Abstract: Various embodiments relate to convolutional neural networks (CNN). CNN may be provided with a convolution kernel configured with binary weights. The CNN may be trained with the convolution kernel to determine a set of binary weights for the convolution kernel. The set of binary weights may be used for inference of the CNN. Devices, methods, and computer programs are disclosed.

Abstract: Bias supplies, plasma processing systems, and associated methods are disclosed. One bias supply comprises a first inductor coupled between a first node of a switch and an output node where a first node of a second inductor is coupled to one of the output node or the first node of the switch. A voltage source is coupled between a second node of the switch and a second node of the second inductor. A connection is made between the return node and one of the second node of the switch and the second node of the second inductor. The bias supply also comprises a controller configured to cause an application of the periodic voltage between the output node and the return node by repeatedly closing the switch so current through the switch completes a full cycle.

Abstract: Bias supplies, plasma processing systems, and associated methods are disclosed. One bias supply comprises a first inductor coupled between a first node of a switch and an output node where a first node of a second inductor is coupled to one of the output node or the first node of the switch. A voltage source is coupled between a second node of the switch and a second node of the second inductor. A connection is made between the return node and one of the second node of the switch and the second node of the second inductor. The bias supply also comprises a controller configured to cause an application of the periodic voltage between the output node and the return node by repeatedly closing the switch so current through the switch completes a full cycle.

Abstract: An index sequence specifying an index of training data corresponding to a component of a cost function is generated. A first model parameter in the set of model parameters is set to an initial value. Using the index sequence, a neural network model comprising a set of weights is trained. As part of the training, using the index sequence, a learning rate, and a set of gradients, a subset of the set of model parameters is updated. As part of the training, a momentum term is set. As part of the training, using the momentum term as the first model parameter, the updating and the setting are repeated until reaching a training completion condition. The trained neural network model is used to predict an outcome by analyzing live data.

Abstract: A production plant and a method for production of a synthetic gasoline product from a synthetic hydrocarbon mixture produced by post-treatment of a synthetic gasoline product including less than a specified concentration of olefins, such as 6 vol % or 11 vol % from a first synthetic hydrocarbon mixture produced from a mixture of reactive oxygenates, the first synthetic hydrocarbon mixture having T90 of less than 140° C. and including at least the specified concentration of olefins and a second synthetic hydrocarbon mixture, produced from a mixture of reactive oxygenates, the second synthetic hydrocarbon mixture having T90 of more than 150° C., the method including: a. directing the second synthetic hydrocarbon mixture to contact a material catalytically active in hydrocracking under effective hydrocracking conditions, to provide a hydrocracked second synthetic hydrocarbon mixture, b.

Abstract: Aspects of the disclosure relate to multi-factor user authentication for card-based payment transactions using blockchain tokens. An computing platform may receive, from a computing device, transaction details associated with a card-based payment transaction corresponding to a user, wherein the transaction details comprise a card number of a payment card. The computing platform may determine, based on the card number, a user device associated with the user. The computing platform may send, to the user device, a one-time passcode (OTP). After sending the OTP, the computing platform may receive a security key. The security key may be generated based on the sent OTP and a blockchain token hash. The computing platform may, based on the received security key, send, to the computing device, a message indicating whether the transaction is approved or declined.

Abstract: A handle of an endoscope may comprise a body portion that defines a first chamber having a first feature configured to support at least a first component of a steering assembly, and a second chamber having a second feature configured to support at least one fluidic component or electronic component.

Abstract: The technology described herein relates to a lightweight dense residual network for video super-resolution on mobile devices. A method for implementing a lightweight dense residual network to achieve super-resolution performance may include generating feature maps using a network based on an input of frames at a lower resolution, the network comprised of DenseRes blocks and an additional convolution operation, each DenseRes block comprising multiple layers of convolution operations and rectified linear activation function (ReLU) operations and a 1×1 convolution operation. Said feature maps are upsampled by a pixel shuffle layer in the network and the frames are output at a higher resolution, the higher resolution relative to the lower resolution by an upscaling factor.

