Abstract: One example method involves a processing device that performs operations that include receiving a request to retarget a source motion into a target object. Operations further include providing the target object to a contact-aware motion retargeting neural network trained to retarget the source motion into the target object. The contact-aware motion retargeting neural network is trained by accessing training data that includes a source object performing the source motion. The contact-aware motion retargeting neural network generates retargeted motion for the target object, based on a self-contact having a pair of input vertices. The retargeted motion is subject to motion constraints that: (i) preserve a relative location of the self-contact and (ii) prevent self-penetration of the target object.

Abstract: A disposable absorbent article may include a chassis that includes a topsheet, a backsheet, and an absorbent core disposed between the topsheet and the backsheet; and a leg gasketing system. The leg gasketing system may include an inner cuff and an outer cuff; the inner cuff may include an inner cuff folded edge and an inner cuff material edge, and the outer cuff may include an outer cuff material edge such that the web of material is folded laterally outward to form the inner cuff folded edge, and the leg gasketing system further including a leg gasketing system pocket with an opening on an inboard longitudinal edge of the leg gasketing system pocket. The disposable absorbent article also includes at least one channel in the absorbent core.

Abstract: The invention provides transgenic maize event MON 87427 and plants, plant cells, seeds, plant parts, and commodity products derived from event MON 87427. The invention also provides nucleotides specific for transgenic maize event MON 87427 and plants, plant cells, seeds, plant parts, and commodity products comprising nucleotides specific for transgenic maize event MON 87427. The invention also provides methods related to transgenic maize event MON 87427 and to the Roundup® Hybridization System (RHS). The invention also provides a Relative Development Scale useful for monitoring and determining reproductive development in maize that reconciles developmental differences across various maize varieties. This is useful for determining the optimal timing of a treatment regimen in which tassel development stage is an important factor, including various methods in making hybrid seed.

Abstract: Disclosed are methods of obtaining zero vergence ultrasound waves for providing sonodynamic therapy with ultrasound waves. The method includes coupling a sonodynamic therapy device with an array of flat piezoelectric transducers to a skin surface. A controller is configured to generate an electrical drive signal at a frequency, modulate the drive signal, and drive the transducer with the modulated drive signal at the frequency to produce a zero vergence ultrasound wave to produce an average acoustic intensity sufficient to activate a sonosensitizer in a treatment region without damaging healthy cells in the treatment region.

Abstract: A device comprising a fin structure, a vent disposed in the fin structure, a cooling coil disposed in the vent, a light disposed in the fin structure and wherein the fin structure is configured to create a Coanda effect for air exiting the vent.

Abstract: A leaning vehicle includes a vehicle body, a left front wheel, a right front wheel, a lean mechanism, and a suspension. The left front wheel is positioned on the first side (left side) in the vehicle width direction. The right front wheel is positioned on the second side (right side) opposite to the first side in the vehicle width direction. The lean mechanism connects the left front wheel and the right front wheel and vertically vibrates integrally with both of the left front wheel and the right front wheel. The suspension is positioned so as to overlap the center of the vehicle in the vehicle width direction, connects the lean mechanism to the vehicle body, and reduces vibration transmitted from a road surface to the vehicle body via the left front wheel and the right front wheel.

Abstract: The disclosure provides a cooking apparatus with temperature control, where a cooking main body includes a heat supply chamber, the cooking main body is provided with an object placing table, the object placing table includes an accommodation chamber and a mounting hole communicated with the accommodation chamber, a temperature controller is mounted in the mounting hole, the temperature controller includes a main control module, a temperature acquisition module, a power supply module, a liquid crystal display screen, a wireless communication module, a control button, a temperature sensing probe I and a temperature sensing probe II, and where the temperature sensing probe I is mounted on an inner wall of the heat supply chamber, the control button and the liquid crystal display screen are both positioned on one side surface of the temperature controller exposed outside.

Abstract: A gaming system randomly selects a trigger value for a feature, which starts when the current value of a symbol counter reaches the trigger value. In some examples, a gaming system includes memory that stores data defining reel strips. When a symbol counter is initialized, an initial value of the symbol counter is randomly selected from a range of allowable initial values having an upper limit. A trigger value is randomly selected from a range between the initial value and a ceiling value, which is greater than the upper limit. For each of one or more instances, symbols are selected from the reel strips for display, and the current value of the symbol counter is incremented based on the count of designated symbols, if any, among the selected symbols. Responsive to the current value of the symbol counter reaching the trigger value, the feature is started.

