mhurhangee/ep-ind-claims huggingface dataset:
An artificial intelligence-based method of base calling, the method including: training a first neural network-based base caller by using a first set of cluster images as training data, wherein cluster images depict intensity emissions generated as a result of nucleotide incorporation in clusters of associated analytes on a substrate during a sequencing cycle of a sequencing run and wherein the first set of cluster images are annotated with first ground truth data that uses discrete valued labels to identify a correct base call; evaluating a second set of cluster images as inference data by applying the trained first neural network-based base caller on the second set of cluster images and generating base call predictions, wherein the base call predictions are represented by continuous valued weights that identify a predicted base call; training a second neural network-based base caller using the second set of cluster images as training data, wherein the second set of cluster images are annotated with second ground truth data that identifies a correct base call based on (i) the discrete valued labels, and (ii) the continuous valued weights; wherein the second neural network-based base caller has fewer processing modules and parameters than the first neural network-based base caller; and evaluating a third set of cluster images as inference data by applying the trained second neural network-based base caller on the third set of cluster images and generating base call predictions. training a first neural network-based base caller by using a first set of cluster images as training data, wherein cluster images depict intensity emissions generated as a result of nucleotide incorporation in clusters of associated analytes on a substrate during a sequencing cycle of a sequencing run and wherein the first set of cluster images are annotated with first ground truth data that uses discrete valued labels to identify a correct base call; evaluating a second set of cluster images as inference data by applying the trained first neural network-based base caller on the second set of cluster images and generating base call predictions, wherein the base call predictions are represented by continuous valued weights that identify a predicted base call; training a second neural network-based base caller using the second set of cluster images as training data, wherein the second set of cluster images are annotated with second ground truth data that identifies a correct base call based on (i) the discrete valued labels, and (ii) the continuous valued weights; (i) the discrete valued labels, and (ii) the continuous valued weights; wherein the second neural network-based base caller has fewer processing modules and parameters than the first neural network-based base caller; and evaluating a third set of cluster images as inference data by applying the trained second neural network-based base caller on the third set of cluster images and generating base call predictions.
Method for transmitting at least one procedural instruction, in which process data which are not in readable text form and which correspond in coded form to the procedural instruction are transmitted via a contactless interface from the process unit to a portable conversion apparatus, wherein the procedural instruction relates to a process unit which is a production line, a throughput machine, a packaging machine or a processing centre, for packaging or handling workpieces which preferably consist at least partially of wood, wood materials, plastic or the like, wherein the contactless interface displays the process data corresponding to the coded procedural instruction on a screen display in the form of a binary symbol having a black and white pattern; the process data are acquired by an acquisition apparatus of the conversion apparatus and decoded into the procedural instruction, and the procedural instruction is issued in readable text form by an output apparatus of the conversion apparatus, wherein the acquisition apparatus has a camera and an operator photographs the binary symbol displayed on the screen display of the process unit for acquisition with the camera, and after the procedural instruction is output, the operator goes to the point of the process unit where the procedure is to be performed, and then performs the procedure in accordance with the procedural instruction. wherein the procedural instruction relates to a process unit which is a production line, a throughput machine, a packaging machine or a processing centre, for packaging or handling workpieces which preferably consist at least partially of wood, wood materials, plastic or the like, wherein the contactless interface displays the process data corresponding to the coded procedural instruction on a screen display in the form of a binary symbol having a black and white pattern; the process data are acquired by an acquisition apparatus of the conversion apparatus and decoded into the procedural instruction, and the procedural instruction is issued in readable text form by an output apparatus of the conversion apparatus, wherein the acquisition apparatus has a camera and an operator photographs the binary symbol displayed on the screen display of the process unit for acquisition with the camera, and after the procedural instruction is output, the operator goes to the point of the process unit where the procedure is to be performed, and then performs the procedure in accordance with the procedural instruction.
A stab connector (100, 300, 400, 200, 500) for providing a fluid flow path between a first fluid reservoir and a second fluid reservoir, comprising a stab body (102, 306, 404) coupleable to a receptacle (200, 500) in fluid communication with the second fluid reservoir characterised in that the whole stab body (102, 306, 404) is moveable relative to the receptacle (200, 500) to move a distal end of the stab body (102, 306, 404) inside said receptacle (200, 500) between a sealing position, in which fluid flow in the fluid flow path between the first fluid reservoir and the second fluid reservoir is prevented, and a flow position, in which the fluid flow in the fluid flow path between the first fluid reservoir and the second fluid reservoir is permitted.
