Abstract: A natural language understanding (NLU) framework includes a modeling and optimization system that enables enhanced understanding and explainability to the operation of the NLU framework. The NLU framework includes a configuration vector storing settings of various components that may be applied during NLU inference of an utterance, such as which components should be activated or deactivated, as well as which numerical values (e.g., threshold values, coefficients, weight values) that are used by these components during operation. By using this configuration vector to systematically disable and adjust numerical parameters of the components of the NLU framework, and then determining the performance of the NLU framework in these configurations, the modeling and optimization system determines relationships between, as well as the relative importance of, the components of the NLU framework.

Abstract: High-voltage transistors that may be fabricated in a standard low-voltage process. Embodiments include integrated circuits that combine, in a unitary structure, an LDMOS FET device that includes one or more dummy polysilicon structures (DPS's) overlying a drift region and comparable in configuration to the FET gate, and interstitial implant resistance pockets (IRP) formed within the drift region between the gate and an adjacent DPS and between each pair of adjacent DPS's. The IRPs may be augmented with floating contacts to remove heat from the drift region and provide additional shielding of the drain contact from the nearest edge of the gate. The IRPs may be biased to modulate the conductivity of the drift region. The DPS's may be biased to modulate the conductivity of the drift region, and in such a way as to protect each DPS from excessive and potentially destructive voltages.

Abstract: Examples describe data security and routines structured to avoid conflicts. One example includes accessing data for a merchant website including a framework with a first routine for a function, and accessing an account security element for the merchant website with a second routine associated with an account security system for the function. The second routine is optimized to avoid conflicts with the first routine. The framework is automatically updated while the second routine is maintained with no changes. The merchant website data is then transmitted with the updated first routine and the account security element with the second routine, where the updated first routine and the second routine facilitate data security on the client device without framework conflicts when the updated first routine for the function and the second routine for the function operate concurrently on the client device.

Abstract: A method, system, and circuit arrangement involve synthesizing a circuit design specified in a register transfer level (RTL) specification into a netlist. The RTL specification includes an assert statement that specifies a conditional expression involving one or more signals specified in the circuit design to be checked during simulation, and the synthesizing includes synthesizing the assert statement into netlist elements. The design tool places and routes the netlist into a circuit design layout and generates implementation data from the layout.

Abstract: Segments of a segmented database can store different sets of profile data. Each segment can have a backend that stores profile data, as well as a frontend that stores an index of keys corresponding to the profile data. An auditing system can automatically detect inconsistencies between the frontend and the backend of an individual segment. Based on a key associated with an identified inconsistency, a provisioning system can query a lookup database to determine which segment is associated with the key. The provisioning system can perform operations to automatically resolve the inconsistency within the segment based on whether the lookup database indicates that the segment is or is not associated with the key.

Abstract: A method for handling a service connection in a wireless communication system, including detecting, by a User Equipment (UE), a Mobility Management (MM) service state of the UE is set to ATTEMPTING TO UPDATE, receiving, by the UE, a valid Temporary Mobile Subscriber Identity (TMSI) in a TMSI reallocation procedure from a base station via a Radio Resource Control (RRC) connection, changing, by the UE, the MM service state to a NORMAL SERVICE state in response to the receiving a valid TMSI and the detecting a MM service state, and sending, by the UE, a paging response message to the base station in response to the changing the MM service state and a paging indication message received from the base station to establish the service connection, the paging indication message including the valid TMSI.

Abstract: Detecting cancer early can significantly reduce mortality rate, but this still remains a challenge owing to shortcomings in early screening and detection with existing modalities. Cancer detection is done using known screening methods such as X-ray mammography, Magnetic Resonance Imaging (MRI) and Ultrasound imaging (US). But these conventional methods have their own limitations such as compression discomfort, inherent health risks, expensive, and consume more time and effort. Present disclosure provides system and method for enhanced microwave imaging (MWI) for efficient breast tumor detection by scanning subject's specific body portion to optimize the scan duration. The MWI is framed as an inverse problem by building forward model using a Point Spread Function (PSF) and is solved by imposing sparsity prior since tumor is concentrated to limited regions. The entire scanning duration is optimized by viewing the problem as a sequential decision making process for a Deep Reinforcement Learning (DRL) agent.

