mhurhangee/ep-ind-claims huggingface dataset:
A method of predicting data from an image, executable by a processor, comprising: extracting, from an image, a plurality of patch images; compressing, using a first model, spatial features corresponding to the plurality of patch images, the spatial features relating to the spatial relationship between the patch images; and predicting, using a second model, output molecular data based on the compressed spatial features; wherein the first model uses a neural network trained using biological images, and compressing the spatial features comprises: detecting a pathology associated with the image; identifying patch images corresponding to the detected pathology; identifying normal patch images associated with the image; determining spatial arrangements corresponding to the normal patch images and the patch images corresponding to the detected pathology; and generating or training a deep learning model based on the determined spatial arrangements; and wherein the second model is a deep learning regression model. extracting, from an image, a plurality of patch images; compressing, using a first model, spatial features corresponding to the plurality of patch images, the spatial features relating to the spatial relationship between the patch images; and predicting, using a second model, output molecular data based on the compressed spatial features; wherein the first model uses a neural network trained using biological images, and compressing the spatial features comprises: detecting a pathology associated with the image; identifying patch images corresponding to the detected pathology; identifying normal patch images associated with the image; determining spatial arrangements corresponding to the normal patch images and the patch images corresponding to the detected pathology; and generating or training a deep learning model based on the determined spatial arrangements; and wherein the second model is a deep learning regression model. detecting a pathology associated with the image; identifying patch images corresponding to the detected pathology; identifying normal patch images associated with the image; determining spatial arrangements corresponding to the normal patch images and the patch images corresponding to the detected pathology; and generating or training a deep learning model based on the determined spatial arrangements; and wherein the second model is a deep learning regression model.
A fluid system comprising: a pump chamber having a pair of opposite surfaces and a sidewall extending between the opposite surfaces, the pump chamber including a first pair of layers (21, 22) and a second pair of layers (24, 25), the first pair of layers forming the opposite surfaces of the pump chamber, and the second pair of layers forming the sidewall, the second pair of layers being positioned between the first pair of layers and extending at least partially around the pump chamber, the second pair of layers defining apertures, the first pair of layers being secured to the second pair of layers to define at least two first bonds (27a, 27b), and the second pair of layers being secured to each other to define a second bond that is offset from at least one of the first bonds; a pressure chamber; a first fluid path extending between the pump chamber and the pressure chamber to place the pump chamber and the pressure chamber in fluid communication; a first valve positioned within the first fluid path to permit fluid flow from the pump chamber to the pressure chamber and to limit fluid flow from the pressure chamber to the pump chamber; a second fluid path extending from an exterior of the fluid system to the pump chamber to place the pump chamber in fluid communication with the exterior of the fluid system; and a second valve positioned within the second fluid path to permit fluid flow from the exterior to the pump chamber and to limit fluid flow from the pump chamber to the exterior. a pump chamber having a pair of opposite surfaces and a sidewall extending between the opposite surfaces, the pump chamber including a first pair of layers (21, 22) and a second pair of layers (24, 25), the first pair of layers forming the opposite surfaces of the pump chamber, and the second pair of layers forming the sidewall, the second pair of layers being positioned between the first pair of layers and extending at least partially around the pump chamber, the second pair of layers defining apertures, the first pair of layers being secured to the second pair of layers to define at least two first bonds (27a, 27b), and the second pair of layers being secured to each other to define a second bond that is offset from at least one of the first bonds; a pressure chamber; a first fluid path extending between the pump chamber and the pressure chamber to place the pump chamber and the pressure chamber in fluid communication; a first valve positioned within the first fluid path to permit fluid flow from the pump chamber to the pressure chamber and to limit fluid flow from the pressure chamber to the pump chamber; a second fluid path extending from an exterior of the fluid system to the pump chamber to place the pump chamber in fluid communication with the exterior of the fluid system; and a second valve positioned within the second fluid path to permit fluid flow from the exterior to the pump chamber and to limit fluid flow from the pump chamber to the exterior.
