Abstract: Methods, systems and computer storage media are disclosed for providing resources to a platform issue. Embodiments describe associating educational resources and an event resource to resolve the platform issue.

Abstract: A health signature of each switching device in a control system is estimated using system parameters such as a DC-link voltage, three-phase voltages, three-phase currents, and temperature. The switching devices can be implemented as transistors, and a health signature for each transistor may be an on-state resistance or an on-state voltage of the transistors. For example, the on-state resistance for a metal-oxide-semiconductor field-effect transistor (MOSFET) functions as a health signature. Alternatively, the on-state voltage is used as a health signature for an insulated-gate bipolar transistor (IGBT). Additionally, a junction temperature is estimated for each transistor. Using the estimated health signatures and the junction temperatures, the remaining useful life of each transistor is estimated.

Abstract: Systems and methods for traffic measurement are disclosed. An image capture device is configured to generate image data including an area of interest within a physical environment containing at least one engagement feature. The image data is received and model input image data including a plurality of cropped images is generated by applying a zoom-in crop process to the image data. An image processing model generates a person count and dwell time. The image processing model receives the model input image data as an input. An engagement metric is generated based on the person count and the dwell time. The engagement metric is representative of engagement with the at least one engagement feature.

Abstract: Disclosed herein, among other things, are systems and methods for wireless communication with hearing devices. A method includes configuring, using a first hearing device configured to be worn or implanted in a first ear of a user, a first device parameter data. The method further includes transmitting, from the first hearing device via a wireless connection to a second hearing device configured to be worn or implanted in a second ear of the user, the first device parameter data. The method also includes receiving, at the second hearing device via the wireless connection, the first device parameter data from the first hearing device, and configuring the second hearing device for coordinated binaural operations with the first hearing device using the first device parameter data.

Abstract: The disclosure relates to a method for dynamic spatial anonymization of vehicle data in a cloud environment. The method may comprise: collecting vehicle data, spatial partitioning the vehicle data into data subset associated with different geographical areas of various sizes and comprising a maximal amount of records within each data subset, spatial aggregation of the vehicle data within the data subsets, providing two level aggregation, namely: aggregation of vehicle data, coming from a single vehicle, to a corresponding data point and aggregation data points, coming from a group of vehicles comprising a particular number of vehicles, to a spatial aggregated data set.

Abstract: Described are systems and methods for providing dynamic, adaptive, real-time traffic rules for applications employing a microservice architecture. Embodiments of the present disclosure can utilize historical and real-time traffic information, as well as real-time computing resource information, to determine flow and retry rules that are to be enforced for one or more services associated with an application. The flow and retry rules can be continuously and iteratively updated based on changing real-time traffic and computing conditions. Advantageously, embodiments of the present disclosure can mitigate failures encountered by client devices in response to application programming interfaces (API) calls to the various services.

Abstract: Methods, systems, and devices for wireless communications are described. A distributed unit (DU) component/function of a base station may determine, for one or more radio units associated with the distributed unit, one or more sampling metrics associated with signal combining operations at the radio units. The DU may select, based at least in part on the one or more sampling metrics, a combining scheme to use for the signal combining operations. The DU may provide an indication of the selected combining scheme to at least one radio unit of the one or more radio units.

Abstract: A computer-implemented method, a computer system and a computer program product route meeting sessions through a venue based on device availability. The method includes identifying a plurality of sessions in a venue network, where each session in the plurality of sessions comprises session data that is associated with a network slice. The network slice includes connection requirements. The method also includes receiving a connection request from a user, where the connection request includes a session in the plurality of sessions. The method further includes determining an available device to receive the session data, where the available device satisfies the connection requirements of the network slice. Lastly, the method includes associating the available device with the network slice, where the session data is transmitted to the available device.

Abstract: A computer-implemented method, a computer system and a computer program product provide differentiated services to spectrum zones based on user activity. The method includes obtaining a current spectrum zone configuration for a physical environment from a server. The method also includes capturing activity data from the physical environment. The method further includes identifying an event of interest in the activity data, wherein the event of interest comprises network requirements. The method also includes determining that the network requirements of the event of interest are not satisfied by the current spectrum zone configuration for the physical environment. Lastly, the method includes modifying the current spectrum zone configuration based on the network requirements.

Abstract: A method may include presenting content of an electronic document on a mobile computing device within a mobile version of a computing application; classifying, using a set of machine learning models, by the mobile computing device, the content into a plurality of components; after the classifying, highlighting the plurality of components within the mobile version of the computing application; receiving a user input selecting a component of the plurality of components; and adding, by the mobile computing device, the component to a component data store with a type of the component, the type of the component based on output of the set of machine learning models.

Abstract: The present invention relates to pharmaceutical compositions comprising a kinase inhibitor. More particularly, the present invention relates to immediate release pharmaceutical compositions comprising Ribociclib or a pharmaceutically acceptable salt thereof and one or more pharmaceutically acceptable excipients and process for preparing such compositions.

Abstract: A user device may receive, from a server device, a three-dimensional model of a product, and may display the three-dimensional model of the product, with a product review option, in an augmented reality user interface. The user device may display a product feature review panel, product review features, and product feature hotspots, with the three-dimensional model in the augmented reality user interface, based on selection of the product review option. The user device may receive a review of a product feature, via one of the product feature hotspots associated with the product feature and provided in the augmented reality user interface, and may submit the review of the product feature to the server device.

