Abstract: The present disclosure involves systems, software, and computer implemented methods for an artificial intelligence work center for ERP data. One example method includes receiving scenario and model settings for an artificial intelligence model for a predictive scenario. A copy of the dataset is processed based on settings to generate a prepared dataset that is provided with the settings to a predictive analytical library. A trained model trained and evaluation data for the trained model is received from the predictive analytical library. A request is received to generate a prediction for the predictive scenario for a target field for a record of the dataset. The record of the dataset is provided to the trained model and a prediction for the target field for the record the dataset is received from the model. The prediction is included for presentation in a user interface that displays information from the dataset.

Abstract: A service to provide anomaly detection receives a request to back-test the service. The request includes information for accessing a dataset of historical data. The service executes workflows to ingest the data, train a plurality of machine learning models to perform anomaly detection, and detect anomalies in the dataset. A representation of the detect anomalies is generated and presented to a user. The service receives an indication to activate the service to provide ongoing anomaly detection services.

Abstract: A method and system of broadcasting includes determining an identified content for a broadcast to a broadcast group that may include a plurality of devices in a service area. The method also includes determining a priority for the identified content for the plurality of devices, determining radio conditions for each of the plurality of devices in the service area; and determining an available network capacity of a network for broadcasting in the service area; determining a spectral efficiency for the broadcast to achieve a performance target, said. The method also includes performance target based on the priority for the identified content, the radio conditions and the available network capacity. The method also includes broadcasting the identified content to the plurality of devices in the service area based on the spectral efficiency for the broadcast.

Abstract: A method for estimating metric forecasts associated with a plurality of related entities with more accuracy by training and applying a metric forecast entity relationship machine learning (ML) model is provided. The method includes obtaining a first primary and a first secondary entity metric forecast based on historical data of a primary entity metric obtained from primary entity metric device and historical data of secondary entity metric obtained from secondary entity metric device at different instances of time, training metric forecast entity relationship ML model based on relationship between first primary and first secondary entity metric forecast to obtain a trained metric entity relationship ML model that accounts for the relationship between the first primary entity metric forecast and the first secondary entity metric forecast, and estimating a second primary entity metric forecast and a second secondary entity metric forecast based on the trained metric entity relationship ML model.

Abstract: A method and system for operating a radio aware communication system includes receiving, by a content distribution system, a radio quality metric signal from a user device or a network; determining, by the content distribution system, a spectral efficiency for the user device based on the radio quality metric signal; receiving a capacity usage report from a first network; determining an available capacity of the first network based on the capacity usage report; determining a target available capacity utilization goal of the first network based on the available capacity; determining a target throughput based on the target available capacity utilization goal for communicating content to a user device and the spectral efficiency for the user device; and communicating the content to the user device using the target throughput through the first network.

Abstract: A system and method for operating includes providing a content for communication through a content distribution system having a broadcast mode and a unicast mode, determining a first number of user devices for receiving a communication of the content, determining a likelihood of consumption of the content by the first number of user devices, determining an available spectrum for communicating the content, determining a spectral efficiency for the unicast mode and the broadcast mode of the communication for each of the first number of user devices, selecting the broadcast mode or the unicast mode or both based on the first number of user devices, the likelihood of consumption of the content, the available spectrum and the spectral efficiency and communicating the content to the first number of user devices using the broadcast mode, the unicast mode or both based on selecting.

Abstract: Elasticity of a particular product is calculated based on product demand against various price points. Accurate product demand calculations are ensured by calculating the price journey of the product, with appropriate adjustments made for out of stock conditions and promotions and or discounts. The price journey data is then input into an impact estimation algorithm which allows calculation of demand elasticity accounting for various real-world factors impacting demand and elasticity, such as: price of a substitute or compliment, competitor price, weather, local events, calendar events, and other factors. This approach allows for superior price journey-based item-specific elasticity calculation, which allows for superior optimization of item price to maximize volume and profit.

Abstract: A method and system for controlling the use of dormant capacity for distributing data includes communicating data as part of a regular traffic load through a network having an overall network capacity, determining a dormant capacity of the network based on regular network traffic load, delivering content to a plurality of devices through the network, receiving the data at the plurality of devices, based on receiving the data, measuring an efficiency metric at each of the plurality of devices, communicating the efficiency metric of the devices to a service provider, receiving the efficiency metric at the service provider from the devices, receiving a resource usage report from the network, determining a target throughput for each of the plurality of devices based on the resource usage report and communicating second data to the plurality of devices from a content delivery service based on the target throughput using the dormant capacity.

Abstract: A method for inhibiting corrosion on internal metal surfaces of an overhead condenser of a crude distillation unit in which hydrocarbons, water and amine hydrochlorides condense, the method includes adding to the overhead condenser an amine composition in an amount and at a rate sufficient to maintain the pH of water condensate in the condenser above a pH of about 5, the amine composition made of a mixture of four amines wherein the amines are monoethanloamine, methoxypropyl amine, morpholine and cyclohexylamine present in a weight ratio ranging from about 25:30:25:20 to about 30:40:15:15. Further, a system and method assess the corrosion rate and optimize the dosage of neutralizing amine composition during the operating conditions of overhead condensing system.