Abstract: An exterior aircraft light comprises a housing defining an interior space; a light output generation unit comprising at least one light source; power supply electronics, coupled to the light output generation unit for driving a light output of the exterior aircraft light and a draining device for draining the interior space. At least one of the light output generation unit and the power supply electronics is arranged within the interior space. The draining device comprises a first drainage tube for receiving fluid, a second drainage tube for receiving fluid; and a fluid discharge port for discharging fluid out of the housing. Each of the first and second drainage tubes comprises a valve mechanism for selectively sealing and opening the respective drainage tube with respect to the interior space.

Abstract: A network controller in an overlay network maintains collective sets of identity-based policies and identity mappings for onboarded users of the network for informed distribution to network elements across the network. As new users are onboarded, the controller identifies a site of the network at which the user was onboarded and determines identity mappings of the user and applicable policies for distribution to a network element at the identified site. The controller assigns index values to each identity and communicates the indices to network elements with the corresponding identity mappings and policies. The network elements encapsulate cross-site traffic with the index values corresponding to senders so recipient network elements can obtain the index value from encapsulation header formats, query the controller for the corresponding identity mappings, and apply policies to the traffic that are determined to be pertinent based on the sender's identity mappings obtained from the controller.

Abstract: A device detects, using input from one or more sensors installed at a parking facility of a plurality of parking facilities, an infraction caused by a vehicle. Responsive to detecting the infraction, the device generates a vehicle fingerprint by inputting a depiction of the vehicle into a supervised machine learning model, the depiction derived from one or more images of the vehicle captured at the parking facility, and receiving a feature vector of the vehicle as output from the supervised machine learning model, the feature vector comprising a plurality of embeddings each describing a dimension of the vehicle. The device monitors for entry of the vehicle at each of the plurality of parking facilities using the vehicle fingerprint, and, responsive to detecting entry of the vehicle at a given one of the plurality of parking facilities, triggers a remediation action.

Abstract: An edge device generates an exit event for a vehicle exiting a parking facility. The edge device determines whether the exit event matches with an entry event. Responsive to determining that the exit event does not match to an entry event, the edge device inputs images of the vehicle into a supervised machine learning model and receives, as output from the model, an exit feature vector. The edge device retrieves entry feature vectors corresponding to hanging entry events. A hanging entry event is an entry event for a vehicle with an unknown vehicle identifier. Edge device inputs the exit feature vector and the entry feature vectors into an unsupervised machine learning model and receives, as output from the model, matching scores for each entry feature vector. Edge device matches the exit event to one of the hanging entry events based on the matching scores.

Abstract: A method of manufacturing an optical article includes supplying a first coating composition and supplying one or more additional coating compositions to an ultrasonic discharge nozzle of a coating apparatus. At least one of the first coating composition and the one or more additional coating compositions is a photochromic coating composition. The method includes mixing the first coating composition and the one or more additional coating compositions at the ultrasonic discharge nozzle of the coating apparatus, and applying the mixture of the first coating composition and the one or more additional coating compositions to at least a portion of the optical article so as to provide a pattern on the optical article upon exposure to actinic radiation. The mixture of the first coating composition and the one or more additional coating compositions is applied from the ultrasonic discharge nozzle as a controlled, predetermined pattern of atomized droplets.

Abstract: In some implementations, a device may identify respective sets of unique values for multiple dimensions of a multidimensional data structure. The device may identify a plurality of subsets of permutations of a set of permutations of the unique values. The plurality of subsets of permutations are to be processed in parallel. The device may obtain, based on processing the plurality of subsets of permutations in parallel, respective data associated with each permutation of the plurality of subsets of permutations. The data for a permutation, of the plurality of subsets of permutations, is obtained based on respective unique values for the permutation that are determined independently of another permutation of the plurality of subsets of permutations.

