Abstract: Methods and apparatus of modeling work vehicle data and predicting machine failures based on the same are disclosed. An example apparatus includes a text miner to text mine first alert data to identify a first machine failure within the first alert data; a failure alert sequence identifier to identify a first alert sequence associated with the first machine failure; a conditional probability determiner to determine a conditional probability of the first alert sequence leading to failure based on i) a number of work machines in which the first alert sequence ended in failure and ii) a number of work machines in which the first alert sequence did not end in failure; and a collator to update a model by correlating the first alert sequence with the first machine failure and first probable parts used to repair the first machine failure.

Abstract: The subject disclosure provides for a mechanism implemented with neural networks through machine learning to predict wear and relative performance metrics for performing repairs on drill bits in a next repair cycle, which can improve decision making by drill bit repair model engines, drill bit design, and help reduce the cost of drill bit repairs. The machine learning mechanism includes obtaining drill bit data from different data sources and integrating the drill bit data from each of the data sources into an integrated dataset. The integrated dataset is pre-processed to filter out outliers. The filtered dataset is applied to a neural network to build a machine learning based model and extract features that indicate significant parameters affecting wear. A repair type prediction is determined with the applied machine learning based model and is provided as a signal for facilitating a drill bit operation on a cutter of the drill bit.

Abstract: In some examples, a server may receive, from a computing device, an error message generated by an executable file that is being executed by the computing device. The server may create, based at least in part on the error message, a search query and perform a search of one or more resources, such as, for example, knowledgebase(s), coding-related forum(s), and the like. The server may receive search results associated with the search query and rank the search results based on one or more criteria to create ranked results. For example, a particular result of the ranked results may include (1) a link to a page that includes a potential solution to an error that caused the error message to be generated and (2) a rank identifying a relevancy of the potential solution to the error. The server may send the ranked results to the computing device.

Abstract: A storage appliance can be designed to facilitate efficient restore of multiple backed up files in a system that allows files to share data blocks. A data management application or storage OS names data blocks and communicates those names to the storage appliance when backing up to or through the storage appliance. The storage appliance can leverage the data block names when restoring a group of files by restoring at data block granularity instead of file granularity. Restoring at the granularity of the data blocks by their names allows the storage appliance to avoid repeatedly sending a same data block to the restore requestor (e.g., a storage OS or data management application) while still instructing the restore requestor how to reconstruct the corresponding file(s) with mappings between valid data ranges and the named data blocks.

Abstract: Systems and methods for a hybrid approach to assisted history matching in large reservoirs based on a reservoir model built using connectivity between each production well and each corresponding injection well, aquifer or gas cap.

Abstract: A storage tier manager creates different versions of a dataset backup for different retention periods. Each of the versions is distinctly identifiable despite initially representing a same dataset backup. One version can be referred to as a cached version of the dataset backup and another version can be referred to as a cloud version of the dataset backup. When the retention period expires for the cached version of the dataset backup, the storage tier manager migrates the cloud version of the dataset backup from the caching storage tier to the cloud storage tier. The storage tier manager can then recover storage space occupied by data that has been migrated, as long as that data is not shared with other cached versions of other dataset backups due to deduplication.

Abstract: A method for diagnosing an active Mycobacterium tuberculosis infection by detecting certain RNA biomarkers present in secreted extracellular vesicles isolated from a bodily fluid. The RNA biomarkers in the secreted extracellular vesicles may include a certain Mycobacterium RNAs as well as certain host cell RNAs. Also provided is an RNA signature of certain Mycobacterium and host cell RNA present in secreted extracellular vesicles indicative of an active tuberculosis infection.

Abstract: Apparatus and methods for transformation of a digital scanner image using machine-learning algorithms are provided. The apparatus and methods may include a portable USB device configured for connection to a scanner port. The device may access and store a scanned digital image captured by the scanner. A device processor may use OCR to generate an editable PDF file and use one or more machine-learning algorithms to apply auto-corrections to the PDF file. The processor may communicate with a user interface configured to display each line from the scanned digital image in line with the corresponding auto-corrected text. The user interface may receive separate inputs accepting each line of auto-corrected text. Auto-correction acceptance data may be transmitted to the device processor. Each accepted auto-correction may be associated with a quantified value. A machine-learning algorithm may be configured to maximize a total value for auto-corrections in a scanned document.

Abstract: In some example embodiments, a computer system performs operations comprising: receiving a request for a transportation service associated with a place; determining a type of the transportation service from among a plurality of types of transportation services based on the request; retrieving an entrance geographic location for the place from a database based on the type of the transportation service, the entrance geographic location being stored in association with the place in the database, and the entrance geographic location representing an entrance for accessing the place; generating route information based on the retrieved entrance geographic location, the route information indicating a route from an origin geographic location of a computing device of a user to the entrance geographic location of the place; and causing the generated route information to be displayed within a user interface on a computing device of the user.

Abstract: Embodiments of the present invention provide a system for converting ubiquitous language instructions to robotic process automation executable action steps and executing the action steps. A managing system receives an encrypted user input from a computing device of the user, where the user input comprises instructions entered in ubiquitous language (e.g., common vernacular, or other non-complex programming language). The user input is decrypted and an action keyword is identified from the ubiquitous language instructions. The action keyword for each instruction is compared to a conversion database to determine a set of execution steps associated with each action keyword. These execution steps are in a format that enables a robotic process automation system to perform the execution steps. The set of execution steps is then transmitted to the robotic process automation system that automatically performs the set of execution steps through a workstation or other operating station of the user.

