Abstract: The present disclosure relates to machine learning (ML) models, and more particularly to novel techniques for computing performance metrics for Multioutput-Multilabel ML models. Novel techniques are described for computing the performance metrics in a parallel and distributed without having to store the entire dataset for which metrics are to be computed in the memory of a data processing system. Novel data structures are provided for performing the computations.

Abstract: A method for quantifying and managing energy consumption and emissions equivalents of a subsurface development plan includes generating a plurality of digital representations of the subsurface development plan. The subsurface development plan includes a plurality of wellbores. The method also includes determining fluid production rates from the wellbores, fluid injection rates into the wellbores, or both based upon the digital representations. The method also includes determining that the fluid production rates, the fluid injection rates, or both are within operational constraints, achieve predetermined objectives, or both. The method also includes determining the energy consumption and the emissions equivalents based upon the digital representations. The emissions equivalents correspond to the energy consumption. The method also includes generating a plurality of different subsurface development plans based upon the energy consumption, the emissions equivalents, or both.

Abstract: Disclosed herein is an Islamic burial lahd that may include a first side wall, a second side wall, a third side wall, a fourth side wall, and a fifth wall forming a chamber. An Islamic burial lahd may include the chamber having an inner wall surface. The chamber is configured to receive a body of a deceased individual oriented in a supine position. An Islamic burial lahd may include a retaining structure having a track connected to the inner wall surface of the chamber. An Islamic burial lahd may include a removable plate having an outer perimeter edge received by a track of the at least one of the one or more retaining structures. The removable plate is configured to retain the body of a deceased individual when the Islamic burial lahd is rotated to position the body from the supine position to a right lateral recumbent position.

Abstract: Techniques described herein relate to a method for managing upgrades of backup agents in a data cluster. The method may include identifying, by a data protection manager, a backup agent upgrade event associated with a backup agent type of backup agent types and a data cluster that includes production hosts that execute virtual machines (VMs); in response to identifying the backup agent upgrade event: obtaining production host information associated with the production hosts; obtaining protection policy information associated with the production hosts; generating an upgrade schedule specifying a portion of production hosts associated with backup agent upgrades of backup agents of the backup agent type using the production host information and the protection policy information; and initiating performance of backup agent upgrades on the portion of production hosts based on the upgrade schedule.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: A method of forming a composite coated substrate including: dispersing crumb rubber particles in a solvent to form a dispersion, mixing an ultra-high molecular weight polyethylene (UHMWPE) into the dispersion and evaporating the solvent to form a composite, where the crumb rubber particles are dispersed in a matrix of the UHMWPE, and electrospraying at least one layer of the composite onto a surface of a substrate to form the composite coated substrate.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: In a handrail including a carcass, a stretch inhibitor within the carcass, and a sliding layer bonded to the carcass, at least a portion of the carcass has a gas phase dispersed in a solid polymer matrix. The gas phase can reduce a density of the carcass by at least 5% or 10%, or about 15%, as compared to a density of the polymer matrix. The carcass can have a generally uniform distribution of gas bubbles in the polymer matrix, which can define a generally closed cell structure in the polymer matrix. The gas phase can be formed of particles of a syntactic foam dispersed in the polymer matrix. The handrail can further include a cover. The carcass and the cover can be formed of thermoplastic materials, and the cover can represent between 10 and 30% of the overall TPU required for the handrail.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters. The method includes identifying a discovery event associated with a data cluster; sending a request for currently deployed components to a data cluster manager associated with the data cluster; obtaining data cluster component inventory information associated with the data cluster from the data cluster manager; mapping data protection policies to data cluster components of the data cluster using the data cluster component inventory information and component data protection information; mapping backup types to the data cluster components using the data cluster component inventory information and the component data protection information; updating a data cluster component inventory repository using the data cluster component inventory information; and initiating performance of data protection services for the data cluster components based on the mapped data protection policies and the mapped backup types.

Abstract: A tooth paste composition comprising black cumin oil (Nigella sativa) and fluoride-doped bioactive glass, zinc oxide, and/or titanium oxide is disclosed.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters. The method includes identifying, by a mapping module of a data protection manager, a first discovery event associated with a first data cluster; in response to identifying the first discovery event: obtaining first data cluster topology information associated with the first data cluster from the first data cluster; obtaining data cluster data protection information from a data cluster data protection information repository; mapping first protection policies to the first data cluster using the first data cluster topology information and the data cluster data protection information; updating data cluster topology information protection policy mappings using the using the first data cluster topology information and the data cluster data protection information; and initiating performance of first data protection services for the first data cluster based on the first mapped protection policies.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters. The method includes identifying, by a mapping module of a data protection manager, an initial discovery event associated with a data cluster; in response to identifying the discovery event, by the mapping module: sending a request for currently deployed components to a data cluster manager associated with the data cluster; obtaining data cluster component inventory information associated with the data cluster from the data cluster manager; mapping protection policy types to data cluster components of the data cluster using the data cluster component inventory information and component data protection information; and initiating performance of data protection services for the data cluster components based on the mapped protection policy types.

Abstract: There is disclosed an electrical device including a battery, and a battery management system. The battery management system includes a controller in electrical communication with a pressure sensor to monitor the state of health of the battery. The controller applies a method for determining the state of health that uses a non-electrical (mechanical) signal of force measurements combined with incremental capacity analysis to estimate the capacity fading and other health indicators of the battery with better precision than existing methods. The pressure sensor may provide the force measurement signal to the controller, which may determine which incremental capacity curve based on force to use for the particular battery. The controller then executes a program utilizing the data from the pressure sensor and the stored incremental capacity curves based on force to estimate the capacity fading and signal a user with the state of health percentage.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters. The method includes identifying, by a mapping module of a data protection manager, a first discovery event associated with a first data cluster; in response to identifying the first discovery event: obtaining first data cluster topology information associated with the first data cluster from the first data cluster; obtaining data cluster data protection information from a data cluster data protection information repository; mapping first protection policies to the first data cluster using the first data cluster topology information and the data cluster data protection information; updating data cluster topology information protection policy mappings using the using the first data cluster topology information and the data cluster data protection information; and initiating performance of first data protection services for the first data cluster based on the first mapped protection policies.

Abstract: Techniques described herein relate to a method for managing data protection services for data clusters.