mhurhangee/ep-ind-claims huggingface dataset:
A computer-implemented method for training a generative adversarial network, GAN, that includes a generator (G, 102) comprising a first neural network and a discriminator (D, 204) comprising a second neural network to predict steering angles for autonomous driving and a kernel function for predicting whether a sample is realistic or not, the method comprising: outputting, from the first neural network, generated samples ( x gen) derived from a random noise vector; inputting, to the second neural network, the generated samples ( x gen), a plurality of labelled training samples ( x lab), and a plurality of unlabelled training samples ( x unl); and outputting, from the second neural network, a predicted continuous label ( ŷ) for each of a plurality of the generated samples ( x gen) and unlabelled samples ( x unl), wherein the second neural network outputs each continuous label ( ŷ) as a normalized value, wherein the predicted continuous label ( ŷ) is a predicted steering angle, wherein the labelled training samples ( x lab) include a series of front camera image samples for a moving vehicle that are each labelled with a steering angle, inputting, to the kernel function, the predicted continuous label ( ŷ) for each of a plurality of the generated samples ( x gen) and unlabelled samples ( x unl), wherein the kernel function outputs probability index value (D(x)) to each input continuous label representative of whether the predicted continuous labels ( ŷ) for samples are realistic or not, wherein the discriminator outputs the predicted continuous labels ( ŷ) and the probability index value ( D(x)). outputting, from the first neural network, generated samples ( x gen) derived from a random noise vector; inputting, to the second neural network, the generated samples ( x gen), a plurality of labelled training samples ( x lab), and a plurality of unlabelled training samples ( x unl); and outputting, from the second neural network, a predicted continuous label ( ŷ) for each of a plurality of the generated samples ( x gen) and unlabelled samples ( x unl), wherein the second neural network outputs each continuous label ( ŷ) as a normalized value, wherein the predicted continuous label ( ŷ) is a predicted steering angle, wherein the labelled training samples ( x lab) include a series of front camera image samples for a moving vehicle that are each labelled with a steering angle, inputting, to the kernel function, the predicted continuous label ( ŷ) for each of a plurality of the generated samples ( x gen) and unlabelled samples ( x unl), wherein the kernel function outputs probability index value (D(x)) to each input continuous label representative of whether the predicted continuous labels ( ŷ) for samples are realistic or not, wherein the discriminator outputs the predicted continuous labels ( ŷ) and the probability index value ( D(x)).
An isolated OmpG variant of the parental E. coli OmpG of SEQ ID NO:2, with at least 98% identity thereof wherein said variant comprises a deletion of amino acids 216-227, amino acid substitution E229A, and a mutation of one or more of amino acids R211, E15, R68, Y50, E152, E174, E17, D215, Y259, K114, E174, F66, and E31, and wherein said variant retains the ability to form a nanopore.
A composite porous membrane used as a separator for a battery, wherein a porous membrane B comprising a heat-resistant resin is laminated by coating on the surface of a polypropylene resin of an outermost layer of a porous membrane A composed of at least one layer, wherein at least one of the outermost layers comprises the polypropylene resin, and the heat-resistant resin is a polyamide-imide resin having a logarithmic viscosity of not less than 0.5 dl/g measured at 25°C by dissolving 0.5g of the heat resistant resin in 100 ml of N-methyl-2-pyrrolidone, using an Ubbelohde viscosity tube, the composite porous membrane satisfying the following Equations to: 0.01 ⁢ μm ≤ Average pore size of porous membrane A ≤ 1.0 μm 30 % ≤ Porosity of porous membrane A ≤ 70 % Peeling strength at interface between porous membrane A and porous membrane B ≥ 1.0 N / 25 ⁢ mm and 20 ≤ Y - X ≤ 100 (X is an air resistance (sec/100 cc Air) of the porous membrane A, and Y is an air resistance (sec/100 cc Air) of the whole composite porous membrane).
A rollable display device, comprising: a flexible display panel; and a back cover (110, 810, 1110a, 1110b, 1110c, 1210, 1310, 1510, 1610, 1810) which is disposed on one surface of the flexible display panel and which has a plurality of openings (111, 1111a 1111b, 1111c) configured to provide flexibility to the back cover to allow the back cover to be wound about a roller (151, 851), wherein a left edge and a right edge of the back cover are bent toward the flexible display panel, wherein the left edge and the right edge are bent so as to be in contact with a rear surface of the flexible display panel, wherein the rollable display device further includes an adhesive layer which is filled between the left edge and the flexible display panel, and between the right edge and the flexible display panel. a flexible display panel; and a back cover (110, 810, 1110a, 1110b, 1110c, 1210, 1310, 1510, 1610, 1810) which is disposed on one surface of the flexible display panel and which has a plurality of openings (111, 1111a 1111b, 1111c) configured to provide flexibility to the back cover to allow the back cover to be wound about a roller (151, 851), wherein a left edge and a right edge of the back cover are bent toward the flexible display panel, wherein the left edge and the right edge are bent so as to be in contact with a rear surface of the flexible display panel, wherein the rollable display device further includes an adhesive layer which is filled between the left edge and the flexible display panel, and between the right edge and the flexible display panel.