Abstract: A method to control a steer-by-wire steering system of a road vehicle including a steering wheel coupled to a steering shaft, a road wheel actuator to turn steerable road wheels, a shaft sensor to detect a rotation of the steering shaft and a controller configured or programmed to generate an operation signal for the road wheel actuator from a signal detected by the shaft sensor, includes determining a real steering wheel angle by the shaft sensor, modifying the real steering wheel angle by applying an artificial hysteresis to create an offset between the real steering wheel angle and a modified steering wheel angle to mimic a behavior of an electromechanical power steering mechanism, and generating the motor torque request for the road wheel actuator based on the modified steering wheel angle.

Abstract: The invention relates to a feedback current control device and aerial equipment. The feedback current control device includes: a feedback current capture module, located on a current capture circuit and configured to capture a feedback current; a first switch module, configured to turn on or off the current capture circuit; and a control module, including: a first receiving unit, configured to receive a first voltage at one end of the driver and a second voltage at one end of a battery on a feed circuit and a temperature of the battery; and a first control unit, configured to control the first switch module to turn on the current capture circuit for capturing the feedback current when the difference between the first voltage and the second voltage is greater than a preset voltage and the temperature of the battery is less than or equal to a preset temperature.

Abstract: Semiconductor devices having through-stack interconnects for facilitating connectivity testing, and associated systems and methods, are disclosed herein. In one embodiment, a semiconductor device includes a stack of semiconductor dies and a plurality of through-stack interconnects extending through the stack to electrically couple the semiconductor dies. The interconnects include functional interconnects and at least one test interconnect. The test interconnect is positioned in a portion of the stack more prone to connectivity defects than the functional interconnects. Accordingly, testing the connectivity of the test interconnect can provide an indication of the connectivity of the functional interconnects.

Abstract: A multicopter includes: a support; rotors supported by the support; an electrical equipment that supplies power for rotationally driving the rotors; a circuitly that controls a flight of an airframe by individually adjusting a rotor speed of each of the rotors; and a cooling unit that cools the electrical equipment. The cooling unit includes a heat exchanger, a refrigerant circulating through the heat exchanger and the electrical equipment, and a pump that circulates the refrigerant.

Abstract: A light string structure includes a clip and a light source assembly. The clip is connected to the light source assembly, and a plurality of the light source assemblies are provided. Each light source assembly includes a light cover. The clip is arranged on a bottom portion or a side surface of the light cover. The clip and the light cover are integrally connected. The clip is elastic. The clip includes a clipping portion and inclined portions. An end of the clipping portion and the light cover are integrally connected. The clipping portion protrudes outwards and bends to form an arch-shaped concave portion. The inclined portions are respectively disposed at the end portions of the clipping portion and are integrally connected to the clipping portion. The inclined portions are respectively arranged inclined in directions opposite to bending directions of the clipping portion.

Abstract: The present disclosure relates to child-safe packaging. In accordance with aspects and embodiments, a child-safe packaging system is provided comprising a cardstock inner package having an internal cavity dimensioned to hold a product and a cardstock outer sleeve having an open end a closed end, wherein the inner package is sized to frictionally fit within the outer sleeve. To access the inner package, force must be applied to the inner package through an access hole in the outer sleeve. To further safeguard the contents of the inner package, the frictional fit may be enhanced by application of a coating to portions of the inner packaging and outer sleeve, and the inner package may be made shorter than the outer sleeve.

Abstract: The invention relates to a fuel burner (2) that is to be integrated into a furnace (3) or a boiler and is arranged in said furnace (3) or said boiler in a target position, the burner (2) comprising means (C1-C9) for measuring an offset relative to the target position.

Abstract: Apparatus for estimating a grip factor of at least one wheel comprising: a control unit configured to process a current slip angle of said wheel; a storage unit, within which, in a consultation table, a plurality of grip curves correlating a plurality of values of a steering parameter comprising the rack force with a plurality of values of the slip angle are recorded; along a same curve, the value of the grip factor remains unchanged; wherein the control unit is configured to cyclically estimate at least one raw value of the grip factor of said at least one wheel based on the position of a current condition within the consultation table, as a function of the current slip angle and of the current rack force.

Abstract: The present disclosure generally relates to a computer implemented method for operating a gaming system, and specifically a scheme for allowing an electronic user device to be implemented in a simplified manner, where the electronic user device is configured to interact with a game provided in relation to the gaming system. The present disclosure also relates to a corresponding gaming system and computer program product.

