Abstract: The thriving of deep models and generative models provides approaches to model high dimensional distributions. Generative adversarial networks (GANs) can approximate data distributions and generate data samples from the learned data manifolds as well. Presented herein are embodiments to estimate the implicit likelihoods of GAN models. In one or more embodiments, a stable inverse function of the generator is learned with the help of a variance network of the generator. The local variance of the sample distribution may be approximated by the normalized distance in the latent space. Simulation studies and likelihood testing on data sets validate embodiments, which outperformed several baseline methods in these tasks. An embodiment was also applied to anomaly detection. Experiments show that the embodiments herein can achieve state-of-the-art anomaly detection performance.

Abstract: Systems, methods and computer-readable media are provided for controlling environmental conditions to control latent and sensible loads in a plant grow chamber. The density of plant receptacles in the grow chamber is such that, when plants are held in the plurality of plant receptacles, evapotranspiration contributes to the latent load so that the latent load exceeds a sensible load, resulting in evapotranspirative cooling. This shift in the energy balance allows for greater energy savings, as compared with conventional indoor farms that focus on removing heat from the growth environment. Environmental conditions may be controlled to achieved desired conditions, such as the optimum ratio of harvest weight yield to energy consumption under given constraints.

Abstract: The present invention relates to an assembly station for assembling modules used in a modular storage system for barrels. The modular storage system includes a base rick module, an aisle rick module, and an end rick module, whereby a plurality of each module type may be assembled to construct a rickhouse. The assembly station can include a vertical post assembly station, transfer rollers, a main module assembly area, dunnage supports, and a dunnage feeder conveyor system.

Abstract: The present disclosure provides pharmaceutical compositions comprising interferons (IFNs), methods of treating or preventing viral respiratory infections in subjects thereof using IFNs thereby reducing viral respiratory infections, symptoms thereof, inflammation, and minimizing virus propagation. In some embodiments, the pharmaceutical compositions may comprise at least one IFN, an aminoquinoline, a corticosteroid, and one or more pharmaceutically acceptable excipients, carriers, or diluents; and optionally at least one therapeutic agent, and methods of use thereof. Another embodiment may be directed to any of the disclosed pharmaceutical compositions, where the pharmaceutical composition is inhalable.

Abstract: The present disclosure is directed to an exercise bench device that provides surface empathy between a user's body and the bench's platforms. The device comprises strategically placed cushions that feature the shape of a human spine, neck, legs and buttocks. Said cushions comprise indicia that allow a user to know where exactly each part of the body should be located when exercising in order to prevent injuries. The device further comprises an adjustable set of platforms where said cushions are located, in order to allow use by different types of users.

Abstract: A system for making a brine solution is provided comprising: a single conveyor; and a hopper assembly configured to receive a salt and a solvent, the hopper assembly comprising a lower hopper having a shape in which sides of the lower hopper direct any solid contents of the lower hopper, under a force of gravity, towards an entry point of the single conveyor, the hopper assembly further comprising a solvent inlet arranged to spray the salt, wherein the solvent inlet is configured to create a brine solution from a spray of the solvent combined with the salt in the hopper assembly, and wherein the single conveyor is configured to remove debris from the hopper assembly at the entry point of the single conveyor. A novel sediment tank is also provided.

Abstract: A reactor system for thermally treating a hydrocarbon-containing stream, that includes a pressure containment vessel comprising an interior chamber and a heat transfer medium that converts electrical current to heat and is positioned within the interior chamber of the pressure containment vessel, wherein the heat transfer medium comprises a first end face, a second end face, and channels extending between the first end face and the second end face. A process for thermally treating a hydrocarbon-containing stream includes introducing the hydrocarbon-containing stream into the reactor system, pressurizing the pressure containment vessel and the heat transfer medium without heating the pressure containment vessel or the heat transfer medium, supplying electrical current to the heat transfer medium, converting the electrical current to heat, heating the hydrocarbon-containing stream, and converting the hydrocarbon-containing stream to an effluent stream.

Abstract: Coating compositions for coating an oilfield operational component, and related methods, may include in some aspects a coating composition having a trifunctional silane, a silanol, and a filler. The coating composition may be applied to a surface of the oilfield operational component that is configured to be exposed to a fluid. The coating composition may be applied to at least partially cover or coat the surface. The coating composition may be configured to chemically bond with a cured primer composition that includes an epoxy.

Abstract: Systems and methods disclosed herein relate to assigning dynamic eye-gaze dwell-times. Dynamic dwell-times may be tailored to the individual user. For example, a dynamic dwell-time system may be configured to receive data from the user, such as the duration of time the user takes to execute certain actions within applications (e.g., read a word suggestion before actually selecting it). The dynamic dwell-time system may also prevent users from making unintended selections by providing different dwell times for different buttons. Specifically, on a user interface, longer dwell times may be established for the critical keys (e.g., “close” program key, “send” key, word suggestions, and the like) and shorter dwell times may be established for the less critical keys (e.g., individual character keys on a virtual keyboard, spacebar, backspace, and the like).

