provides an efficient means for trench compaction. The pneumatic wheel attachment includes a pneumatic compaction wheel, a wheel yoke, and a boom mounting assembly. The pneumatic compaction wheel is a large tire with a large foot print. The wheel yoke holds and supports the pneumatic compaction wheel and includes a first leg, a second leg, and a connecting plate. The first leg and the second leg are positioned opposite to each other. The first leg is connected perpendicular to the connecting plate while the second leg is mounted perpendicular to the connecting plate. The pneumatic compaction wheel is rotatably mounted in between the first leg and the second leg with a rotation axis being oriented perpendicular to the first leg. The boom mounting assembly is adjacently connected to the connecting plate, opposite the first leg and the second leg.

Abstract: The present invention provides a compound of Formula II: or a pharmaceutically acceptable salt thereof.