Abstract: A hearing system includes a processing device, a hearing aid adapted to be worn by a user, and a data logger. The hearing aid includes an input transducer providing an electric input signal representing sound in the environment of the user, and a hearing aid processor executing a processing algorithm in dependence of a specific parameter setting. The data logger stores time segments of said electric input signal, and data representing a corresponding user intent. The processing device comprises a simulation model of the hearing aid. The simulation model is based on a learning algorithm configured to provide a specific parameter setting optimized to the user's needs in dependence of a hearing profile of the user, the logged data, and a cost function. A method of determining a parameter setting for a hearing aid is further disclosed.

Abstract: A system for purifying a fibrous suspension consists of multiple hydro-cyclones arranged adjacent to one another in a row, each of the hydro-cyclones having at least one feed connection, one accepted stock connection and one reject material connection, and having at least one supply manifold which is connected to multiple feed connections and/or having at least one accepted stock manifold which is connected to multiple accepted stock connections and/or having at least one reject material manifold which is connected to multiple reject material connections, the manifold being elongated and the corresponding connections discharge at their longitudinal side into the corresponding manifold. At an end of at least one manifold which follows the final hydro-cyclone, a fluid or a suspension is guided via at least one flushing connection into or out of the manifold.

Abstract: A temporary surface masking film is provided with an adhesive tape that faces outwardly, thereby dramatically improving the process of application. At least the film may be transparent or translucent and the film may be accordion-folded onto the roll. The width of the film may be in the range of 1 to 12 feet. The roll may be retained in a plastic carrier, with a serrated edge for cutting the film. The roll may be coupled to an axial handle, and the roll and handle are provided in a plastic carrier. A method includes adhering a portion of the outwardly facing adhesive tape to a surface to be protected. The film is then unrolled such that it unfolds, hangs down and clings to the surface. The film may then be cut when the surface to be protected is sufficiently covered. Conveniently, the inventive film may be applied by a single user.

Abstract: Embodiments of the disclosure provide receivers for light detection and ranging (LiDAR). In an example, a receiver includes an acousto-optical (AO) beam deflecting unit configured to receive an input laser beam and a controller configured to cause an acoustic signal to be applied to the AO beam deflecting unit to deflect the input laser beam for a deflection angle and form an output laser beam towards a beam sensor. The deflection angle between the input and the output laser beams is nonzero.

Abstract: A method includes receiving first physiological data associated with a user during a first sleep session. The method also includes receiving second physiological data associated with the user subsequent to the first sleep session and prior to a second sleep session. The method also includes determining a recommended bedtime for the user for the second sleep session based at least in part on the first physiological data, the second physiological data, or both. The method also includes causing an indication of the recommended bedtime for the second sleep session to be communicated to the user via a user device before the recommended bedtime.

Abstract: A dental tissue regenerative composition. The composition includes a combination of (1) human dental pulp stem cells and (2) at least one of human umbilical vein endothelial cells or vascular endothelial growth factor. The combination is encapsulated in a light-activated gelatin methacrylate hydrogel.

Abstract: A torque measurement device includes a case that does not rotate even during use; a rotating shaft rotatably supported to the case and having a magnetostrictive effect part whose magnetic permeability changes according to a transmitted torque; and a magnetostrictive sensor having a detection part arranged closely adjacent to the magnetostrictive effect part so that a voltage changes according to change of the magnetic permeability of the magnetostrictive effect part, and being supported to the case; and the torque measurement device has a rotation-preventing construction configured to prevent the magnetostrictive sensor from rotating with respect to the case.

Abstract: A durable nylon zip fastener is formed from a pull and two chains. A chain is formed from chain teeth joined to a cloth tape by means of sewing thread. The pull comprises an upper wing plate and a lower wing plate, the upper wing plate and the lower wing plate being connected together by means of a support core therebetween, forming an accommodation cavity permitting the chains to pass through. The accommodation cavity is provided with two guide inlet openings near a support core end, used to guide in each of the two chains. Another end of the accommodation chamber is provided with a meshing exit opening, used to guide out the two meshed chains. The upper wing plate comprises an upper plate body holding the chain teeth from above and an upper flange part holding the chain teeth from two sides.

Abstract: An image forming apparatus includes a processor configured to: receive, from each of plural print image data generation apparatuses that generate plural pieces of print image data on a basis of a print instruction, the plural pieces print image data corresponding to the print instruction; and notify a user of a result of comparison between sample data indicating a feature of a print result desired with the print instruction and the plural pieces of print image data.

