Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for structuring and training a recurrent neural network. This describes a technique that improves the ability to capture long term dependencies in recurrent neural networks by adding an unsupervised auxiliary loss at one or more anchor points to the original objective. This auxiliary loss forces the network to either reconstruct previous events or predict next events in a sequence, making truncated backpropagation feasible for long sequences and also improving full backpropagation through time.

Abstract: A delivery system for delivering an implantable heart valve includes an outer shaft and an inner shaft that is slidingly disposable within an outer shaft lumen, the inner shaft including a distal end region. A plurality of fingers extend distally relative to the distal end region of the inner shaft and are adapted to releasably engage an implantable heart valve. A plurality of looped sheathing aids extend distally from the distal region of an inner shaft lumen and are adapted to guide the implantable heart valve back into the outer shaft lumen when the implantable heart valve is pulled back into the outer shaft lumen. Each of the plurality of looped sheathing aids include a distal petal adapted to engage tissue adjacent a native valve annulus in order to limit distal advancement of the implantable heart valve during deployment of the implantable heart valve.

Abstract: A storage controller receives a command to delete a dataset stored in a first set of storage volumes controlled by the storage controller. In response to receiving the command, a determination is made as to whether an indicator has been enabled to protect the dataset against an accidental deletion. In response to determining that the indicator has been enabled, the dataset is copied from the first set of storage volumes to a second set of storage volumes controlled by the storage controller. In response to completion of the copying of the dataset from the first set of storage volumes to the second set of storage volumes, the command to delete the dataset stored in the first set of storage volumes is executed.

Abstract: Disclosed herein are organic photosensitive optoelectronic devices comprising acceptor and/or donor sensitizers to increase absorption and photoresponse of the photoactive layers of the devices. In particular, devices herein include at least one acceptor layer and at least one donor layer, wherein the acceptor layer may comprise a mixture of an acceptor material and at least one sensitizer, and the donor layer may comprise a mixture of a donor material and at least one sensitizer. Methods of fabricating the organic photosensitive optoelectronic devices are also disclosed.

Abstract: A data analysis system stores in-memory representation of a distributed data structure across a plurality of processors of a parallel or distributed system. Client applications interact with the in-memory distributed data structure to process queries using the in-memory distributed data structure and to modify the in-memory distributed data structure. The data analysis system creates uniform resource identifier (URI) to identify each in-memory distributed data structure. The URI can be communicated from one client application to another application using communication mechanisms outside the data analysis system, for example, by email, thereby allowing other client devices to interact with a particular in-memory distributed data structure. The in-memory distributed data structure can be a machine learning model that is trained by one client device and executed by another client device. A client application can interact with the in-memory distributed data structure using different programming languages.

Abstract: Pinch devices and access systems that can be used to secure a prosthetic heart valve to a heart valve annulus and to treat valvular insufficiency. A pinch device can be a separate expandable element from the prosthetic heart valve that is first advanced to the annulus and deployed, after which an expandable prosthetic heart valve can be advanced to within the annulus and deployed. The two elements can clamp/pinch the heart valve leaflets to hold the prosthetic heart valve in place. The pinch device can have a flexible, expandable annular frame. A combined delivery system can deliver the pinch device and prosthetic heart valve with just a single access point and aid more accurate coaxial deployment. The pinch device can be mounted near distal end of an access sheath, and a catheter for delivering the prosthetic heart valve can be passed through a lumen of the same access sheath.

Abstract: A physiological monitor has a sensor port configured to attach and communicate with a sensor. A processor board is in communications with the sensor port and has a board digital signal processor (DSP). Firmware residing on the processor board is executable by the board DSP so as to calculate physiological parameters in response to a sensor signal received from the sensor. Upgrade tools are individually attachable to the sensor port in lieu of the sensor so as to designate to the processor board which of the physiological parameters, if any, to calculate when the sensor is attached to the sensor port.

Abstract: A headset includes two earcups that overlie and seal around the wearer's ears. The headset includes a system for suspension of the earcups on a helmet, as well as a speaker enclosure that provides increased structural strength without taking up additional space on the board.

Abstract: A method and system for irrigating a field adjacent a watercourse is disclosed comprising a plurality of pumps along the watercourse and measuring from time to time at a plurality of measuring locations the salinity, the pH, the temperature and the turbidity of the water. The measuring locations are different from the pumping locations. A real time salinity, pH, temperature and turbidity at the pumping locations is predicted from the measured values and the pumps selectively disabled or enabled on the predicted salinity, pH, temperature and/or the turbidity. Additionally, there is disclosed an Alternate Wetting and Drying (AWD) method/system for irrigating a field using a pump comprising an outlet supplying water to the field and an inlet connected to a water source. The method/system comprises a sensor placed at a location in the field for sensing a water depth below a surface of the field and transmitting the water depth to a controller located remotely from the sensing location using a wireless connection.

