Abstract: The present disclosure relates to development of a self-service artificial intelligence platform by integrating data-based model with physics-based model and vice-versa to generate real-time recommendations and control actions. Further, the present disclosure provides the system and method for at least one of data collection and preparation, developing a hybrid system/control model, and developing a physics-based model driven by data-based model and vice versa to generate real-time recommendations and control actions.

Abstract: Techniques for optimizing flight safety operations for an aircraft are described. In operation, aircraft operational parameters corresponding to a plurality of flight operations are retrieved. The aircraft operational parameters are then analyzed using a first machine learning model to identify a first flight operation, where the first flight operation comprises at least one aircraft operational parameter with deviation beyond a threshold. At least one potential flight safety incident corresponding to the first flight operation is then identified using the at least one aircraft operational parameter. The at least one potential flight safety incident is then analyzed using a second machine learning model to identify a corrective action for the potential flight safety incident, where the second machine learning model is trained using flight safety artifacts comprising a plurality of flight safety incidents and corrective actions to be initiated in response to the plurality of flight safety incidents.

Abstract: A system include multiple components configured to operate in different modes with different power supply loads. Control circuitry may determine a first voltage margin to be included in a power supply voltage magnitude requested for the components based on current operating modes of the multiple components and detect that a first component of the multiple components has changed its operating mode. In response to the detection, the control circuitry may modify at least one parameter of the following parameters to recover a portion of the first voltage margin: a power supply voltage magnitude and an operating frequency of at least a portion of the system. A magnitude of the modification may be based on an estimated difference between a first amount of dynamic power supply voltage loss before the change in operating mode and a second amount of dynamic power supply voltage loss after the change in operating mode.

Abstract: Aspects of the disclosure include methods, apparatuses, and non-transitory computer-readable storage mediums for processing media streams. An apparatus includes processing circuitry that sends a message to a media aware network element that is configured to process a plurality of audio streams of a conference call. The message indicates that the plurality of audio streams is to be down mixed by the media aware network element. The processing circuitry receives the down mixed plurality of audio streams from the media aware network element and decodes the down mixed plurality of audio streams to receive the conference call.

Abstract: A data storage device and method for host-determined proactive block clearance are provided. In one embodiment, a data storage device is provided comprising a memory and a controller. The controller is configured to receive a command from a host that specifies a parameter of an upcoming burst mode; and in response to receiving the command, proactively perform a garbage collection operation according to the parameter to create available storage space in the memory to store data from the host during the upcoming burst mode. Other embodiments are possible, and each of the embodiments can be used alone or together in combination.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for an automated calling system are disclosed. In one aspect, a method includes the actions of receiving audio data of an utterance spoken by a user who is having a telephone conversation with a bot. The actions further include determining a context of the telephone conversation. The actions further include determining a user intent of a first previous portion of the telephone conversation spoken by the user and a bot intent of a second previous portion of the telephone conversation outputted by a speech synthesizer of the bot. The actions further include, based on the audio data of the utterance, the context of the telephone conversation, the user intent, and the bot intent, generating synthesized speech of a reply by the bot to the utterance. The actions further include, providing, for output, the synthesized speech.

Abstract: A method, system, and computer program product generate, with a payment network, a first value (a) and a second value (ga), the second value (ga) based on the first value (a) and a generator value (g); generate, with the payment network, a plurality of random merchant numbers (mi) for a respective plurality of merchant banks; determine, with the payment network, a merchant product (M) based on a product of the plurality of random merchant numbers (mi); generate, with the payment network, a public key (pki) based on the second value (ga), the merchant product (M), and the random merchant number (mi) and a random key (rki) based on the merchant product (M) and the random merchant number (mi) for each respective merchant bank; and communicate, with the payment network, the public key (pki) and the random key (rki) to at least one respective merchant bank.

Abstract: Methods, systems, and programs are presented for detecting impaired views in monitoring cameras. One method includes training a rotation classifier with unsupervised learning utilizing a first set of images. The rotation classifier is configured to receive an input image and generate a rotation feature embedding for the input image. In addition, the method includes training an impairment classifier with supervised learning utilizing a second set of images, impairment labels for each of the second set of images, and the rotation feature embedding, generated by the rotation classifier, for each of the second set of images. The method further includes accessing a vehicle image captured by a camera on a vehicle, and providing the vehicle image to the impairment classifier as input, and the impairment classifier outputs a camera impairment from a set of camera impairment categories. Further, the vehicle image and the camera impairment are presented on a user interface.

Abstract: Certain aspects of the disclosure provide techniques for information retrieval for large datasets. A method comprises receiving input text files and a query for the files; obtaining an index associated with the input text files to process the query, wherein: the index comprises key-value mappings, each key of a respective mapping identifying a voronoi cell of the index, and each value of a respective mapping identifying vector embeddings associated with text files associated with a voronoi cell of the index; creating a query embedding based on the query; identifying a first key-value mapping having a first key associated with a first voronoi cell in the index and corresponding to the query embedding; obtaining a set of vector embeddings associated with the first value; comparing the query embedding to the set of vector embeddings to determine closest vector embeddings; and generating a textual output based on the closest vector embeddings.

