Abstract: An integrated platform system that employ a series of machine learning techniques and prediction and detection units that can process input data and extract and generate meaningful insights and predictions therefrom. The system integrates together multiple different data storage types and applications that generates data of different types, and an associated processing system for processing the different data types, store the data in a common data model to normalize the data, determine the data lineage of the data, and then process the data using different types of techniques. The data can also be processed by a prediction unit for generating meaningful insights and predictions or by an anomaly detection unit for detecting one or more anomalies in the data.

Abstract: A method for automatic speech recognition using joint acoustic echo cancellation, speech enhancement, and voice separation includes receiving, at a contextual frontend processing model, input speech features corresponding to a target utterance. The method also includes receiving, at the contextual frontend processing model, at least one of a reference audio signal, a contextual noise signal including noise prior to the target utterance, or a speaker embedding including voice characteristics of a target speaker that spoke the target utterance. The method further includes processing, using the contextual frontend processing model, the input speech features and the at least one of the reference audio signal, the contextual noise signal, or the speaker embedding vector to generate enhanced speech features.

Abstract: A method for providing a hybrid AI and human electronic communication interface includes receiving a first electronic transmission comprising a user query from a user device. The method further includes automatically generating, by processing the user query by a set of AI models, an automatic response to the user query. The method further includes electronically transmitting the automatic response to the user device. The method further includes receiving, from the user device, a second electronic transmission comprising a user input in response to the automatic response. The method further includes determining, based at least in part on processing the user input, that a set of criteria is met; and in accordance with the determination that the set of criteria are met, automatically instantiating an electronic communication connection between the user device and a second user device.

Abstract: A color electrophoretic display with improved black optical state includes an electrophoretic medium having five types of charged electrophoretic pigment particles in a non-polar fluid: a first particle having a first optical property and first charge polarity; a second particle having a second optical property and second opposite charge polarity with a first charge magnitude; a third particle having a third optical property and second charge polarity with a second charge magnitude smaller than the first charge; a fourth particle having a fourth optical property and second charge polarity with a third charge magnitude smaller than the second charge; and a fifth particle having a fifth optical property and second charge polarity with a fourth charge magnitude greater than the first charge. The first and fifth particles are white and black, respectively, and the second, third, and fourth particles are each a different one of cyan, magenta, and yellow.

Abstract: Enclosure assemblies with integrating flashing for protecting an accessory on a rooftop. The enclosure assemblies can include a base configured to protect the rooftop from water intrusion and a cover configured to be joined to the raised portion of the base. The base can include a bottom wall and a raised portion extending from the bottom wall. The base can include an uphill portion configured to be positioned beneath at least one full course of roof shingle on the rooftop, without having to cut the roof shingle. The raised portion can be disposed off-center relative to the central transverse axis of the bottom wall, leaving the uphill portion of the bottom wall uncovered.

Abstract: A color electrophoretic display with improved black optical state includes an electrophoretic medium having five types of charged electrophoretic pigment particles in a non-polar fluid: a first particle having a first optical property and first charge polarity; a second particle having a second optical property and second opposite charge polarity with a first charge magnitude; a third particle having a third optical property and second charge polarity with a second charge magnitude smaller than the first charge; a fourth particle having a fourth optical property and second charge polarity with a third charge magnitude smaller than the second charge; and a fifth particle having a fifth optical property and second charge polarity with a fourth charge magnitude greater than the first charge. The first and fifth particles are white and black, respectively, and the second, third, and fourth particles are each a different one of cyan, magenta, and yellow.

Abstract: Load management of chargers at a charging site is provided in which one or more processors coupled with memory can identify a setting for a first charger and a second charger that can be coupled with a phase line of an electrical panel to conduct power at a first phase. The one or more processors can determine that the phase line is configured to operate below a phase line capacity of the phase line while the first charger coupled with the phase line operates at a charger capacity of the first charger. The one or more processors can cause the first charger to operate at the charger capacity according to the setting in response to determining that the phase line is configured to operate below the phase line capacity while the first charger coupled with the phase line operates at the charger capacity.