Abstract: Disclosed are network cable connectors with components such as switches, displays, and printed circuit with controllers. The disclosed network cable connector may be connected to a power over Ethernet (POE) power sourcing equipment (PSE). The printed circuit of the cable connector may request power for the display from the PSE. The switch of the cable connector may be operated such that at least one component of the printed circuit is disconnected from the PSE when an external powered device (PD) is connected to the cable connector. Disconnecting components of the printed circuit from the PSE may reduce the interference to the power negotiation between the PSE and external PD.

Abstract: A light structure that includes a driver electronics housing including two laterally disposed compartments for electrical connections on opposing sides of a centrally positioned compartment including driver electronics, wherein a first compartment of the two laterally disposed compartments includes a main power connector for connection to a main power source. The light structure further includes a light engine housing having a recessed down light structure geometry for containing a light emitting diode (LED) light source. The light structure further includes a reversible driver to light source connector for electrically connecting the light engine housing containing the light emitting diode (LED) light source and the driver electronics housing including the driver electronics.

Abstract: A firearm has a trigger shield configured as a protective loop surrounding a trigger of the firearm and the trigger actuates the function of the firearm when activated by a finger and the trigger is a lever a user presses with his/her finger that starts the firing process. The firearm further has an emitter mounted on the trigger shield that propagates a light beam to a receiver mounted on an opposite side of the trigger shield, wherein when a finger depresses the trigger, his/her finger is blocking the light beam and the firearm will not activate and when the finger is moved away from the light beam, the firearm discharges.

Abstract: A blast-resistant escape window for an armored combat ground vehicle has a cassette which fits within, and closes, a though-opening in a frame of a windscreen. Two releasable lever-operated locking mechanisms for releasably locking the cassette in the through-opening are mounted on the windscreen at opposite sides of the through-opening. The cassette can to be pushed out of the through-opening when the locking mechanisms have been operated to release the cassette from being locked to the windscreen, thereby providing an alternative exit for personnel in the vehicle.

Abstract: The present disclosure generally relates to aerogel materials and methods for producing them.

Abstract: Various embodiments are generally directed to techniques for creating and utilizing multidimensional embedding spaces for data objects, such as to condition the data for input to a neural network, for instance. Some embodiments are particularly directed to converting semi-structured data, such as a set of data objects, into object vector sets mapped to a multidimensional embedding space. In many embodiments, an embedding space for a set of data objects may be customized with a set of dimensions that correspond to various characteristics of the set of data objects. These and other embodiments are described and claimed.

Abstract: An investment learning system is provided having a single general user interface; and a computer connected to the single general user interface and having: a computer readable storage device having a database module for collecting, storing, and linking data associated with historical financial performance data of a market fund; a central processing unit connected to the single general user interface and the computer readable storage device, and running a plurality of core modules to display a progression of at least one of account values, graphics, audible or text feedback representing the financial performance of a user simulated account through a simulation, the plurality of core modules used to perform the simulation include: a user contribution selection module for setting an initial amount to invest in the simulated account in numerical value, and a periodic contribution amount to invest in the simulated account in numerical value; a time frame module configured to set a length of time period repres

Abstract: Method for enabling the optimized production of hydrocarbons from shale oil reservoirs via cyclic injection to reservoir pressures that exceed the formation fracture pressure to achieve an improved and optimal recovery of oil. The method determines and optimizes the composition of injected fluids to be injected, the rate, pressure and duration of injection, the production rate and pressure of produced fluids; determines and utilizes the optimum number of injection and production cycles; and the amount of soaking time; and determines the equipment design and operating characteristics to provide for the optimized injection of injection fluids, and the separation of produced fluids for both reinjection and delivery to sales or storage.

Abstract: A laser radar includes: a laser, an optical transmission system, a 1-dimensional array of photo-detectors, an optical reception system, and an electronic control system. The laser emits a wavelength of light, and the optical transmission system shapes the light into a beam, and scans the beam along a fan of transmission light paths toward a target. The photo-detectors are capable of time-of-arrival measurements and are sensitive to the wavelength of light. The optical reception system collects the laser light reflected from the target along a fan of reception light paths. The electronic control system synchronizes the scan of the beam with a respective time-of-arrival measurement from each of the photo-detectors, and analyzes the time-of-arrival measurements. The system is configured for all of the transmission light paths and all of the reception light paths to lie in one plane, with all of the reception light paths intersecting with at least one of the transmission light paths.

Abstract: A cable assembly for optical monitoring is assembled by laying optical fibers into an adhesive layer on a substrate to form an optical circuit. First ends of the fibers are arranged in various groups and second ends of the fibers are arranged in various groups. Groups at a first end of the circuit are spliced to coupler input fibers and coupler output fibers. Groups at the second end of the circuit are terminated at one or more input connectors, one or more output connectors, and one or more monitoring connectors. Some cable assemblies monitor signals received at the input connectors. Other cable assemblies monitor signals received at both the input connectors and the output connectors.

Abstract: Provided is an evaporator stack. The evaporator stack may be used in power-dense electronic assemblies. The evaporator stack includes a lower floor including at least one mounded portion, and an enclosure surrounding the lower floor, wherein a height of the enclosure is greater than a height of the at least one mounded portion, the at least one mounded portion extending between two walls of the enclosure.