Abstract: Methods, non-transitory machine readable media, and computing devices that manage storage operations directed to dual-port solid state disks (SSDs) coupled to multiple hosts are disclosed. With this technology, context metadata comprising a checksum is retrieved based on a first physical address mapped, in a cached zoned namespace (ZNS) mapping table, to a logical address. The logical address is extracted from a request to read a portion of a file. A determination is made when the checksum is valid based on a comparison to identification information extracted from the request and associated with the file portion. At least the first physical address is replaced in the cached ZNS mapping table with a second physical address retrieved from an on-disk ZNS mapping table, when the determination indicates the checksum is invalid. The file portion retrieved from a dual-port SSD using the second physical address is returned to service the request.

Abstract: The present disclosure relates to video capture with a portable computing device. A method of operating a portable computing device, a portable computing device and graphical user interface used while capturing a video is also disclosed. Embodiments include generating a video feed for display in landscape mode in a viewing window.

Abstract: The present disclosure generally relates to wireless communication systems, more particularly to systems and methods for providing Fixed Mobile Convergence (FMC) service. System receives contact number/short code of first user dialed by second user, and establishes connection between BTAS and IMS server, when second user dials mobile number. Further, system invokes FMC create/update service to trigger modification of IFC service chaining data in IMS core network. Furthermore, system converts short code and transmits invite request messages to IMS core network and triggers ringing mode on mobile/fixed line device. In response to conversion, system transmit invite request messages to IMS core network of mobile number link to fixed line, and in response to transmission, system triggers ringing mode on mobile device and fixed line device, to establish call. Additionally, system establishes call between mobile device and fixed line device of second user, and fixed line/mobile device of first user, respectively.

Abstract: In aspects of application-initiated input device activation, a media server receives a request to stream an application to a display device. The media server activates an input device connected to the display device in response to the request. The media server restricts use of the display device to the input device while the application remains active on the display device.

Abstract: A computerized method of delivering applications includes transmitting, by a connection server, a registration request to an application manager server, the registration request including administration credentials for the application manager server and a public certificate of the connection server, the administration credentials causing the application manager server to trust the connection server regarding application requests; receiving, by the connection server, a user application launch request from a user device, the user application launch request identifying an application; generating a proxy application launch request for the received user application launch request, the proxy application launch request identifying the application and including a signed message created with a private key associated with the public certificate; and transmitting the proxy application launch request for delivery to the application manager server, causing the application manager server to make the application available t

Abstract: A system and method for automatic and dynamic generation of modelling inputs based atleast upon a defined set of rendering variables, and rendering a reconstructed and optimized model in realtime is described.

Abstract: Systems and methods are provided that implement virtual dataset creation and formal verification for artificial Intelligence (AI)/Machine Learning (ML) models in a manner that improves the performance of AI/ML models when encountering corner cases. For example, a corner case correction system is configured to synthesize new samples by recontextualizing samples related to corner cases, in new environments. The corner case correction system can implement an energetic neural process which separates input data into contextual features and content, and then recombines the context and content to synthesize new samples, generating a virtual dataset. The energetic neural process also performs a formal verification of the AI/ML models to address noise in the virtual dataset. The AI/ML model is trained using the virtual dataset, and an updated AI/ML model is created to execute predictive analysis for the corner cases associated with driving environments of autonomous vehicles.

Abstract: In aspects of input device-initiated application activation, a media server detects initiation of an input device based on a monitoring of a set of one or more input devices that include the input device. In response to the initiation of the input device, the media server activates a streaming of an application to a display device connected to the media server. The media server restricts use of the display device to the input device while the application remains active on the display device.

Abstract: A phosphor layer is attached to an LED with increased precision. In particular, a phosphor ceramic is attached to an LED with glue. During the attachment process, the glue must be hardened and/or cured. The phosphor ceramic includes a hood that contains the glue in the hood as it hardens and/or is cured in order that the phosphor ceramic is properly aligned on the LED. The hood also improves the light extraction by capturing the light emitted from the sides of the LED.

Abstract: A roof rack assembly for a vehicle includes a pedestal including an indentation. A roof rail is movable between a first configuration and a second configuration relative to the pedestal. In the first configuration, a toggle loop of the roof rail is positioned in a first orientation relative to the indentation. In the second configuration, the toggle loop is positioned in a second orientation relative to the indentation.

Abstract: Apparatuses, systems, and methods for a user equipment device (UE) to perform methods for triggering a change in beam configuration based on UL beam conditions. The UE may detect an unsafe UL beam condition for an UL beam based, at least in part, on an MPE level being exceeded by the UL beam. In response to the detection, remedial actions that to alleviate the unsafe UL beam condition may be performed. The remedial actions may prioritize UL beam quality over DL beam quality and may include reducing a transmit power of the UL beam based on an MPR, triggering an intra-panel antenna switch to a candidate UL beam that satisfies one or more conditions for intra-panel beam switching, triggering an inter-panel antenna switch to a candidate UL beam that satisfies one or more conditions for intra-panel beam switching, and/or signaling a beam failure to a network serving the UE.