Abstract: A method, system, and apparatus for transferring mission-critical data from an application. The method includes receiving a first service announcement file from a MBMS middleware, the first service announcement file describing services of interest to the application including a file delivery service, providing a second service announcement file to the MBMS middleware, the second service announcement file describing at least one service provided by the application including a file delivery interface, registering the application, the file delivery interface, and the file delivery service at the MBMS middleware, and directly providing content delivered by the file delivery service received at the file delivery interface to the application.

Abstract: Elasticity of a particular product is calculated based on product demand against various price points. Accurate product demand calculations are ensured by calculating the price journey of the product, with appropriate adjustments made for out of stock conditions and promotions and or discounts. The price journey data is then input into an impact estimation algorithm which allows calculation of demand elasticity accounting for various real-world factors impacting demand and elasticity, such as: price of a substitute or compliment, competitor price, weather, local events, calendar events, and other factors. This approach allows for superior price journey-based item-specific elasticity calculation, which allows for superior optimization of item price to maximize volume and profit.

Abstract: A method, an apparatus, and a computer program product for wireless communication are provided. The apparatus may be an MBMS receiver device. The MBMS receiver device receives at least one packet associated with an MBMS service. A configuration for providing the at least one packet to a UE is determined. The configuration may be one of a plurality of different configurations. The plurality of configurations may include at least a first configuration and a second configuration. The MBMS receiver device processes the received at least one packet based on the configuration. The MBMS receiver device sends the processed at least one packet to the UE based on the configuration.

Abstract: A method for inhibiting corrosion on internal metal surfaces of an overhead condenser of a crude distillation unit in which hydrocarbons, water and amine hydrochlorides condense, the method includes adding to the overhead condenser an amine composition in an amount and at a rate sufficient to maintain the pH of water condensate in the condenser above a pH of about 5, the amine composition made of a mixture of four amines wherein the amines are monoethanloamine, methoxypropyl amine, morpholine and cyclohexylamine present in a weight ratio ranging from about 25:30:25:20 to about 30:40:15:15. Further, a system and method assess the corrosion rate and optimize the dosage of neutralizing amine composition during the operating conditions of overhead condensing system.

Abstract: A method, an apparatus, and a computer program product for wireless communication are provided. The apparatus may be an MBMS receiver device. The MBMS receiver device receives at least one packet associated with an MBMS service. A configuration for providing the at least one packet to a UE is determined. The configuration may be one of a plurality of different configurations. The plurality of configurations may include at least a first configuration and a second configuration. The MBMS receiver device processes the received at least one packet based on the configuration. The MBMS receiver device sends the processed at least one packet to the UE based on the configuration.

Abstract: Methods and devices for preparing microscale polymer relief structures from a thin polymer layer on an absorbing substrate are described. The described methods are ultrafast (about 8 nanoseconds) and allow formation of patterned microstructures having complex morphologies and narrow line widths that are an order of magnitude smaller than the masks used in the methods.

Abstract: A method, an apparatus, and a computer program product for wireless communication are provided. The apparatus receives a first MTCH. The apparatus stores MBMS control information for at least a second MTCH. The apparatus subsequently determines to receive the second MTCH. The apparatus then accesses the stored MBMS control information for the second MTCH upon determining to receive the second MTCH. The apparatus receives the second MTCH based on the accessed MBMS control information without acquiring the MBMS control information for the second MTCH after the determination to receive the second MTCH.

Abstract: A method for treating a carbonaceous material including heating a carbonaceous material to move at least a portion of tar through the carbonaceous material toward a surface of the carbonaceous material to form a tar coating on the surface. The method also includes cooling the carbonaceous material and the tar coating on the surface to form a tar-coated carbonaceous material, wherein at least the portion of tar that forms the tar coating on the surface remains in contact with the carbonaceous material while the carbonaceous material is heated to form the tar coating and while the carbonaceous material and the tar coating are cooled to form the tar-coated carbonaceous material.

Abstract: In an aspect of the disclosure, a method, a computer-readable medium, and an apparatus are provided. The apparatus may be a UE. The UE receives an IP packet including header information and data for a MBMS session. The header information includes only information indicating at least one of an IP version, a destination multicast address of the IP packet, or a destination multicast port of the IP packet. The UE generates a multicast datagram including the data. The multicast datagram is generated based on at least one of the information indicating the destination multicast address or the information indicating the destination multicast port. The UE sends the multicast datagram to an application running on the UE.

Abstract: Certain aspects of the present disclosure relate to methods and apparatus for reporting signal quality in overlapping Multimedia Broadcast Single Frequency Networks (MBSFN) areas. A UE may determine a signal quality estimate for each of two or more overlapping MBSFN areas based on Signal to Noise Ratio (SNR) information and Modulation and Coding Scheme (MCS) information for the MBSFN area. The UE may then determine a combined signal quality based on the signal quality estimates of the MBSFN areas.

Abstract: A method for treating a carbonaceous material comprising heating a carbonaceous material to form a mixture of the carbonaceous material and a tar; cooling the mixture of the carbonaceous material and the tar; and coating a surface of the carbonaceous material with the tar to form a tar-coated carbonaceous material, and a system related thereto.