Abstract: Methods and apparatus are provided for pattern-aware transformation of time series data to multi-dimensional data for Deep Learning analysis. An exemplary method comprises: obtaining time series data and an indication of seasonal components in the time series data; obtaining the time series data separated into data chunks of a predefined length based on at least one seasonal component; aligning the data chunks based on the at least one seasonal component; generating an image and/or a multi-dimensional vector using the aligned data chunks; and applying the image and/or the multi-dimensional vector to a Deep Learning module to obtain a prediction, a classification and/or a profiling of parameters associated with the time series data. The classification of the parameters comprises, for example, an anomaly detection. The profiling of the parameters comprises, for example, a clustering of the parameters and/or a behavior identification.

Abstract: The invention is an electrical and mechanical roof underlayment which provides electrical and mechanical connection of solar shingles to a roof. The underlayment simplifies the installation of solar shingles allowing the shingles to be installed and connected together in the same step. The underlayment includes a membrane which has embedded electrical conductors and electrical connectors that provides an electrical connecting system extending to an electrical circuit. The membrane further has embedded mechanical members with mechanical connectors that secure the shingles to the membrane. The membrane is structurally attached to a roof surface. The structural attachment may be an adhesive attachment. Solar shingles are connected to the membrane by an integral clasping mechanism that mechanically and electrically connects the shingles to the membrane. No external wiring, connectors or devices are required to make the electrical connection between the shingles and the membrane.

Abstract: Methods and apparatus to predict demographics are disclosed.

Abstract: Fault tolerant and fault detecting multi-threaded processors are described. Instructions from a program are executed by both a master thread and a slave thread and execution of the master thread is prioritized. If the master thread stalls or reaches a memory write after having executed a sequence of instructions, the slave thread executes a corresponding sequence of instructions, where at least the first and last instructions in the sequence are the same as the sequence executed by the master thread. When the slave thread reaches the point at which execution of the master thread stopped, the contents of register banks for both the threads are compared, and if they are the same, execution by the master thread is allowed to continue, and any buffered speculative writes are committed to the memory system.

Abstract: A control system for delivering energy waveform radiation to influence in vivo tissue is described. For the system, the energy waveform radiation is generated by a radiation unit and is directed along a pathway to the tissue and a registration unit is provided to identify a start place relative to the in vivo tissue. Also, a monitor is provided to compare the start place with a base reference to measure an error signal between the start place and base reference. With this measured error signal, a controller operates the radiation unit using input from the monitor to effectively attain and maintain a zero error signal. More specifically, the controller can provide operational parameter inputs to the radiation unit for configuring the waveform radiation including a radiation frequency, f, and a volume intensity level, v, for the radiation and an exposure time interval, ti.

Abstract: Embodiments in accordance with the present invention provides for the photoalignment layer for liquid crystal displays, a liquid crystal display device using the photoalignment layer and a manufacturing method. The photoalignment layer encompasses polynorbornene (PNB) polymers among other additives. More specifically, embodiments of this invention include a method for the fabrication of a liquid crystal display and the photoalignment layer encompassing the PNB polymers.

Abstract: One general aspect includes a memory configured to include a program and a processor configured to execute the program, where the program enables the processor to: after a first vehicle ingress/egress event, activate a sensor to capture a reference image of a portion of a vehicle body; after a second vehicle ingress/egress event, activate the sensor to capture a test image of the portion of the vehicle body; determine whether the test image includes one or more objects not found in the reference image; and release the door from the body or produce a notification or prevent vehicle movement or some combination thereof, based on the determination of whether the test image includes one or more objects not found in the reference image.

Abstract: Systems and methods for image retargeting are provided. Image data may be acquired that includes motion capture data indicative of motion of a plurality of markers disposed on a surface of a first subject. Each of the markers may be associated with a respective location on the first subject. A plurality of blendshapes may be calculated for the motion capture data based on a configuration of the markers. An error function may be identified for the plurality of blendshapes, and it may be determined that the plurality of blendshapes can be used to retarget a second subject based on the error function. The plurality of blendshapes may then be applied to a second subject to generate a new animation.