Abstract: A method, computer program product, and computing system for monitoring a work environment in which a technician is working on a vehicle; detecting the issuance of a verbal inquiry concerning the vehicle; processing the verbal inquiry to define two or more discrete inquiries; and providing the two or more discrete inquiries to two or more remote datasources.

Abstract: The present invention relates to a short stroke (operation distance) pump-action shotgun comprising a mechanism that reduces consequently the reloading path and reloading time approximately by 65 percent. The speed repeating faster is achieved, while firing with a pump-action shotgun and hunting rifle and furthermore, a better precision is ensured. The inventive shotgun may be a pump-action shotgun or pump-action hunting shotgun.

Abstract: The application disclose an autonomous-driving-based control method performed by a computer device. The method includes: acquiring scene information of a target vehicle; determining a current lane changing scene type of the target vehicle according to the scene information; recognizing, when the current lane changing scene type is a mandatory lane changing scene type, a first lane for completing a navigation travel route, and, when the first lane satisfies a lane changing safety check condition, controlling the target vehicle to perform lane changing operation according to the first lane. The second lane for optimizing the travel time is recognized according to the scene information when the current lane changing scene type is the free lane changing scene type. When the second lane satisfies the lane changing safety check condition, the target vehicle is controlled to perform lane changing operation according to the second lane.

Abstract: A clamp includes a fixed portion including an upper portion on which a medical tube is to be placed; a movable portion that faces the fixed portion; a curved portion that connects the fixed portion and the movable portion and is configured to elastically deform; a pressing portion that protrudes from the movable portion toward the fixed portion, and presses and closes the medical tube; a pair of sidewalls that protrude from both side portions of the fixed portion in a wall shape, respectively, and are configured to prevent lateral displacement of the medical tube; and a standing portion that faces the curved portion. The standing portion is provided with a lateral displacement prevention mechanism that prevents sideward deformation of the movable portion when the movable portion is pressed.

Abstract: Systems and methods of controlling a clutch in a hybrid vehicle with a manual transmission, are provided. With the goal of enabling autonomous/assisted clutch control in a hybrid vehicle, while preserving the familiar mechanical feeling at the clutch pedal that driving enthusiasts prefer, embodiments of the disclosed technology use a shuttle valve to blend control of clutch engagement between a driver and an ECU. In these embodiments, a clutch pedal in the vehicle may be mechanically connected to a piston in a first hydraulic cylinder (just like in a traditional mechanical/hydraulic clutch actuation system), and an ECU may actuate a second hydraulic cylinder. Accordingly, a shuttle valve may be used to route the fluid coming from the cylinder with the greater pressure (i.e. the driver actuated cylinder or the ECU actuated cylinder), to a third hydraulic cylinder which adjusts engagement of a clutch by a mechanical linkage.

Abstract: An anchor assembly for walls comprises a toggle member and a strap member pivotally mounted together, and a locking member. In a first position thereof, the toggle member is aligned with the strap member for insertion through the wall, whereas in a second position thereof, the toggle member extends behind the wall at an angle relative to the strap member which extends from the toggle member through the hole in the wall. The locking member is adapted to be displaced along the strap member until it engages the wall and to be locked on the strap member to prevent the locking member from displacing away from the toggle member. Therefore, the locking member and the toggle member are connected by the strap member and imprison the wall by abutting respectively the visible and hidden sides thereof. A fastener introduced through the locking member and the wall threadably engages an opening defined in the toggle member.

Abstract: The present invention relates to fiber composite plastic (11, 13) comprising a polymer (40, 41) and at least one textile (50), which has at least one palpably inhomogeneous surface (60, 61) with a textile structure and is entirely surrounded by polymer (40, 41), wherein the fiber composite plastic (11, 13) has at least one palpably inhomogeneous surface (60, 61), wherein inhomogeneities of this fiber composite plastic surface are caused by the textile structure, and a method for producing the fiber composite plastic (11, 13).

Abstract: A film formation method includes (A) to (C) below. (A) Providing a substrate including, on a surface of the substrate, a first region in which a first material is exposed and a second region in which a second material different from the first material is exposed. (B) Supplying, to the surface of the substrate, vapor of a solution that contains a raw material of a self-assembled monolayer and a solvent by which the raw material is dissolved, and selectively forming a self-assembled monolayer in the first region. (C) Forming a desired target film in the second region by using the self-assembled monolayer formed in the first region.