Abstract: A surface cleaning apparatus, such as a carpet extractor, includes a fluid recovery system for drawing dirty cleaning fluid from a surface to be cleaned. The fluid recovery system includes a recovery tank with a removable lid that has a handle that is pivotally mounted to the lid and is configured to releasably lock the lid to the tank and to assist in removing the lid from the tank.

Abstract: Disclosed is a cathode composite layer for an all solid-state battery, comprising particles of a cathode active material (CAM), a solid electrolyte (SE), an electrically conductive carbon fiber coated with an oxide material. In one embodiment, the present disclosure provides an all solid-state battery comprising the cathode composite layer, wherein the battery has an increased capacity and cycle stability due to the reduced SE degradation.

Abstract: An image forming apparatus includes a casing, an upper cover, a lateral cover and a closing position holding mechanism which holds the lateral cover in a closing position. The closing position holding mechanism includes an engaging part provided in the upper cover and an engaged part provided in the lateral cover. When the upper cover is displaced from the opening position to the closing position in the state where the lateral cover is in the closing position, the engaging part is engaged with the engaged part from an outside on the lateral side of the casing. When the upper cover is displaced from the closing position to the opening position in the state where the lateral cover is in the closing position, the engagement of the engaging part with the engaged part is released as the upper cover is displaced.

Abstract: Methods and systems for scheduling virtual meetings across multiple geographic locations. In an example, the technology relates to a method for scheduling a virtual meeting. The method includes receiving configurations for location attributes and cross-geographic preferences for a plurality of users; storing the received configurations in a data storage; receiving, from a meeting organizer client device, a request for location attributes and cross-geographic preferences for one or more attendees of a virtual meeting; accessing, from the data storage, the requested location attributes and cross-geographic preferences for the one or more attendees; generating, based on at least the requested location attributes and cross-geographic preferences, a meeting time recommendation; and transmitting the accessed location attributes, cross-geographic preferences, and the generated meeting time recommendation to the meeting organizer client device.

Abstract: A surface cleaning apparatus includes a recovery tank and an electronic sensing system configured to detect liquid at one or more levels within the recovery tank and determine when to shut-off or otherwise interrupt the recovery system. In addition, the sensing system can detect whether the recovery tank is missing from the apparatus.

Abstract: A medical device may include an expandable energy delivery array reciprocally movable between a first configuration and a second configuration. The expandable energy delivery array may include a first assembly having a first proximal end piece, a first distal end piece, and one or more first energy transfer elements extending between the first proximal and first distal end pieces, and a second assembly having a second proximal end piece, a second distal end piece, and one or more second energy transfer elements extending between the second proximal and second distal end pieces. The second proximal end piece may be proximal to the first proximal end piece and the second distal end piece may be distal to the first distal end piece.

Abstract: The present invention relates to bicyclic heterocycles, and pharmaceutical compositions of the same, that are inhibitors of the FGFR enzyme and are useful in the treatment of FGFR-associated diseases such as cancer.

Abstract: Bias supplies and plasma processing systems are disclosed. One bias supply comprises an output node, a return node, and a switch network and at least one power supply coupled to the output node and the return node. The switch network and the at least one power supply configured, in combination, to apply an asymmetric periodic voltage waveform and provide a corresponding current waveform at the output node relative to the return node.

Abstract: A medical device includes a shaft. The shaft includes an integral tube defining a plurality of lumens. The integral tube is comprised of at least one of PTFE and ePTFE. A density of the at least one of PTFE and ePTFE varies along a length of the integral tube.

Abstract: A side rail assembly for a flatbed trailer extruded together as one integrated piece, including: a top extension face; a top chamfer; a side vertical face; a top horizontal face diagonally coupled to the side vertical face by the top chamfer, the top horizontal face to step down into the top extension face, wherein the top extension face extends to provide a surface to attach floor boards to the side rail assembly; an inner vertical face; a bottom extension face; an extended flange coupled to the bottom extension face; a bottom chamfer; and a bottom horizontal face diagonally coupled to the side vertical face by the bottom chamfer, the bottom horizontal face also couples to the bottom extension face, wherein the bottom horizontal face extends to the extended flange to provide an ability to use flat hooks for cargo securement.