Abstract: A dual valve injector assembly having a base; a passageway in the base for receiving a food product; a first draw valve in communication with the passageway and a first spout, the first spout dispensing the food product at a first draw rate; and a second draw valve in communication with the passageway and a second spout, the second spout dispensing the food product at a second draw rate; wherein the second draw rate is lower than the first draw rate.

Abstract: Assemblies and methods for fixation of bone or bone fragments using an orthopedic plate, a modular peg, and a compression screw. The modular peg is screwed into one of the apertures of the orthopedic plate. The modular peg may include an aperture having screw threads designed to receive the threads of the compression screw and serve as an anchor for the compression screw. By rotating the compression screw in relation to the modular peg, the compression screw may advance through the aperture of the modular peg, drawing the head of the screw toward the modular peg, and compressing the bone or bone fragments.

Abstract: A functional polymeric cutting edge structure and methods for the manufacturing of cutting edge structures comprised of polymeric materials are provided. The cutting edge structures may be produced on a substrate having a blade body or blade support type. The polymeric material is produced by curing a precursor material activated by electromagnetic radiation wherein a wavelength of said radiation is about double a wavelength required to activate the precursor material. A razor blade for use in a razor cartridge or a blade box may be formed using the present invention.

Abstract: A composition suitable for cleaning hard surfaces comprising a natural oil solvent and a natural oil thickener is provided.

Abstract: A slider-crank mechanism includes a slider, a shaft, and a drive train correlating reciprocation of the slider with continuous rotation of the shaft. The slider reciprocates along a slider axis with respect to a slider surface. The drive train includes a linear actuator connected to the slider for substantially pure collinear movement with the slider to substantially eliminate side forces between the slider and slider surface. The slider and drive train may include a rack-and-pinion configuration. The rack-and-pinion may drive or be driven by a Grashofian four-bar crank-rocker linkage that includes a rocker arm, floating link, web, and the shaft. The slider-crank mechanism may be employed in a power generation system such as an internal combustion engine or a power consuming system such as a compressor or pump.

Abstract: An electrophoretic display medium includes a front and a rear electrode, at least one of the front and rear electrodes being transparent, and an encapsulated dispersion fluid containing a plurality of pigments positioned between the front and rear electrode. The plurality of pigments includes a first and a second type of organic pigment particle. The first type of organic pigment particle has a first color and a first charge polarity. The second type of organic pigment particle has a second color different than the first color and a second charge polarity the same as the first charge polarity. At least one of the first and second types of organic pigment particle includes a silica coating and a polymeric stabilizer covalently bonded to the silica coating.

Abstract: A method of training a computer program to recognize software application controls includes: providing a controller and a memory coupled to the controller, wherein the controller is configured to: receive a plurality of images of one or more GUIs of one or more software applications, analyze the one or more GUI images via an image recognition algorithm to identify a position and associate a function for each of one or more user input controls found in the images, generate a set of execution instructions including the identified position of the input controls and their associated functions, test the accuracy of the execution instruction by executing the identified input controls in the one or more software applications and analyze one or more images captured to show the results of the execution.

Abstract: Various embodiments of the present disclosure include systems, methods, and non-transitory computer readable media configured to provide a customized portal and a unique user identifier for celebrity users of a media system, the media system capable of providing media, social, and market content to a set of users, each customized portals being partially controlled by the celebrity user. A purchase transaction request is received from a user of the set of users for a content item presented through the customized portal. Purchase transaction request is processed.

Abstract: A method, computer system, and computer program product for analyzing skills. The method identifies the skills for a group of people and displays the skills identified on a radar chart in a graphical user interface in a display system. The radar chart has axes extending from a common origin in which a skill in the skills for a person in the group of people is displayed on an axis in the axes corresponding to the skill. A balance of skills is identified for the group of people. The balance of skills has desired values for the skills needed for the group of people. The balance of skills for the group of people is displayed in the radar chart.