An uplink signal power control method, comprising: receiving, by a terminal, downlink signaling delivered by a base station, and determining, based on the downlink signaling, a waveform used by the terminal; determining, by the terminal based on a correspondence between the waveform used by the terminal and a power difference, a power difference corresponding to a target time-frequency resource; and determining, by the terminal based on the determined power difference, an uplink transmit power of an uplink signal that is mapped on the target time-frequency resource, and sending the uplink signal by using the uplink transmit power; characterized in that the power difference in the correspondence indicates a power difference between a first symbol and a second symbol, the first symbol is an orthogonal frequency division multiplexing OFDM symbol multiplexed by a reference signal RS and a channel, and the second symbol is an OFDM symbol not multiplexed by an RS; or the power difference in the correspondence indicates a power difference between a first resource element RE in a first symbol and a second RE in a second symbol, the first symbol is an OFDM symbol multiplexed by an RS and a channel, the second symbol is an OFDM symbol not multiplexed by an RS, the first RE is an RE used for mapping a channel, and the second RE is an RE used for mapping a channel. receiving, by a terminal, downlink signaling delivered by a base station, and determining, based on the downlink signaling, a waveform used by the terminal; determining, by the terminal based on a correspondence between the waveform used by the terminal and a power difference, a power difference corresponding to a target time-frequency resource; and determining, by the terminal based on the determined power difference, an uplink transmit power of an uplink signal that is mapped on the target time-frequency resource, and sending the uplink signal by using the uplink transmit power; characterized in that the power difference in the correspondence indicates a power difference between a first symbol and a second symbol, the first symbol is an orthogonal frequency division multiplexing OFDM symbol multiplexed by a reference signal RS and a channel, and the second symbol is an OFDM symbol not multiplexed by an RS; or the power difference in the correspondence indicates a power difference between a first resource element RE in a first symbol and a second RE in a second symbol, the first symbol is an OFDM symbol multiplexed by an RS and a channel, the second symbol is an OFDM symbol not multiplexed by an RS, the first RE is an RE used for mapping a channel, and the second RE is an RE used for mapping a channel.
Test circuit for a high-power semiconductor element in power converters for high-voltage direct-current power transmission, comprising a high-voltage circuit with a terminal for the high-power semiconductor element and a high-voltage source that can be connected to the high-power semiconductor element, wherein the high-voltage source comprises a plurality of voltage-controlled power converter modules connected in a first series, characterized in that the test circuit comprises a plurality of voltage-controlled power converter modules connected in a second series, which are electrically connected to the primary side of a high-current transformer, and the secondary side of the high-current transformer can be electrically connected to the high-power semiconductor element.
A thermal printer, comprising: a frame; a platen roller, which is supported on the frame so as to be rotatable about a first direction, and includes a transmission portion configured to receive power transmitted from a drive source at an end portion on a first side in the first direction; a head support plate, which is supported on the frame; and a thermal head, which is fixed to the head support plate, and is configured to nip recording paper between the thermal head and the platen roller in a second direction orthogonal to the first direction to perform printing on the recording paper, characterised in that the frame includes a swing support portion configured to support the head support plate so that the head support plate is swingable about the first direction and a third direction orthogonal to the first direction and the second direction, wherein the thermal head is fixed to a portion of the head support plate located on a first side in the third direction with respect to the swing support portion, and wherein an urging member configured to urge the head support plate in a direction of causing the thermal head to approach the platen roller is interposed between a portion of the head support plate located on a second side in the third direction with respect to the swing support portion, and the frame. a frame; a platen roller, which is supported on the frame so as to be rotatable about a first direction, and includes a transmission portion configured to receive power transmitted from a drive source at an end portion on a first side in the first direction; a head support plate, which is supported on the frame; and a thermal head, which is fixed to the head support plate, and is configured to nip recording paper between the thermal head and the platen roller in a second direction orthogonal to the first direction to perform printing on the recording paper, characterised in that the frame includes a swing support portion configured to support the head support plate so that the head support plate is swingable about the first direction and a third direction orthogonal to the first direction and the second direction, wherein the thermal head is fixed to a portion of the head support plate located on a first side in the third direction with respect to the swing support portion, and wherein an urging member configured to urge the head support plate in a direction of causing the thermal head to approach the platen roller is interposed between a portion of the head support plate located on a second side in the third direction with respect to the swing support portion, and the frame.