A guide tube slider for chemical and petrochemical plants, having a slider housing, which has a guide tube, which can be shut off, and at least one slider plate, which can be displaced into an open position and a closed position and vice versa, wherein a seal seat is assigned to the guide tube, which extends along the circumference of the guide tube and, during operation, seals against the slider plate at least in the closed position, wherein at least one circumferential groove is formed in the seal seat, in which circumferential groove a metallic shaped ring is arranged, wherein the seal seat has a sealing ring, wherein the at least one circumferential groove is formed on the upper side of the sealing ring, in which circumferential groove the shaped ring is arranged, and at least one sealing surface is arranged on the underside of the sealing ring, which sealing surface bears against the slider plate at least in the closed position, wherein the metallic shaped ring is filled with a media filling for compressing the shaped ring in the circumferential groove.
A torque transmission unit for the frictional transmission of a torque, comprising a disk carrier with a plurality of disks, which can be pressed together with mating disks of the torque transmission unit to form a friction assembly, and with a torque transmission element by means of which a torque can be transmitted from the disk carrier to a machine element connected or connectable to the disk carrier, such as a transmission input shaft, wherein the disks are arranged on the disk carrier in an axially displaceable manner while executing a sliding movement on at least one shaped element of the disk carrier, which can transmit a torque in a form-fitting manner, wherein the torque transmission unit further comprises at least one axially acting spring device by means of which at least one disk can be axially displaced in relation to the torque transmission element in addition to the sliding movement, characterised in that the disk carrier has a plurality of disk carrier segments, which have respective shaped elements on each of which at least one disk is arranged in a non-rotatable manner and can be axially displaced while executing the sliding movement.
A lacrimal system for drug delivery, comprising: a) a reservoir balloon having an exit port; b) a tube comprising at least one lumen fluidly coupled to said exit port; c) an endcap comprising a port fluidly coupled to said tube; characterized by d) a flow-limiting plug, the flow-limiting plug residing within the lumen of said tube, wherein said flow-limiting plug comprises at least one of a hydrogel, a wicking material, nano-spheres, microspheres, a filter membrane, a porous material, a porous membrane and a material with grooves. a) a reservoir balloon having an exit port; b) a tube comprising at least one lumen fluidly coupled to said exit port; c) an endcap comprising a port fluidly coupled to said tube; characterized by d) a flow-limiting plug, the flow-limiting plug residing within the lumen of said tube, wherein said flow-limiting plug comprises at least one of a hydrogel, a wicking material, nano-spheres, microspheres, a filter membrane, a porous material, a porous membrane and a material with grooves.
A method comprising: homogenizing an aluminum alloy at a homogenization temperature in the range from 520°C to 570°C for 2-10 hours, wherein the aluminum alloy has a composition comprising, in weight percent: up to 0.70 wt. % iron; up to 0.30 wt. % silicon; and optionally: copper, if any the content of copper is up to 0.30 wt. % or up to 0.05 wt. %, other elements present as unavoidable impurities, if any the content of the other elements is up to 0.05 wt. % weight percent each and up to 0.15 wt. % weight percent total, with the balance being aluminum, further comprising extruding the homogenized aluminum alloy, thereby forming an extruded aluminum alloy product. homogenizing an aluminum alloy at a homogenization temperature in the range from 520°C to 570°C for 2-10 hours, wherein the aluminum alloy has a composition comprising, in weight percent: up to 0.70 wt. % iron; up to 0.30 wt. % silicon; and optionally: copper, if any the content of copper is up to 0.30 wt. % or up to 0.05 wt. %, other elements present as unavoidable impurities, if any the content of the other elements is up to 0.05 wt. % weight percent each and up to 0.15 wt. % weight percent total, with the balance being aluminum, up to 0.70 wt. % iron; up to 0.30 wt. % silicon; copper, if any the content of copper is up to 0.30 wt. % or up to 0.05 wt. %, other elements present as unavoidable impurities, if any the content of the other elements is up to 0.05 wt. % weight percent each and up to 0.15 wt. % weight percent total, further comprising extruding the homogenized aluminum alloy, thereby forming an extruded aluminum alloy product.