A particle, which is a core shell particle comprising: - a core which contains a Group 13 element and a Group 15 element; - a first shell which covers at least a part of a surface of the core; and - a second shell which covers at least a part of the first shell, wherein at least a part of a surface of the core shell particle contains a metal-containing organic compound containing a metal element and a saturated C 11 - 20 -hydrocarbon group; and wherein the core further contains a Group 12 element. - a core which contains a Group 13 element and a Group 15 element; - a first shell which covers at least a part of a surface of the core; and - a second shell which covers at least a part of the first shell,
A speaker assembly (102, 502) comprising: one or more speakers (104, 504) for producing sound; one or more movable reflectors (110, 510, 540) configured and arranged to reflect sound produced by the one or more speakers (104, 504); and a controller, the controller configured to receive information of a location of one or more users (112, 512), and in response to receiving that information, the controller being configured to cause adjustment of a position of the one or more reflectors (110, 510, 540) without causing adjustment of a position of the one or more speakers (104, 504), so as to direct sound produced by the one or more speakers (104, 504) towards the one or more users (112, 512); wherein the speaker assembly (102, 502) comprises a location sensor, and is further characterised in that the controller is configured to receive information of a location of one or more obstacles and the information of a location of one or more users (112, 512) and to distinguish the one or more users (112, 512) from the one or more obstacles, and to cause the adjustment of a position of the one or more reflectors (110, 510, 540) so as to reflect sound around the one or more obstacles and towards the one or more users (112, 512). one or more speakers (104, 504) for producing sound; one or more movable reflectors (110, 510, 540) configured and arranged to reflect sound produced by the one or more speakers (104, 504); and a controller, the controller configured to receive information of a location of one or more users (112, 512), and in response to receiving that information, the controller being configured to cause adjustment of a position of the one or more reflectors (110, 510, 540) without causing adjustment of a position of the one or more speakers (104, 504), so as to direct sound produced by the one or more speakers (104, 504) towards the one or more users (112, 512); wherein the speaker assembly (102, 502) comprises a location sensor, and is further characterised in that the controller is configured to receive information of a location of one or more obstacles and the information of a location of one or more users (112, 512) and to distinguish the one or more users (112, 512) from the one or more obstacles, and to cause the adjustment of a position of the one or more reflectors (110, 510, 540) so as to reflect sound around the one or more obstacles and towards the one or more users (112, 512).
A gas turbine combustor comprising: a combustion chamber for burning high-pressure air and fuel therein to generate combustion gas; a combustion high-pressure-air supplying unit for supplying combustion high-pressure air to the combustion chamber; a fuel supplying unit (44,45,47) for supplying fuel to high-temperature air in the combustion chamber; a cooling-air supplying unit for supplying cooling air to the combustion chamber along an inner wall surface thereof; and contraction members (71,72,73;81,82;91-98;111,112,113) arranged along a circumferential direction on an inner wall surface in a downstream of a flow direction of combustion gas in the combustion chamber, wherein the contraction members (71,72,73;81,82;91-98;111,112,113) are provided in a predetermined area in a circumferential direction excluding an area where penetrating portions (74, 75, 76; 83, 84; 101-108; 114, 115, 116) are provided so that the flow of cooling air is not disturbed and cooling air can flow along the inner wall surface, and characterised in that the contraction members (71,72,73;81,82;91-98;111,112,113) are provided at asymmetric positions with respect to a circumferential direction on the inner wall surface of the combustion chamber. a combustion chamber for burning high-pressure air and fuel therein to generate combustion gas; a combustion high-pressure-air supplying unit for supplying combustion high-pressure air to the combustion chamber; a fuel supplying unit (44,45,47) for supplying fuel to high-temperature air in the combustion chamber; a cooling-air supplying unit for supplying cooling air to the combustion chamber along an inner wall surface thereof; and contraction members (71,72,73;81,82;91-98;111,112,113) arranged along a circumferential direction on an inner wall surface in a downstream of a flow direction of combustion gas in the combustion chamber, wherein the contraction members (71,72,73;81,82;91-98;111,112,113) are provided in a predetermined area in a circumferential direction excluding an area where penetrating portions (74, 75, 76; 83, 84; 101-108; 114, 115, 116) are provided so that the flow of cooling air is not disturbed and cooling air can flow along the inner wall surface, and characterised in that the contraction members (71,72,73;81,82;91-98;111,112,113) are provided at asymmetric positions with respect to a circumferential direction on the inner wall surface of the combustion chamber.
