Abstract: Provided herein are qPCR-based methods for quantitatively detecting and differentiating between live and dead pathogenic bacteria such as carbapenem-resistant Enterobacteriaceae (CRE). Also provided herein are simple, fast, and reliable genomic DNA extraction methods with improved efficiency.

Abstract: The Method and Apparatus of Predicting MAF Sensor Information includes training multiple candidate Artificial Neural Network (ANN) architectures using training data, and then selecting an ANN architecture from the candidates using an automated ANN architecture selection algorithm and testing data. An intelligent engine intake MAF prediction or estimation system using the selected ANN architecture then provides an engine intake Mass Air Flow (MAF) output variable, which is used along with the output of a hot-wire type engine intake MAF sensor. The system is deployed into the engine controller. The training and testing sets of data include input variables from engine sensors and/or actuators that relate to engine intake MAF, and may be acquired by testing a target engine. Selecting the optimal ANN architecture may be based on Root Mean Squared Error (RMSE) analysis using the automated ANN architecture algorithm and the training set of data.

Abstract: A method comprising receiving a first set of aerial images of a geographic area, receiving locations of assets, determining a likely location of at least one asset within each image, creating one or more bounding boxes, encompassing the likely location of one or more assets within each of the images, providing any number of the images to a convolutional neural network to classify pixels, the classification of each of the pixels indicating if the pixels are part of one or more obstructions or are part of a different classification, determining at least one zone, the zone encompassing the at least one asset, determining a distance between at least one pixel part of an obstruction and the zone, generating a criticality score based on the distance, comparing the criticality score to a threshold, and providing an alert of a future hazardous condition based on the criticality score.

Abstract: Multi-modal natural language processing systems are provided. Some systems are context-aware systems that use multi-modal data to improve the accuracy of natural language understanding as it is applied to spoken language input. Machine learning architectures are provided that jointly model spoken language input (“utterances”) and information displayed on a visual display (“on-screen information”). Such machine learning architectures can improve upon, and solve problems inherent in, existing spoken language understanding systems that operate in multi-modal contexts.

Abstract: Various embodiments of the present technology generally relate to systems and methods for secure customer data handling. More specifically, some embodiments relate to handling of derivative data as a provider in a manner that supports security and provides a stronger level of control over the data. The solution supports four core principles of customer data handling: no export of customer data, unless authorized; remote operations only via shell access or equivalent; temporary and task-based privileges; and diagnostic data to be ephemeral. The customer data handling system herein includes a central repository for the storage of diagnostic data, an upload tool for uploading to the central repository and automated staging on containers, a diagnostic virtual machine that enables task-based access to diagnostic data and analysis tools hosted on a dedicated container, and an application for handling requests, provisioning and staging containers, and purging.

Abstract: A method includes receiving, at one or more processors, airport runway geospatial data indicating a geospatial area associated with an airport runway and an altitude associated with the airport runway. The method also includes receiving aircraft location data associated with an aircraft. The aircraft location data indicates a position of the aircraft at different times and an altitude of the aircraft at different times. The method further includes determining whether the aircraft performed a touch-and-go operation on the airport runway based on the airport runway geospatial data and the aircraft location data. The touch-and-go operation includes the aircraft contacting the airport runway and subsequently taking off from the airport runway without stopping. The method also includes generating a notification in response to a determination that the aircraft performed the touch-and-go operation.

Abstract: There is described a method of operating an NFC device, the method comprising: determining a resonance frequency of a matching network of the NFC device; modulating, by a modulator, a carrier signal received from an external reader, resulting in a modulated carrier signal; controlling, using a controller, a transmission of the modulated carrier signal to the external reader; and transmitting, by a transmitter driver, said modulated carrier signal, said transmitter driver having at least one configurable setting that influences a damping behavior of the transmitted modulated carrier signal, wherein, during a modulation phase of the NFC device, the controller selects and applies the at least one configurable setting based on the determined resonance frequency such that a clock synchronization window is widened. Furthermore, a corresponding NFC device is described.

Abstract: System and methods for token based identity verification and consent management are provided. In one embodiment, a method for identity (ID) verification and consent management for on-behalf-of transactions comprises: receiving an authorization request for a principal user from a first user equipment (UE); generating a consent token for the principal user based on authentication information in the authorization request; adding the consent token to an authenticated user queue, wherein the authenticated user queue associates the consent token to the principal user; receiving a message from a second UE indicating a selection of the principal user; and initiate sending of the consent token from the authenticated user queue to the first UE in response to the selection. In some embodiments, the consent token indicates a permission level granted to the agent user for accessing a data profile associated with the principal user.

Abstract: A logical routing element (LRE) having multiple designated instances for routing packets from physical hosts (PH) to a logical network is provided. A PH in a network segment with multiple designated instances can choose among the multiple designated instances for sending network traffic to other network nodes in the logical network according to a load balancing algorithm. Each logical interface (LIF) of an LRE is defined to be addressable by multiple identifiers or addresses, and each LIF identifier or address is assigned to a different designated instance.

Abstract: Generating object morphisms during object search includes obtaining object-search request data, wherein the object-search request data includes object-search terms, obtaining resolved-request data representing the object-search terms, determining that a first analytical object partially consistent with the resolved-request data is available, wherein the first analytical object is consistent with a first portion of the resolved-request data, generating candidate object-morphism data with respect to the first analytical object in accordance with a second portion of the resolved-request data, outputting object-search response data including the candidate object-morphism data for presentation to a user, obtaining data indicating a selected object morphism from the candidate object-morphism data, generating a second analytical object in accordance with the first analytical object and the selected object morphism, wherein the second analytical object differs from the first analytical object, and outputting response

Abstract: A system may include a memory and a processor in communication with the memory. The processor may be configured to perform operations. The operations may include procuring a model and obtaining hyperparameters for watermarking the model. The operations may include embedding a watermark in the model using the hyperparameters to achieve a watermarked model and delivering the watermarked model and a watermark verification mechanism to a user.