An aircraft weight and balance measurement system, including a pressure sensor connected to a weight and balance measurement unit and a landing gear shock absorber (200, 300) comprising: an inner housing portion slidably coupled within an outer housing portion, the shock absorber including a chamber (203, 303) which defines a sealed fluid volume for containing shock absorber fluid within the shock absorber, wherein the chamber comprises a moveable wall portion (202, 302) arranged to be moved by a motive force between a first position and a second position, wherein in the second position the effective volume of the chamber is decreased relative to when the moveable wall portion is in the first position such that the shock absorber fluid pressure increases to extend the shock absorber, wherein the shock absorber further comprises one or more stops, positioned to limit movement of the moveable wall portion beyond the first and second positions. an inner housing portion slidably coupled within an outer housing portion, the shock absorber including a chamber (203, 303) which defines a sealed fluid volume for containing shock absorber fluid within the shock absorber, wherein the chamber comprises a moveable wall portion (202, 302) arranged to be moved by a motive force between a first position and a second position, wherein in the second position the effective volume of the chamber is decreased relative to when the moveable wall portion is in the first position such that the shock absorber fluid pressure increases to extend the shock absorber, wherein the shock absorber further comprises one or more stops, positioned to limit movement of the moveable wall portion beyond the first and second positions.
A battery module including: - a plurality of secondary battery cells aligned in a row; - a first cooling channel aligned to one side of the row and a second cooling channel aligned to the same side of the row; and - a flow path plate installed between neighboring battery cells forming a cooling passage for a coolant from the first cooling channel towards the second cooling channel, the plate including guiding elements configured to guide the coolant flow from an inlet of the plate, which communicates with the first cooling channel, to an outlet of the plate, which communicates with the second cooling channel, wherein the guiding elements include a plurality of curved ribs and plurality of circular elements in the form of circular protrusions, which are connected via a netlike supporting structure having openings and connecting parts connecting the openings together. - a plurality of secondary battery cells aligned in a row; - a first cooling channel aligned to one side of the row and a second cooling channel aligned to the same side of the row; and - a flow path plate installed between neighboring battery cells forming a cooling passage for a coolant from the first cooling channel towards the second cooling channel, the plate including guiding elements configured to guide the coolant flow from an inlet of the plate, which communicates with the first cooling channel, to an outlet of the plate, which communicates with the second cooling channel,
A composite oxide for exhaust gas purifying catalyst, consisting of Ce, Bi, M (wherein M is one or more elements selected from Mg, Ca, Sr, and Ba), R (wherein R is one or more elements selected from Pr and Tb), and oxygen, with a molar ratio of Ce, Bi, M, R expressed by Ce:Bi:M:R=(1-x-y-z):x:y:z, satisfying 0<x<=0.4, 0<y<=0.4, 0<z<=0.5, and x+y+z<1.
Precoat filter for the filtering of liquid media or products, in particular for filtering beverages, with at least one partition wall separating an unfiltered material space and a filtered material space, and with a plurality of filter elements or candle filters, which in each case project into the unfiltered material space with at least one filtering or sieving section, having a filtering or sieving structure, wherein the filtering or sieving sections are formed from filter or gap tubes, and the filtering or sieving structures comprise in each case a plurality of filter apertures, characterised in that the filter elements are formed between the partition wall and their filtering or sieving section, exhibiting the filtering or sieving structure, with at least one section of increased flexibility, which allows for a deviation of the filtering section in the event of one-sided pressure loading, wherein the section of increased flexibility is designed in the form of a ribbed tube or bellows element and is elastically deformable, and wherein the section of increased flexibility consists of a metallic material, preferably of stainless steel.
A vibratory roller comprising: a chassis; at least one roller (12, 14) on which the chassis is supported; an exciter assembly that imparts vibrations to the roller (12, 14) to compact materials over which the roller (12, 14) travels, the exciter assembly comprising i. an exciter housing; ii. an exciter shaft rotatably journaled in the exciter housing; iii. an eccentric weight supported on the exciter shaft, and iv. a gear mounted on the exciter shaft, characterized by the gear being unlubricated and having at least an outer ring portion being formed from a non-metallic material. a chassis; at least one roller (12, 14) on which the chassis is supported; an exciter assembly that imparts vibrations to the roller (12, 14) to compact materials over which the roller (12, 14) travels, the exciter assembly comprising i. an exciter housing; ii. an exciter shaft rotatably journaled in the exciter housing; iii. an eccentric weight supported on the exciter shaft, and iv. a gear mounted on the exciter shaft, characterized by the gear being unlubricated and having at least an outer ring portion being formed from a non-metallic material. i. an exciter housing; ii. an exciter shaft rotatably journaled in the exciter housing; iii. an eccentric weight supported on the exciter shaft, and iv. a gear mounted on the exciter shaft, characterized by the gear being unlubricated and having at least an outer ring portion being formed from a non-metallic material.