Abstract: Isolated antibodies that bind to human CD38 and cynomolgus CD38 are disclosed. Also disclosed are pharmaceutical compositions comprising the disclosed antibodies, and therapeutic and diagnostic methods for using the disclosed antibodies.

Abstract: A semiconductor device includes a plurality of word lines extending in a first direction in a plan view, a plurality of bit lines extending in a second direction orthogonal to the first direction in a plan view, and a plurality of memory cells arranged in matrix in the first direction and the second direction. The memory cell includes a gate insulating film, a lower layer electrode, a ferroelectric film, an upper layer electrode, and a pair of semiconductor regions, and a first width of the lower layer electrode in the first direction is larger than a second width of the upper layer electrode in the first direction in a plan view.

Abstract: Provided is an electrical property measuring device capable of increasing reliability of evaluation of electrical properties of 3D structures such as living tissues and biomimetic structures and simplifying a measurement process by improving an ion concentration gradient caused by an ion concentration polarization phenomenon. The electrical property measuring device includes an ion-selective permeable membrane having a porous structure; and a non-uniform microchannel spaced apart from the ion-selective permeable membrane and including a plurality of parallelly arranged flow channels through which a fluid passes, wherein cross-sectional areas of the flow channels are different.

Abstract: In one aspect, a method is disclosed for presenting, on a computing device, a graphical user interface (GUI) of a therapeutic tool. The method includes presenting, in a first screen of the GUI, a design space for a protein for an application, where the design space includes a set of sequences, where each sequence contains a respective set of activities pertaining to the application. The method also includes receiving, via a graphical element in the first screen, a selection of one or more query parameters of the design space, and presenting, in a second screen of the GUI, a solution space that includes a subset of the set of sequences, where each sequence contains the respective set of activities, where the subset of the set of sequences is selected based on the one or more query parameters.

Abstract: A computer may be provided on a mining machine comprising a mother board, a power supply in operable communication with the mother board, an input/output interface in communication with the mother board, and a plurality of hash boards each in communication with the mother board and comprising a plurality of mining chips. The computer may execute instructions that cause the computer to perform establishing communication with an external device, retrieving at least one profit variable from the external device, calculating an estimated profitability of a first mining chip based on the profit variable, and adjusting a chip voltage supplied to the first mining chip and adjusting a chip frequency of the first mining chip to maximize the estimated profitability. Alternatively, the instructions may cause the computer to adjust the chip voltage and the chip frequency to maintain a temperature within a predetermined range.

Abstract: A spray device and a method of using the spray device are provided. The spray device facilitates the application of a liquid such as a pretreatment liquid to an area of a fabric material. The spray device can be positioned on or adjacent portions of the fabric material and/or a substrate supporting the fabric material. The spray device can be activated to spray the pretreatment liquid and move the spray device on portions of the fabric material and/or the substrate supporting the fabric material.

Abstract: Steam cracking of ethane, a non-catalytic thermochemical process, remains the dominant means of ethylene production. The severe reaction conditions and energy expenditure involved in this process incentivize the search for alternative reaction pathways and reactor designs which maximize ethylene yield while minimizing cost and energy input. According to the present invention, ethylene yields as high as 68% were obtained with a quartz open tube reactor without the use of a catalyst or a cofed stream of oxidizing agents. The open tube reactor design promotes simplicity, low cost, and negligible coke formation. Reactor designs can be optimized to improve the conversion of ethane to ethylene via non-oxidative dehydrogenation, an approach which shows promise for decentralized production of ethylene from natural gas deposits.

Abstract: Systems and methods for utilizing the dead space around the periphery of a chip for sealing a direct liquid cooled module are disclosed. One of the functions of a direct liquid cooled module is to provide cooling liquid to components located on a chip. A groove member for receiving a sealing member may be applied to the top surface of the chip. The groove member may be directly deposited to the top surface or coupled thereto via an adhesive and/or epoxy. The groove member may be in the form of opposing sidewalls or a u-shaped structure each of which form a partial enclosure for receipt of the sealing member. The groove member may be located entirely within the dead space or at least partially within the dead space and partially within a central area in which the chip components are located. The sealing member may be an O-ring or a gasket.