A pad for storage and delivery of water in a houseplant pot or in the soil, comprising a water and root permeable layer formed by a separation sheet (3; 13) and hydrating gel attached to at least one side of the separation sheet in an at any rate substantially evenly spread manner, which separation sheet (3; 13) comprises a paper, cardboard or biodegradable plastic layer or a layer of flax, characterized in that a layer of jute is attached to the separation sheet.
A bonded abrasive article comprising: a matrix comprising matrix abrasive particles and a matrix binder; characterized in that the bonded abrasive article further comprises a grinding layer comprising erectly-oriented abrasive particles and a grinding layer binder; wherein the grinding layer is disposed on an exterior surface of the bonded abrasive article or is disposed at least partly within the interior of the bonded abrasive article. a matrix comprising matrix abrasive particles and a matrix binder; characterized in that the bonded abrasive article further comprises a grinding layer comprising erectly-oriented abrasive particles and a grinding layer binder; wherein the grinding layer is disposed on an exterior surface of the bonded abrasive article or is disposed at least partly within the interior of the bonded abrasive article.
A vehicle-mounted communication device for transmitting uplink data as data generated in a first vehicle, comprising: a first wireless communication unit configured to establish an uplink connection to a second vehicle-mounted communication device mounted on a second vehicle; a second wireless communication unit configured to establish a downlink connection to a third vehicle-mounted communication device mounted on a third vehicle; an authentication unit configured to authenticate the third vehicle-mounted communication device; an address management unit configured to assign a network address to the third vehicle-mounted communication device; and an address translation unit configured to perform translation of the network address assigned from the second vehicle-mounted communication device and the network address used by said vehicle-mounted communication device. a first wireless communication unit configured to establish an uplink connection to a second vehicle-mounted communication device mounted on a second vehicle; a second wireless communication unit configured to establish a downlink connection to a third vehicle-mounted communication device mounted on a third vehicle; an authentication unit configured to authenticate the third vehicle-mounted communication device; an address management unit configured to assign a network address to the third vehicle-mounted communication device; and an address translation unit configured to perform translation of the network address assigned from the second vehicle-mounted communication device and the network address used by said vehicle-mounted communication device.
Fixed cover central clutch release for a hydraulic or pneumatic clutch actuating installation, in particular for a motor vehicle, having a cylinder housing which comprises an annular pressure chamber in which an axially movable piston which is operatively connected to a clutch is mounted, wherein the cylinder housing is fastened to a clutch cover, and having a sensor unit which is composed of a target (12, 18) and a sensor electronics system (13, 14; 21), characterized in that the target (12, 18) is fastened to the piston that rotates conjointly with the clutch, while the sensor electronics system (13, 14; 21) is fixedly positioned on a non-rotating adapter housing that has a fluid infeed.
A laminated receiver panel for a concentration photovoltaics system, the receiver panel comprising: a thermally conductive base plate with a plurality of CPV receivers mounted on top of the base plate in good thermal contact; a first insulation layer; a second insulation layer; a coversheet; and an electric interconnection string sandwiched between the first and the second insulation layers (5, 7) for connecting the CPV receivers; wherein the first insulation layer is configured to allow said good thermal contact between CPV receivers and the base plate by means of a plurality of windows corresponding to the position and shape of the plurality of CPV receivers, and the second insulation layer and the coversheet are configured to allow solar radiation to be focussed within CPV receiver solar aperture secondary optics, by means of a plurality of windows (7a, 8a) corresponding to the position and shape of the secondary optics of the receivers such that the secondary optics protrude from the coversheet. a thermally conductive base plate with a plurality of CPV receivers mounted on top of the base plate in good thermal contact; a first insulation layer; a second insulation layer; a coversheet; and an electric interconnection string sandwiched between the first and the second insulation layers (5, 7) for connecting the CPV receivers; wherein the first insulation layer is configured to allow said good thermal contact between CPV receivers and the base plate by means of a plurality of windows corresponding to the position and shape of the plurality of CPV receivers, and the second insulation layer and the coversheet are configured to allow solar radiation to be focussed within CPV receiver solar aperture secondary optics, by means of a plurality of windows (7a, 8a) corresponding to the position and shape of the secondary optics of the receivers such that the secondary optics protrude from the coversheet.