Abstract: A computer-implemented method and a computer system for orchestrating federated learning in multi-infrastructures and hybrid infrastructures. An infrastructure federated learning orchestrator deploys a container of an aggregator and containers of parties to respective infrastructures in an infrastructure cluster. The infrastructure federated learning orchestrator creates aggregator and party processes of federated learning across the respective infrastructures. The infrastructure federated learning orchestrator moves federated learning artifacts to the container of the aggregator and the containers of the parties. The infrastructure federated learning orchestrator executes federated learning training commands in the aggregator and party processes. The infrastructure federated learning orchestrator monitors failure events and performance metrics in the aggregator and party processes.

Abstract: A data intersection is assessed of data to be used between at least two parties. The data is to be used in an artificial intelligence (AI) application. Evaluation is performed of set of instructions required for the AI application, where the evaluation creates a modified set of instructions where operands are symbolically associated with corresponding privacy levels. Using the assessed data intersection and the modified set of instructions, a mapping is created from the data to operands with associated privacy metrics. The mapping treats overlapping data from the assessed data intersection differently from data that is not overlapping to improve privacy relative to without the mapping. The AI application is executed using the data to produce at least one parameter of the AI application. The at least one parameter is output for use for a trained version of the AI application. Apparatus, methods, and computer program products are described.

Abstract: A computer system accesses and processes regulatory requirements for data item(s) in a private manner. Both the data item(s) and the regulatory requirements are accessed and processed privately. The computer system creates an orchestration strategy satisfying the regulatory requirements. The orchestration strategy includes recommendation(s) associating the data item(s) with process(es). The computer system outputs indications of the orchestration strategy to be used to implement regulatory compliance for processing of the data item(s) by associated ones of the process(es). The computer system may be implemented as a portion of a cloud environment, and compliance may be offered as a service for cases where data usage by an application (implementing the process(es)) does not address compliance with the regulatory requirements, but following the orchestration strategy ensures use of the application on the data item(s) will comply with the regulatory requirements.

Abstract: A computer system accesses and processes regulatory requirements for data item(s) in a private manner. Both the data item(s) and the regulatory requirements are accessed and processed privately. The computer system creates an orchestration strategy satisfying the regulatory requirements. The orchestration strategy includes recommendation(s) associating the data item(s) with process(es). The computer system outputs indications of the orchestration strategy to be used to implement regulatory compliance for processing of the data item(s) by associated ones of the process(es). The computer system may be implemented as a portion of a cloud environment, and compliance may be offered as a service for cases where data usage by an application (implementing the process(es)) does not address compliance with the regulatory requirements, but following the orchestration strategy ensures use of the application on the data item(s) will comply with the regulatory requirements.

Abstract: A lithium ion battery includes a positive electrode comprising carbon fibers, a binder composition with conductive carbon, and a lithium rich composition. The lithium rich composition comprises at least one selected from the group consisting of Li1+x(My MzII MwIII)O2 where x+y+z+w=1, and where M, MII and MIII are interchangeably manganese, nickel and cobalt, and LiM*2-xMx*IIO4, where M* and M*II are manganese and nickel, respectively, with x=0.5. A negative electrode comprises carbon fibers having bound thereto silicon nanoparticles, and a mesophase pitch derived carbon binder between the silicon nanoparticles and the carbon fibers. An electrolyte is interposed between the positive electrode and the negative electrode. Methods of making positive and negative electrodes are also disclosed.

Abstract: A data intersection is assessed of data to be used between at least two parties. The data is to be used in an artificial intelligence (AI) application. Evaluation is performed of set of instructions required for the AI application, where the evaluation creates a modified set of instructions where operands are symbolically associated with corresponding privacy levels. Using the assessed data intersection and the modified set of instructions, a mapping is created from the data to operands with associated privacy metrics. The mapping treats overlapping data from the assessed data intersection differently from data that is not overlapping to improve privacy relative to without the mapping. The AI application is executed using the data to produce at least one parameter of the AI application. The at least one parameter is output for use for a trained version of the AI application. Apparatus, methods, and computer program products are described.

Abstract: Examples disclosed herein relate to configuring a connectivity association key and a connectivity association name in a MACsec capable device. In an example, a first MACsec device may receive a MAC address and a device identifier of a second MACsec capable device. First MACsec capable device may authenticate the second MACsec capable device based on the device identifier. First MACsec capable device may generate a CAK, a CKN, and a nonce. The CAK, the CKN, and the nonce may be encrypted using a public key of the second MACsec capable device to generate an encrypted packet. The encrypted packet may be sent to the second MACsec capable device. The first MACsec capable device may receive a decrypted nonce from the second MACsec capable device. In response to a determination that the decrypted nonce matches with the nonce, CAK and CKN may be configured on first MACsec capable device.

Abstract: An optical parametric oscillator (OPO) for generating an optical frequency comb is described. The OPO is configured to control cavity dispersion such that the OPO is able to generate extended signal and/or idler spectra in response to a continuous-wave pump. Each spectrum includes multiple modes that are substantially equispaced with substantially the same frequency spacing.