A method of fabricating a microelectronic assembly, comprising: forming an insulating layer comprising a diblock copolymer on a substrate (206, 302), the insulating layer including a self-assembled nanoscale matrix array of a first polymer and a second polymer; removing the second polymer from the nanoscale matrix array to reveal a plurality of nanoscale holes in the nanoscale matrix array; filling the plurality of nanoscale holes with one or more conductive materials to form an array of a plurality of nanoscale conductors within the insulating layer, the nanoscale conductors extending from a first surface of the insulating layer to a second surface of the insulating layer opposite the first surface; joining the array of nanoscale conductors within the insulating layer to a plurality of first element contacts at a first face of a first microelectronic element, the plurality of first element contacts facing the first surface of the insulating layer, and subsequently removing the substrate (206, 302) from the second surface of the insulating layer; joining the array of nanoscale conductors within the insulating layer to a plurality of second element contacts at a second face of a second microelectronic element, the plurality of second element contacts facing the second surface of the insulating layer; and forming electrical interconnections between the first element contacts of the first microelectronic element and the second element contacts of the second microelectronic element with the plurality of nanoscale conductors. forming an insulating layer comprising a diblock copolymer on a substrate (206, 302), the insulating layer including a self-assembled nanoscale matrix array of a first polymer and a second polymer; removing the second polymer from the nanoscale matrix array to reveal a plurality of nanoscale holes in the nanoscale matrix array; filling the plurality of nanoscale holes with one or more conductive materials to form an array of a plurality of nanoscale conductors within the insulating layer, the nanoscale conductors extending from a first surface of the insulating layer to a second surface of the insulating layer opposite the first surface; joining the array of nanoscale conductors within the insulating layer to a plurality of first element contacts at a first face of a first microelectronic element, the plurality of first element contacts facing the first surface of the insulating layer, and subsequently removing the substrate (206, 302) from the second surface of the insulating layer; joining the array of nanoscale conductors within the insulating layer to a plurality of second element contacts at a second face of a second microelectronic element, the plurality of second element contacts facing the second surface of the insulating layer; and forming electrical interconnections between the first element contacts of the first microelectronic element and the second element contacts of the second microelectronic element with the plurality of nanoscale conductors.
A multi-layer needle-punched acoustic and/or reinforcing non-woven fabric comprising two outer cover non-woven fabrics (1 and 4), namely: a) a first cover non-woven fabric consisting of a PE adhesive non-woven fabric with a basis weight of 30 g/m 2 to 200 g/m 2, preferably from 50 g/m 2 to 150 g/m 2, and a second cover non-woven fabric consisting of a PP/PET non-woven fabric with a basis weight of 50 g/m 2 to 250 g/m 2, preferably from 80 g/m 2 to 200 g/m 2, or b) both cover non-woven fabrics (1 and 4) are a PP/PET cover non-woven fabric with a basis weight of 100 g/m 2 to 800 g/m 2, preferably from 300 g/m 2 to 600 g/m 2; each containing a layer sandwiched between the outer cover non-woven fabrics (1 and 4) and consisting of a ground material with a basis weight of 250 g/m 2 to 700 g/m 2 of PE, PET, PP, multicomponent (BiCo) fibrous material; characterized in that said ground material contains from 5% by weight to 50% by weight, preferably from 10% by weight to 40% by weight, based on the ground material, of dust scraps of reclaimed cotton, PET and bicomponent fibers. a) a first cover non-woven fabric consisting of a PE adhesive non-woven fabric with a basis weight of 30 g/m 2 to 200 g/m 2, preferably from 50 g/m 2 to 150 g/m 2, and a second cover non-woven fabric consisting of a PP/PET non-woven fabric with a basis weight of 50 g/m 2 to 250 g/m 2, preferably from 80 g/m 2 to 200 g/m 2, or b) both cover non-woven fabrics (1 and 4) are a PP/PET cover non-woven fabric with a basis weight of 100 g/m 2 to 800 g/m 2, preferably from 300 g/m 2 to 600 g/m 2;
A combustion system comprising a boiler and a flue gas treatment system downstream of the boiler, the flue gas treatment system comprising: a desulphurization unit, a carbonator configured and arranged to react CO 2 with a sorbent to generate a CaCO 3 and a calciner configured and arranged to decompose the CaCO 3 into CO 2 and, for recycling back into the carbonator, CaO, wherein the carbonator and calciner in combination define a carbonator/calciner loop, the flue gas from the desulphurization unit being fed into the carbonator, characterised in that no air pre-heaters, for pre-heating combustion oxidizer to be supplied into the boiler, using heat of the flue gas, are provided at the boiler and between the boiler and the carbonator; wherein the flue gas discharged from the boiler has a temperature above 350°C; and wherein the gas treatment system includes a dust removal unit upstream of the desulphurization unit. a desulphurization unit, a carbonator configured and arranged to react CO 2 with a sorbent to generate a CaCO 3 and a calciner configured and arranged to decompose the CaCO 3 into CO 2 and, for recycling back into the carbonator, CaO, wherein the carbonator and calciner in combination define a carbonator/calciner loop, the flue gas from the desulphurization unit being fed into the carbonator, characterised in that no air pre-heaters, for pre-heating combustion oxidizer to be supplied into the boiler, using heat of the flue gas, are provided at the boiler and between the boiler and the carbonator; wherein the flue gas discharged from the boiler has a temperature above 350°C; and wherein the gas treatment system includes a dust removal unit upstream of the desulphurization unit.