Abstract: Methods and systems for treating an olefin-containing stream are disclosed. The disclosed methods and systems are particularly suitable for treating an off-gas stream in a refining or petrochemical process, such as from a fluid catalytic cracker (FCC), coker, steam cracker, and the like. The stream is treated in an absorber column to reject lighter stream components and to absorb ethylene and/or propylene into a solvent. The solvent is typically isobutane. The enriched solvent stream from the absorber column is fed to an alkylation reactor, which reacts the dissolved olefin with the isobutane solvent to produce an alkylate product.

Abstract: Techniques for intelligently routing IO to a storage class memory (SCM) namespace are disclosed. A configuration for a namespace is determined, where the configuration indicates a type of IO that the namespace is structured to handle. Details about the configuration of the namespace are stored in a repository. A forwarding rule is generated based on the namespace's stored configuration. When incoming IO having attributes similar to that type is received, implementation of the forwarding rule causes the incoming IO to be directed to the namespace. Attributes of a particular incoming IO are determined. As a result of the attributes satisfying a similarity threshold relative to the type, the forwarding rule is implemented such that the particular incoming IO is directed to the namespace.

Abstract: A memory is provided that is configured to practice a sleep mode without retention in which a both bitcell array and a memory periphery are powered down responsive to an assertion of sleep mode without retention control signal. The sleep mode without retention control signal is also asserted during a DVS scan to power down the bitcell array. The memory includes a power management circuit that responds to an assertion of a DVS scan control signal to prevent the assertion of the sleep mode without retention control signal from causing a power down of the memory periphery during the DVS scan. The memory periphery may thus be thoroughly tested by the DVS scan because leakage current from the bitcell array is prevented by the powering down of the bitcell array.

Abstract: An addition system for introducing particulate material into an industrial process is disclosed. The addition system comprises a vessel for holding the particulate material, wherein the vessel has a top and a bottom; one or more weighing devices; a controller for controlling operation of the addition system; a base plate to support the vessel and optionally the controller; and three or more legs, each leg having an uppermost section that connects to the vessel and a foot that is connected to the base plate. The widest diameter of the vessel is less than the diameter of a circle drawn through the feet of the legs. The one or more weighing device are mounted on the base plate and support the legs of the vessel.

Abstract: An electronic device, computer program product, and method manage presenting and pausing of media content in response to remotely detected interruptions. The electronic device includes network interface(s) by which the electronic device communicatively connects to: (i) a media output device that presents media content; and (ii) external device(s) that is configured to detect an event that draws user attention. A controller of the electronic device is communicatively coupled to the at least one network interface and a user interface device. The controller presents, via one or more signals transmitted via the network interface(s), media content presented on the media output device. The controller monitors the external device(s). In response to receiving input indicating that at least one external device has detected an event, the controller pauses the presentation of the media content on the media output device and presents, on a user interface device, a notification of the event.

Abstract: A method of manufacturing a volatile composition dispenser is disclosed. A container is positioned on a pallet, wherein the container has a bottom wall and side walls extending circumferentially around the bottom wall to define a reservoir and wherein the side walls have a circumferential inner edge defining a reservoir opening. The pallet is moved to a filling station in fluid communication with a tank containing a perfume composition. The perfume composition is dispensed into the exposed reservoir. A vapor impermeable substrate is attached to the planar surface of the container containing the dispensed perfume composition.

Abstract: Data segments and metadata segments to be stored in a storage system, where the data segments are deduplicated segments and each of the metadata segments includes a fingerprint for the corresponding data segment, for each of the metadata segments. It is determined that the metadata segment contains one or markers inserted by a client device of the storage system. The metadata segment is examined to determine whether the metadata segment satisfies a predetermined condition. In response to determining that the metadata satisfies the predetermined condition, the metadata segment is compressed using a predetermined compression algorithm. The compressed metadata segment is stored in the storage system, otherwise the metadata segment is stored in the storage system without compression. Thereafter, the data segments are stored in the storage system.

Abstract: Systems and methods are directed to a method for estimation of an object state from image data. The method can include obtaining two-dimensional image data depicting an object. The method can include processing, with an estimation portion of a machine-learned object state estimation model, the two-dimensional image data to obtain an initial estimated state of the object. The method can include, for each of one or more refinement iterations, obtaining a previous loss value associated with a previous estimated state for the object, processing the previous loss value to obtain a current estimated state of the object, and evaluating a loss function to determine a loss value associated with the current estimated state of the object. The method can include providing a final estimated state for the object.

Abstract: A method for remotely updating the behavior and state of a medical device or the firmware itself of a medical device, not requiring physical access to the device, that occurs through an encrypted and authenticated communication channel. The behavior and state of the device may be modified from a healthcare provider interface through a transmission method. The firmware of the medical device may be modified by the use of over the air device firmware updates, created from a designated secure machine called a build machine described herein. Both actions are transmitted to a server and then forwarded to a companion device and are particularly designed so that the server never stores sensitive cryptographic material in the event of server compromise. The companion device forwards the update to the medical device, which decrypts and validates the update or command before performing the change.