An inflatable bladder for use in a compression foot cuff configured to be secured to a foot of a wearer, the inflatable bladder comprising: a fluid-impermeable inner bladder layer for being positioned adjacent to a foot of a wearer, the inner bladder layer having a first thickness; a fluid-impermeable, integrally formed and molded one-piece outer bladder layer secured in opposing relation to the inner bladder layer by welding along a line to define an inflatable chamber; wherein the inner and outer bladder layers (22, 24) define a foot-underlying portion of the bladder that is sized and shaped to underlie the wearer's foot and a wing portion extending laterally outward from the foot underlying portion of the cuff, the outer bladder layer having a second thickness at the foot-underlying portion of the bladder and a third thickness at the wing portion of the bladder, wherein the second thickness of the outer bladder layer at the foot-underlying portion is greater than the first thickness of the inner bladder layer to provide rigidity to the outer bladder layer so that the inflatable chamber expands more toward the wearer's foot than away from the wearer's foot when the foot cuff is secured to the wearer's foot, and the second thickness of the outer layer at the foot-underlying portion is greater than the third thickness of the outer layer at the wing portion so that the outer bladder layer is more flexible at the wing portion than at the foot-underlying portion to wrap around a superior portion of the wearer's foot, characterized in that the outer bladder layer has a rib formed therein to resist bending of the outer bladder layer. a fluid-impermeable inner bladder layer for being positioned adjacent to a foot of a wearer, the inner bladder layer having a first thickness; a fluid-impermeable, integrally formed and molded one-piece outer bladder layer secured in opposing relation to the inner bladder layer by welding along a line to define an inflatable chamber; wherein the inner and outer bladder layers (22, 24) define a foot-underlying portion of the bladder that is sized and shaped to underlie the wearer's foot and a wing portion extending laterally outward from the foot underlying portion of the cuff, the outer bladder layer having a second thickness at the foot-underlying portion of the bladder and a third thickness at the wing portion of the bladder, wherein the second thickness of the outer bladder layer at the foot-underlying portion is greater than the first thickness of the inner bladder layer to provide rigidity to the outer bladder layer so that the inflatable chamber expands more toward the wearer's foot than away from the wearer's foot when the foot cuff is secured to the wearer's foot, and the second thickness of the outer layer at the foot-underlying portion is greater than the third thickness of the outer layer at the wing portion so that the outer bladder layer is more flexible at the wing portion than at the foot-underlying portion to wrap around a superior portion of the wearer's foot, characterized in that the outer bladder layer has a rib formed therein to resist bending of the outer bladder layer.
A method of randomly amplifying a target nucleic acid sequence, the method comprising, bringing into contact a set of primers, DNA polymerase, and a target sample, wherein the primers are random G-deficient primers, and incubating the target sample under conditions that promote replication of the target sequence, wherein replication of the target sequence results in replicated strands, and wherein none of the random G-deficient primers comprises three or more consecutive guanine residues and/or wherein none of the random G-deficient primers comprises two or more consecutive guanine residues at the 3' end wherein the primers are 5 -17 nucleotides long.
A method of droplet manipulation utilizing an electrowetting on dielectric, EWOD, device comprising the steps of: activating electrodes of the EWOD device to bring a first droplet into proximity of a second droplet; controlling the electrodes of the EWOD device to alter the shape of at least one of the first and second droplets; and further controlling the electrodes of the EWOD device to move at least one of the first or second droplets until the droplets are in contact about an aggregate area in a manner so as to control the area of contact and the degree of fluid mixing between the first and second droplets by the altered shape and the movement, wherein the electrodes are controlled so as to minimize the area of contact and minimize the degree of mixing of fluid between the droplets; the electrodes are controlled to alter the shape of at least one of the droplets to have a non-circular cross section: and the altered shape has a first cross sectional area in the vicinity of the aggregate area, and a second cross sectional area not in the vicinity of the aggregate area, and the first cross sectional area is smaller than the second cross sectional area to minimize the area of contact between the first and second droplets. activating electrodes of the EWOD device to bring a first droplet into proximity of a second droplet; controlling the electrodes of the EWOD device to alter the shape of at least one of the first and second droplets; and further controlling the electrodes of the EWOD device to move at least one of the first or second droplets until the droplets are in contact about an aggregate area in a manner so as to control the area of contact and the degree of fluid mixing between the first and second droplets by the altered shape and the movement, wherein the electrodes are controlled so as to minimize the area of contact and minimize the degree of mixing of fluid between the droplets; the electrodes are controlled to alter the shape of at least one of the droplets to have a non-circular cross section: and the altered shape has a first cross sectional area in the vicinity of the aggregate area, and a second cross sectional area not in the vicinity of the aggregate area, and the first cross sectional area is smaller than the second cross sectional area to minimize the area of contact between the first and second droplets.