Abstract: A method can include training a machine learning algorithm to determine a duration of a new work order, based on (a) historical input data for the machine learning algorithm and (b) historical output data for the machine learning algorithm. The method can also include determining one or more work orders for a service provider comprising: determining, by the machine learning algorithm, as trained, one or more durations of the one or more work orders; and determining an optimized service route for the one or more work orders. The method can further include updating a work schedule for the service provider based on the optimized service route. Other embodiments are also provided.

Abstract: An apparatus comprises a processing device configured to select, from a first storage virtualization appliance, virtual volumes to migrate to a second storage virtualization appliance. The processing device is also configured to determine a configuration of first storage elements of the first storage virtualization appliance utilized to implement the selected virtual volumes, and to provision second storage elements for implementing the selected virtual volumes on the second storage virtualization appliance, the second storage elements being provisioned in an inactive state.

Abstract: Techniques are disclosed for securely managing data. In one example, a service provider receives user image data and user biometric data associated with a user. The service provider generates a user profile cryptographic key based on hashing this data, which may be associated with a user identifier. The service provider may further generate a public/private key pair associated with the user identifier. The public key and the user profile cryptographic key are stored, in association with the user identifier, to a consortium blockchain network. The service provider then receives a request, signed with the private key, to store a document in association with the user identifier. The service provider generates a document cryptographic key of the document, and executes a request to store the document cryptographic key to the blockchain in association with the user profile cryptographic key, the request verified using the public key.

Abstract: Embodiments of the present application provide a radio frequency head coil (300), RE head coil. The RE head coil (300) comprises a coil former (310) comprising at least a first leg and a second leg arranged at a distance from each other to define a space there between, the coil former (310) being at least sectionally flexible and having at least one first fastening portion (315, 316) arranged adjacent to the space (314), and a respiratory mask (320) comprising a gas outlet (324) and at least one second fastening portion (322, 323), wherein in an operable condition in which the RE head coil (300) is adapted to be arranged at least in sections around a head of a patient (S) and in which the second fastening portion (322, 323) is adapted to be fastened to the first fastening portion (315, 316), the gas outlet (324) is disposed within the space (314).

Abstract: Disclosed is a method, performed by an electronic device, for optimizing a shipping route. The method comprises obtaining operational input data comprising a source data element and a destination data element. The method comprises obtaining based on the operational input data and a route optimization model, an optimized route set comprising a route parameter associated with a carbon emission parameter. The route optimization model is based on historical route data. The method comprises outputting, based on the optimized route set, a result indicative of an optimized route.

Abstract: One example method includes copying selected backup data from a secondary storage system to a provisioned primary storage volume, creating a snapshot of the primary storage volume, using the snapshot to create a thin clone volume, masking the thin clone volume, and mounting the thin clone volume, and recovering the backup data from the thin clone volume. The recovered backup data may be made available to a secondary workload that includes an enterprise application.

Abstract: The present disclosure relates to method and apparatus for controlling packet flow. In accordance with embodiments, the method includes aggregating a connection of at least one unlicensed frequency band and a connection of at least one licensed frequency band to form a hotspot backend connection for a hotspot access point providing an aggregated bandwidth spectrum. The method includes allocating the aggregated bandwidth spectrum to at least one tethered device connected with the hotspot access point through a tethered connection. The method includes receiving one or more packets from the at least one tethered device via a hotspot interface at the hotspot access point. The method includes transmitting the one or more packets to a transport layer aggregator.

Abstract: An example method includes detecting, using sensors, packets throughout a datacenter. The sensors can then send packet logs to various collectors which can then identify and summarize data flows in the datacenter. The collectors can then send flow logs to an analytics module which can identify the status of the datacenter and detect an attack.

Abstract: A system and method for configuring an application is described. The system identifies user collaboration data of users of an application. The user collaboration data indicates durations of collaborations between one or more users using the application. The system computes an influencer score of a first user based on the duration of collaborations between the first user and the other users. The system determines that the influencer score of the first user exceeds an influencer score threshold and generates a configuration setting of the application for the first user. The system applies the configuration setting to the application for the first user.

Abstract: Presented herein are embodiments for quickly identifying and recommending key performance indicators (KPIs) for network devices based on the type of network device and/or role of the device. The type or configuration of the network device may be obtained and compared to the capabilities of the network device. Operational or performance information of the network device, represented by strings, may be obtained based on the configuration information. Operational information that is not relevant to the configuration of the network device may be filtered out. The remaining operational information may be ranked as KPIs based on a relevance of the operational information with respect to the configuration information.

Abstract: A method of forming an antimicrobial film, including providing a substrate with a polymer coating disposed thereon, the polymer coating including: an antimicrobial material, an inner surface contacting the substrate, and an outer surface opposite the inner surface; and extracting ions from the antimicrobial material toward the outer surface, such that the outer surface interacts with surface microorganisms. A composition, including a polymer; an antimicrobial material; and at least one of an organic solvent and an additive. The antimicrobial material comprises at least one of copper-containing glass particles, copper oxide particles, copper metal particles, copper salts, copper coordination complexes, cuprite crystals, and a combination thereof. Further, the additive can be selected to increase the oxidation resistance of the antimicrobial material.