Abstract: A vehicle microphone system may include at least two microphones forming a microphone array, at least one loudspeaker configured to emit audio signals. a processor coupled to a memory and programmed to receive incoming audio signals from the microphone array, determine at least one parameter for each channel of the microphone array, determine at least one filter to apply to at least one channel based on a difference between the parameters of each channel, and store the at least one filter in the memory.

Abstract: A docker image is received. The docker image is for a container. The container contains files that allow for virtualization of applications that run within the container. The docker image is parsed to identify layer files in the docker image. Installed software components (e.g., installed files) and/or hardware components in the layer files are identified. Software application index calls are made to generate information that identifies relationships between the installed software components and/or hardware components. The relationships between the installed software components and/or hardware components are then displayed to a user.

Abstract: It is aimed to reduce friction resistance generated in a resilient contact portion. A shield connector is provided with a dielectric for accommodating an inner conductor, a tubular outer conductor for surrounding the dielectric, a resilient contact portion formed in the outer conductor, and a cut portion formed in the outer conductor and enabling a supporting portion supporting the resilient contact portion, out of the outer conductor, to be resiliently deformed. If the resilient contact portion contacts a mating outer conductor and is resiliently deformed, the supporting portion supporting the resilient contact portion is resiliently deformed by a reaction force from the mating outer conductor. Since a resilient deformation amount of the resilient contact portion is reduced by as much as the supporting portion is resiliently deformed, friction resistance generated in the resilient contact portion is reduced.

Abstract: A cutting tool includes a cemented carbide substrate. The cemented carbide consists of hard constituents in a metallic binder. The hard constituents include WC. The WC content in the cemented carbide is 80-93 wt %. The cemented carbide has Ni and Al, and a Ni content of 3-13 wt %, a weight ratio of Co/Ni<0.33, a weight ratio of Fe/Ni<0.25, a weight ratio of Cr/Ni<0.25 and a weight ratio of 0.02<Al/(Ni+Co+Fe)<0.1. The crack resistance W is defined as the ratio of the load applied on a Vickers hardness indentation and the total crack length of the cracks formed at the corners of the Vickers hardness indentation. The product of the hardness H(rake) at the rake face and the crack resistance W(rake) at the rake face is H(rake)*W(rake)>5000 HV100*N/?m.

Abstract: A microwave or radio frequency (RF) device includes an insulating substrate having a first surface and a second surface opposing the first surface. The device also includes a crossover conductor disposed on the first surface extending between a first edge of the first surface and a second edge of the first surface. The device also includes a depression in the second surface defined at least in part by (i) a third surface recessed in relation to the second surface, and (ii) at least one sidewall that extends between the second surface and the third surface. The device further includes a conductive coating formed over at least a portion of the second surface, the third surface, and the at least one sidewall, where the conductive coating is insulated from the crossover conductor by the insulating substrate.

Abstract: A method includes generating, at a first station, a security key that is usable for authentication with an access point associated with a wireless network. The method includes switching from an infrastructure mode to an ad hoc communication mode, and while in the ad hoc communication mode, broadcasting a beacon frame and receiving a request, from a second station, to join the wireless network. The method includes determining that the second station is an approved device and sending a first authentication request to the access point on behalf of the second station. The method includes receiving a first authentication response, including challenge text, from the access point. The method includes encrypting the challenge text based on the security key and sending the encrypted challenge text as part of a second authentication request to the access point to authenticate the second station with the access point.

Abstract: A device for combining several light beams, the device including several hollow input waveguides, at least one per light beam, as well as a hollow output waveguide which is the same for the different light beams, each input waveguide having an input opening to let the corresponding light beam enter, and, at the opposite, an output opening through which it emerges in the output waveguide, the output waveguide, as well as each input waveguide being laterally delimited by one or more metallic reflecting surfaces, and wherein at least a section of the output waveguide is divergent and widens in the direction of an output opening of the output waveguide.

Abstract: This disclosure relates generally to system and method for molecular property prediction using hypergraph message passing neural network (HMPNN). Typical MPNN architectures used for chemical graphs representation learning have limitations, including, inefficiency to learn long-range dependencies for homogeneous graphs, ineffectiveness to model topological properties of graphs taking into consideration the multiscale representations, and lack of anti-smoothing weighting mechanism to address graphs random walk limit distribution. Disclosed method and system HyperGraph attention-driven Hypergraph Convolution. The Hypergraph attention driven convolution, on molecular hypergraph results in learning efficient embeddings on the high-order molecular graph-structured data. By taking into account the transient incidence matrix, the induced inductive bias augments the scope of molecular hypergraph representation learning.