Abstract: Enclosure assemblies with integrating flashing for protecting an accessory on a rooftop. The enclosure assemblies can include a base configured to protect the rooftop from water intrusion and a cover configured to be joined to the raised portion of the base. The base can include a bottom wall and a raised portion extending from the bottom wall. The base can include an uphill portion configured to be positioned beneath at least one full course of roof shingle on the rooftop, without having to cut the roof shingle. The raised portion can be disposed off-center relative to the central transverse axis of the bottom wall, leaving the uphill portion of the bottom wall uncovered.

Abstract: Particular embodiments may provide a computer-readable non-transitory storage media embodying software including instructions operable when executed to perform operations. The operations include detecting a signal indicating an accessory is coupled to an accessory port. In response to the signal, the operations further include determining whether the accessory is authorized to operate with the accessory port. In response to a determination that the accessory is authorized to operate with the accessory port, the operations further include transferring electrical power to the accessory.

Abstract: An accessory port includes a contact positioned on a vehicle surface configured to electrically couple with an accessory to transfer power and/or data with the accessory.

Abstract: Disclosed are a separator for an electrochemical device, comprising a porous base membrane, a coating layer disposed on at least one side of the porous base membrane and at least one channel for ionic flow, wherein the coating layer comprises at least one organic material with, for example, a core-shell structure that melts when the electrochemical device is overheated to a temperature that is higher than the melting point of the at least one organic material to block the at least one channel for ionic flow; as well as an electrochemical device comprising the separator and a method for making the separator.

Abstract: A vehicle and components thereof are provided. The vehicle can include an apparatus having a shelving module, a post, and a mechanism.

Abstract: A vehicle and components thereof are provided. The vehicle can include an apparatus having a shelving module, a post, and a mechanism.

Abstract: A vehicle and components thereof are provided. The vehicle can include an apparatus having a shelving module, a post, and a mechanism.

Abstract: Provided are a digital battery separator and a preparation method therefor. The digital battery separator comprises a base membrane (1) and a polymer coating (2) coating at least one surface of the base membrane (1), wherein the thickness of the separator is 3-10 ?m, and the ionic conductivity of the separator is 0.704-4.70 mS·cm?1. A thinner and safer battery separator with a smaller resistance, better porosity and air permeability, and better heat resistance is obtained, The problems such as being unsafe, having a large resistance, having low porosity, poor air permeability and poor heat resistance that are present in an existing ultrathin separator are solved.

Abstract: A control system for a vehicle may include one or more processors configured to execute instructions to receive, by one or more modules of the vehicle control system, a request to pair an accessory with the vehicle and determine, by the one or more modules of the vehicle control system, whether the accessory is preconfigured for pairing with the vehicle. In response to determining that the accessory is preconfigured for pairing with the vehicle, the one or more processors are configured to execute instructions to pair, by the one or more modules of the vehicle control system, the accessory with the vehicle and cause, by the one or more modules of the vehicle control system, a display of the vehicle to display a user interface customized for the accessory as paired with the vehicle.

Abstract: An outer packaging material for a battery apparatus, the material comprising a base layer (1), a bonding layer (2), a barrier layer (5), another bonding layer (7), and a hot-melt adhesive layer (8); the bonding layer (2) is disposed between the base layer (1) and the barrier layer (5); the other bonding layer (7) is disposed between the barrier layer (5) and the hot-melt adhesive layer (8); the barrier layer (5) is composed of a single layer or multiple layers of aluminum alloy foil; the aluminum alloy foil composition and the mass percentage thereof comprises over 1.2% Fe content and over 1% Mg content; after undergoing annealing treatment, a large amount of Mg will precipitate out from within the aluminum foil, and the ratio of the precipitated Mg amount to a precipitated Al amount is between 2-4.

Abstract: Enclosure assemblies with integrating flashing for protecting an accessory on a rooftop. The enclosure assemblies can include a base configured to protect the rooftop from water intrusion and a cover configured to be joined to the raised portion of the base. The base can include a bottom wall and a raised portion extending from the bottom wall. The base can include an uphill portion configured to be positioned beneath at least one full course of roof shingle on the rooftop, without having to cut the roof shingle. The raised portion can be disposed off-center relative to the central transverse axis of the bottom wall, leaving the uphill portion of the bottom wall uncovered.