Abstract: A fluid valve system including a housing defining a plurality of flow paths and a flow control member moveably disposed and selectively positionable within the housing. The flow control member includes a passageway having a plurality of openings, wherein a cross-sectional shape of at least one of the openings of the passageway is non-circular. When the flow control member is in a first position, a flow of fluid through a first flow path is permitted. When the flow control member is in a second position, the flow of fluid through a second flow path is permitted. When the flow control member is in intermediate third positions between the first position and the second position, the flow of fluid through both the first flow path and the second flow path is permitted.

Abstract: A vehicle wheel, and a monitoring device therewith, with a rim section and a disc section and a measuring device having at least one measuring sensor for detecting forces acting on the vehicle wheel. In order to provide a measuring device in a simplified manner, enabling to determine the dynamic load on the vehicle wheel during drive operation and static load forces, a metal strip is attached by means of an adhesive connection to the outer side of the rim section and the measuring device is assigned to the metal strip, wherein the measuring device has a bending strut provided with the at least one measuring sensor and being connected to the metal strip at two fastening zones spaced apart from one another, or the measuring sensor is connected to the metal strip and has several of differently oriented strain gauges for the local detection of a deformation of the metal strip between the fastening zones.

Abstract: Techniques are disclosed for providing scalable and concurrent file systems. A backend storage system comprising an interface and a processing unit may be configured to perform the techniques. The interface may present the file system storing objects representative of data. The processing unit may receive, from a frontend host system coupled to the backend storage system, a plurality of client operations to perform with respect to the objects identified by the client operations, and identify an object type associated with each of the identified objects. The processing unit may select, based on the object types, one or more backend operators that implement the plurality of client operations, and apply the backend operators to the identified objects.

Abstract: An apparatus comprises a processing device configured to register one or more applications to receive resource state change invocation calls from one or more assets of an information technology infrastructure, to detect resource state changes for the one or more assets of the information technology infrastructure, and to provide, from a given one of the one or more assets of the information technology infrastructure to a given one of the one or more applications, a given resource state change invocation call responsive to detecting one or more resource state changes for the given asset. The processing device is also configured to receive, from the given application, an instruction to initiate one or more reactive actions based at least in part on the detected one or more resource state changes for the given asset, and to apply at least one of the one or more reactive actions to the given asset.

Abstract: There is provided a computer implemented method for use in a distributed machine learning process for training a machine learning model, wherein the training is distributed across a plurality of computing nodes and updates to the machine learning model, as determined by the plurality of computing nodes, are aggregated using secure multi party computation. The method includes: i) obtaining an aggregated characteristic of updates to the machine learning model provided by a first subset of the plurality of computing nodes; ii) comparing the aggregated characteristic to an equivalent reference; and iii) identifying whether the first subset of nodes are contributing updates that are corrupting the machine learning model, based on the comparison.

Abstract: An apparatus includes a series of pipeline stages that have logic components connected to supply output data to latch components, timing correction blocks connected to the latch components, and a memory component connected to supply a correction pattern to the timing correction blocks. The timing correction blocks have a buffer connected to a multiplexor. The correction pattern controls whether the multiplexor receives an adjusted clock signal through the buffer to control whether the timing correction blocks supply an unadjusted clock signal or the adjusted clock signal to the latch components.

Abstract: One example method includes copying selected backup data from a secondary storage system to a provisioned primary storage volume, creating a snapshot of the primary storage volume, using the snapshot to create a thin clone volume, masking the thin clone volume, and mounting the thin clone volume, and recovering the backup data from the thin clone volume. The recovered backup data may be made available to a secondary workload that includes an enterprise application.

Abstract: A personalized news service provides personalized news programs for its users by generating personalized combinations of audible versions of news stories derived from text-based versions of the news stories. The audible versions may be generated from the text-based version by a text-to-speech system, or may by recording a person reading aloud the text-based version. To acquire recordings, the personalized news service can make a determination that a particular news story has a threshold extent of popularity. The news service can then transmit a request to a remote recording station for a recording of a verbal reading of the particular news story. The news service can then receive the requested recording from the remote recording station.

Abstract: The disclosure provides a computer implemented method for detecting an output pose of interest of a subject in real-time, the method comprising recording an image frame of the subject using an imaging device, determining an output pose of interest by processing the image frame using a machine learning model that comprises a rule-based pose inference model and a data-driven pose inference model wherein with the data-driven pose inference model, determining a data-driven pose of interest by processing a single frame of the subject, and wherein with the rule-based pose inference model, determining a rule-based output pose of interest by processing the same single image frame, and determining as the output pose of interest the rule-based output pose of interest, if the rule-based pose inference model is able to determine the rule-based output pose of interest, otherwise determining the data-driven pose of interest as the output pose of interest.