Abstract: Provided is a curable photochromic coating composition including (a) a polyol component, (b) a poly(anhydride) having at least three cyclic anhydride groups, (c) a secondary crosslinker, and (d) a photochromic material. The polyol component includes (i) a first polyol having two hydroxyl groups and a hydroxyl equivalent weight of at least 15,000 g/mol and (ii) a second polyol different from the first polyol having at least three hydroxyl groups and a hydroxyl equivalent weight of at least 300 g/mol. The secondary crosslinker is selected from a poly(carbodiimide), an oxazoline-functional material, or mixtures thereof. The present invention also provides an optical article prepared from the curable photochromic coating composition.

Abstract: A voice recognition system in an aircraft is provided. The voice recognition system includes: a voice recognition controller configured to receive a voice command from a flight crew member voice interface, convert the voice command to an avionics system command, and forward the avionics system command to an avionics system for execution. The voice recognition system further includes an application controller configured to: receive the avionics system command that has been converted from the voice command; determine whether the avionics system command can be performed; cause the avionics system command to be performed when it is determined that the avionics system command can be performed; and when it is determined that the avionics system command cannot be performed, generate a message that provides a reason why the avionics system command cannot be performed and cause the message to be displayed on a display device and/or annunciated on an aural device.

Abstract: A system for database reversion is described. The system comprises: a database engine configured to host an active database; a log engine configured to generate transaction logs for transactions affecting the active database; a backup engine configured to create a backup data structure to allow for database reversion; and a memory buffer separate from the active database. A page in the active database has an associated page timestamp indicating a most recent update of the page in the active database. The database engine is configured to flush an updated copy of a page in the memory buffer to the active database. The backup engine is configured to, prior to the flush, store an image of the page in the active database to the backup data structure when the page in the active database is older than the time value related to the creation time of the backup data structure.

Abstract: A network device may be configured to receive network traffic. The network device may be configured to identify one or more entry points of the network device associated with the network traffic and to determine, based on the one or more entry points of the network device, a source zone associated with the network traffic. The network device may be configured to identify one or more exit points of the network device associated with the network traffic and to determine, based on the one or more exit points of the network device, a destination zone associated with the network traffic. The network device may be configured to identify, based on the source zone and the destination zone, a set of security policies and to apply a security policy, of the set of security policies, to the network traffic.

Abstract: A smart interrupt controller (SIC) routs an interrupt to a specific processor by dynamically changing the affinity of the interrupt based upon the processor power state and/or system load thereof. The SIC arbitrates interrupt servicing based on various parameters such as interrupt priority, interrupt affinity, processor load and processor power. Interrupt load sharing between selected processors increases overall computer system performance. Interrupt latency times decrease by avoiding unnecessary switching of processor power states from an inactive state to an active state by instead routing the interrupt to a different processor already in an active state. Interrupt latency times will decrease by routing the interrupt service request from a heavily loaded processor to one that is not so heavily loaded. Whereby active processor clock cycles are effectively utilized for interrupt servicing.

Abstract: One example system includes a biosensor applicator having a housing defining a cavity configured to receive and physically couple to a biosensor device, and to apply the biosensor device to a wearer; an applicator coil antenna oriented around a first axis; and a biosensor device including a biosensor coil antenna; a first wireless transceiver electrically coupled to the biosensor coil antenna; a Bluetooth antenna; and a second wireless transceiver coupled to the Bluetooth antenna; wherein the biosensor device is physically coupled to the biosensor applicator and positioned at least partially within the cavity; and wherein the applicator coil antenna is configured to wirelessly receive electromagnetic (“EM”) energy from a remote coil antenna and wirelessly provide at least a first portion of the received EM energy to the biosensor coil antenna.

Abstract: Embodiments of the present disclosure are directed to systems and methods for group-based filtering of user devices on a wireless network. Upon a request from a user device to access a requested network service, a device specific identifier associated with the user device is used to determine one or more groups associated with the user device. Based on any access restrictions for the one or more groups associated with the user device, the requested network service may be selectively authorized or provided.