Abstract: A machine learning tool for resolving a compiler error in an application is provided. The application and an associated application metadata file may be stored on a server. The machine learning tool may identify one or more referenced external dependencies causing the compiler error. The machine learning tool may comprise a web crawler configured to locate one or more comparable external dependencies. The web crawler may retrieve an external dependent metadata file for each of the located comparable external dependencies and download the comparable external dependent metadata files. The machine learning tool may be configured to compare the metadata of each comparable external dependent metadata file to the metadata of the application metadata file, assign a confidence level relative to a pre-determined confidence level, for each located comparable external dependency, and download the located comparable external dependencies having a confidence level greater than the pre-determined confidence level.

Abstract: Systems and methods provide a storage controller with write-back caching capabilities that may be used during scenarios where the storage controller is required to provide write-through caching, and thus unable to utilize internal cache memory for write-back caching. The storage controller utilizes an allocation of persistent memory that is made available by the host IHS (Information Handling System), to which the storage controller is coupled. In scenarios where the storage controller is required to provide write-through caching, the storage controller may be configured to route received write data to the allocated host memory. In this manner, the data integrity provided by write-through operations is maintained, while also providing the host IHS with the speed of write-back operations. When ready to store the write data, the storage controller may request the flushing of write data from the allocated host memory.

Abstract: The use of mucic acid gallate compounds in a non-sugar sweetener such as a steviol glycoside-containing consumable to provide lingering aftertaste specific masking effect is provided.

Abstract: Implementations of ground fault circuit interrupter (GFCI) self-test circuits may include: a current transformer coupled to a controller, a silicon controlled rectifier (SCR) test loop coupled to the controller, a ground fault test loop coupled to the controller, and a solenoid coupled to the controller. The SCR test loop may be configured to conduct an SCR self-test during a first half wave portion of a phase and the ground fault test loop may be configured to conduct a ground fault self-test during a second half wave portion of a phase. An SCR may be configured to activate the solenoid to deny power to a load upon one of the SCR self-test or the ground fault self-test being identified as failing.

Abstract: An authoritative candidate is selected for determining a location of a point of interest (POI). Source data including name, address, and location for POIs is received from multiple data sources. The received data is normalized for ease of comparison, and coordinates for each candidate are compared to coordinates of other candidates to determine which candidate if any is an authoritative location for the POI. The candidate locations are compared using two models a metric-based scoring system and a machine learning model that may utilize a gradient boosted decision tree. The authoritative candidate can be used to render digital maps that include the POI. In addition, the authoritative candidate's location can be used to provide vehicle route guidance to the POI.

Abstract: There is disclosed buthionine sulfoximine (BSO) for use in a method of treatment of cancer, HIV or a rheumatic disease. The method comprises administering (a) BSO at a dosage of less than or equal to 50 mg/kg, and (b) a metallodrug at a clinically-acceptable dosage.

Abstract: Methods and systems for a crypto-machine learning enabled blockchain based profile pricer are described herein. In one example, computer-readable instructions are stored in memory, and one or more processors execute the instructions to determine requested information for a user that can be displayed on a user interface in real-time or near real-time of the user's request. In addition, the provided data can be customized for the user based on a user profile stored in the memory as well as based on third party data stored in a database of related information. The data is communicated to the user using blockchains. At least some advantages of such an arrangement are providing requested data to a user, for display on a user interface, in a transparent, secure, and timely manner.

Abstract: Methods, computer program products, and systems are presented. The method computer program products, and systems can include, for instance: receiving, by a Network Virtualization Edge (NVE) of a first virtual network (VN), a multicast packet from a virtual machine (VM) of the first virtual network (VN); determining, by the NVE, whether the NVE currently supports forwarding the multicast packet to a second NVE of a second virtual network (VN), the second virtual network (VN) being logically separated from the first virtual network (VN); responsively to determining that the NVE currently supports forwarding the multicast packet to a second NVE of a second virtual network (VN) forwarding, by the NVE, the multicast packet to the second NVE.

Abstract: The present invention relates to the development of expression cassettes to achieve tapetum specific reversible expression of transgene in female heterotic parent and in F1 progeny in the plants. The expression cassettes are based on the transcription regulation and light signaling. It includes two vector construct; female expression construct and male regulatory construct. The female expression construct was used to achieve tapetum specific expression of reporter gene while when cross is made with male plants having regulatory cassette, F1 plants were formed with abolished expression of reporter gene. Further, the system was deployed to achieve complete male sterility using candidate gene of male sterility; BECLIN1/ATG6 and successfully restoring the fertility of F1 by crossing with pollen of male regulatory transgenic. Here, we claim the expression system using which reversible male sterility can be achieved by expressing candidate gene for male sterility like BECLIN1 or other.

Abstract: The disclosure provides a method for diagnosing an active mycobacterium tuberculosis infection by detecting certain RNA biomarkers present in secreted extracellular vesicles isolated from a bodily fluid. The RNA biomarkers in the secreted extracellular vesicles may include a certain mycobacterium RNAs as well as certain host cell RNAs. Also provided is an RNA signature of certain mycobacterium and host cell RNA present in secreted extracellular vesicles indicative of an active tuberculosis infection.