A cellular wheel made of metal, comprising an outer sleeve arranged coaxial to a rotational axis (y), an inner sleeve arranged coaxial to the outer sleeve, at least one intermediate sleeve arranged between and coaxial to the outer sleeve and the inner sleeve, fins that are arranged between successive sleeves (12, 18; 18, 14) and are aligned substantially radially with regard to the rotational axis (y) and joined with adjacent sleeves (12, 18; 18, 14), further comprising outer sealing sleeves that engage over the outer sleeve and are joined with the outer sleeve and have a sealing profile for a labyrinth seal, and a drive shaft that lies in the rotational axis (y), characterized in that at least the outer sleeve, the inner sleeve or the intermediate sleeve or at least one of the intermediate sleeves have notches extending, between adjacent fins, from both end faces of the cellular wheel, or that at least the outer sleeve, the inner sleeve and the intermediate sleeve or at least one of the intermediate sleeves have notches extending, between adjacent fins, from both end faces of the cellular wheel, or that solely the intermediate sleeve or solely at least one of the intermediate sleeves has notches extending from the two end faces of the cellular wheel. at least the outer sleeve, the inner sleeve or the intermediate sleeve or at least one of the intermediate sleeves have notches extending, between adjacent fins, from both end faces of the cellular wheel, or that at least the outer sleeve, the inner sleeve and the intermediate sleeve or at least one of the intermediate sleeves have notches extending, between adjacent fins, from both end faces of the cellular wheel, or that solely the intermediate sleeve or solely at least one of the intermediate sleeves has notches extending from the two end faces of the cellular wheel.
An optoelectronic semiconductor component, having - at least one radiation-emitting semiconductor chip, which comprises a radiation-outcoupling face, through which at least some of the electromagnetic radiation generated in the semiconductor chip leaves the semiconductor chip; - at least one radiation-transmissive body arranged at least in places downstream of the semiconductor chip on its radiation-outcoupling face, which body is in at least indirect contact with the semiconductor chip, wherein - the radiation-transmissive body comprises traces of a physical and/or mechanical material removal, - the radiation-transmissive body is a lamina or a foil, - at least one radiation-transmissive adhesion layer is arranged between and respectively in direct contact with the radiation-transmissive body and the radiation-outcoupling face, and - the radiation-transmissive adhesion layer comprises at least one polysilazane or consists of a polysilazane, and - the radiation-transmissive body contains at least one polymer, and - in each case one monomer of the polymer contains at least one silazane. - at least one radiation-emitting semiconductor chip, which comprises a radiation-outcoupling face, through which at least some of the electromagnetic radiation generated in the semiconductor chip leaves the semiconductor chip; - at least one radiation-transmissive body arranged at least in places downstream of the semiconductor chip on its radiation-outcoupling face, which body is in at least indirect contact with the semiconductor chip, wherein - the radiation-transmissive body comprises traces of a physical and/or mechanical material removal, - the radiation-transmissive body is a lamina or a foil, - at least one radiation-transmissive adhesion layer is arranged between and respectively in direct contact with the radiation-transmissive body and the radiation-outcoupling face, and - the radiation-transmissive adhesion layer comprises at least one polysilazane or consists of a polysilazane, and - the radiation-transmissive body contains at least one polymer, and - in each case one monomer of the polymer contains at least one silazane.
Tyre comprising at least a rubber composition based on at least a blend of natural rubber, NR, or synthetic polyisoprene, and a styrene-butadiene copolymer, SBR, the SBR having a content greater than or equal to 20 parts per hundred parts of elastomer, phr, a reinforcing filler comprising carbon black, characterized in that the composition comprises a plasticizing resin having a glass transition temperature, Tg, greater than or equal to 20°C and that the SBR has a Tg greater than -65°C and that the content of plasticizing resin is less than or equal to 10 phr.