Abstract: A method of providing a reference voltage for reading of a resistive memory array, and a read circuit for reading of a resistive memory array. The method comprises the steps of generating a first reference voltage when a bitline of the resistive memory array is in a first resistance state, and generating a second reference voltage when the bitline is in a second resistance state; wherein the first reference voltage is different from the first reference voltage and the first resistance state is different from the second resistance state.

Abstract: Certain exemplary embodiments can provide a system, which can comprise ink or a rubber object comprising reactive graphene. The reactive graphene comprises a graphene core that is chemically bonded with a reactive shell. The graphene core is a graphene hybrid composite comprising graphene and one or more of nanocarbon, graphene nanoplatelets, graphene oxide, reduced graphene oxide and/or pristine graphene, etc.

Abstract: An electrically conductive contact element for an electrical connector comprises a contact surface having a plurality of caverns arranged under the contact surface in a microstructure and an auxiliary material filled in the plurality of caverns.

Abstract: A system and method for seamless exchange and interaction of multimedia content between communication devices in a network are disclosed. The method can include the discovery and identification of devices within proximity of a sending device. The found devices can be authenticated through unique identifiers established during registration. Connection requirements can be determined based on the identifiers associated with the found devices and the sending device. In turn, the sender can establish a connection with the found devices using the connection requirements. The sending device can share or serve as a remote control to redirect and navigate the content, with a simple action or a gesture command, to the found device. The shared multimedia content, can either reside on the sender's mobile device or on a remote server within a connected network.

Abstract: A system and method for seamless exchange and interaction of multimedia content between communication devices in a network are disclosed. The method can include the discovery and identification of devices within proximity of a sending device. The found devices can be authenticated through unique identifiers established during registration. Connection requirements can be determined based on the identifiers associated with the found devices and the sending device. In turn, the sender can establish a connection with the found devices using the connection requirements. The sending device can share or serve as a remote control to redirect and navigate the content, with a simple action or a gesture command, to the found device. The shared multimedia content, can either reside on the sender's mobile device or on a remote server within a connected network.

Abstract: A structure and formation method of a semiconductor device structure is provided. The method includes forming a lower electrode layer over a semiconductor substrate and forming a data storage layer over the lower electrode layer. The method also includes forming an ion diffusion barrier layer over the data storage layer and forming a capping layer over the ion diffusion barrier layer. The ion diffusion barrier layer is a metal material doped with nitrogen, carbon, or a combination thereof. The capping layer is made of a metal material. The method further includes forming an upper electrode layer over the capping layer.

Abstract: A semiconductor device structure is provided. The semiconductor device structure includes a semiconductor substrate and a lower electrode over the semiconductor substrate. The semiconductor device structure also includes a first oxide layer over the lower electrode, a second oxide layer over the first oxide layer, and a third oxide layer over the second oxide layer. Oxygen ions are bonded more tightly in the second oxide layer than those in the first oxide layer, and oxygen ions are bonded more tightly in the second oxide layer than those in the third oxide layer. The semiconductor device structure further includes an upper electrode over the third oxide layer.

Abstract: A semiconductor structure includes a first conductive layer and a second conductive layer, and a memory device between the first conductive layer and the second conductive layer. The memory device includes a top electrode, a bottom electrode adjacent to the first conductive layer, and a phase change material between the top electrode and the bottom electrode. The bottom electrode includes a first portion and a second portion between the first portion and the first conductive layer.

Abstract: In one general embodiment, a computer-implemented method includes identifying a data dump and a predefined data structure, parsing the predefined data structure to determine one or more identifiers within the predefined data structure, determining that a match exists between one or more elements of the data dump and the one or more determined identifiers of the predefined data structure, and formatting the data dump utilizing the predefined data structure, in response to the determining.

Abstract: A kit for discharging electrons from a human comprises at least two electrically conductive electrodes. The electrodes are adapted for creating an electrical connection with skin of the human. There is an electrically conductive pad with electrically conductive pad wires, one for each electrode for connection to the respective electrode to the pad. Electrically conductive grounding wire is provided for electrically grounding the pad. The kit can comprise electrically conductive gel for use with the electrodes to enhance electrically conductivity. The kit is designed, when assembled and used to treat a human, for withdrawing excess electrons from the human for improved health.