An embossing unit to emboss a web material, comprising: at least a first embossing roller and a second embossing roller, said first and second embossing rollers defining a nip through which the web material being processed is fed; characterized by at least two pressure (11A, 11B) rollers which are moved alternately to an operating position in contact with said first embossing roller.
A safety interlock switch which has coded interlocking to provide tamper resistance, the coded interlocking including a coded rotary cam system operated by a coded tongue, characterised in that the coded interlocking, further includes a second interlock in the form of a non-contact RFID sensor (16, 18), and wherein the switch comprises safety means which checks that the different codes of each interlock (6, 8; 16, 18) have been correctly applied before enabling a safety output of the switch which provides machine control.
A turbine engine defining an axial direction and a radial direction, the turbine engine comprising: a fan or propeller assembly comprising a gearbox; an engine core comprising one or more rotors, wherein at least one of the rotors defines an axially extended annular hub; and a flexible coupling shaft defining a first end and a second end along the axial direction, wherein the first end is connected to the engine core and the second end is connected to the gearbox, and further wherein the flexible coupling shaft extends from the one or more rotors to the gearbox in the axial direction and inward of the hub in the radial direction; wherein the flexible coupling shaft defines a coupling extended at least partially in the radial direction and coupled to the one or more rotors of the engine core; the coupling defines an axial portion extended toward a rotor and a radial portion axially adjacent to that rotor, the axial portion and the radial portion together define springing properties; and the coupling of the flexible coupling shaft is attached to the rotor of the engine core in axially adjacent arrangement, and wherein the rotor defines a rotor in the turbine section. a fan or propeller assembly comprising a gearbox; an engine core comprising one or more rotors, wherein at least one of the rotors defines an axially extended annular hub; and a flexible coupling shaft defining a first end and a second end along the axial direction, wherein the first end is connected to the engine core and the second end is connected to the gearbox, and further wherein the flexible coupling shaft extends from the one or more rotors to the gearbox in the axial direction and inward of the hub in the radial direction; wherein the flexible coupling shaft defines a coupling extended at least partially in the radial direction and coupled to the one or more rotors of the engine core; the coupling defines an axial portion extended toward a rotor and a radial portion axially adjacent to that rotor, the axial portion and the radial portion together define springing properties; and the coupling of the flexible coupling shaft is attached to the rotor of the engine core in axially adjacent arrangement, and wherein the rotor defines a rotor in the turbine section.
An isolated immunogenic peptide, with a length of between 12 and 50 amino acids, comprising: - a T cell epitope of an allergen or autoantigen, which epitope fits into the cleft of an MHC II protein, and - a C-X -C motif, said motif being either adjacent to said epitope, or separated from said epitope by at most 7 amino acids, wherein said allergen or autoantigen does not comprise a C-X -C motif within a sequence of 11 amino acids N or C terminally of said epitope sequence. - a T cell epitope of an allergen or autoantigen, which epitope fits into the cleft of an MHC II protein, and - a C-X -C motif, said motif being either adjacent to said epitope, or separated from said epitope by at most 7 amino acids, wherein said allergen or autoantigen does not comprise a C-X -C motif within a sequence of 11 amino acids N or C terminally of said epitope sequence.
An extracellular-like rinsing solution for organs or tissues, containing calcium, PEG of molecular weight 35,000 at a concentration of at least 4 g/l, and potassium, at a concentration comprised between 1 and 9 mmol/L.
Operating method for an electronic terminal unit (1.1-1.4) with an image sensor with a plurality of image elements, in particular for a mobile phone, the operating method comprising the step of determining a dosage value of an ionizing radiation impinging on the image sensor by means of the image sensor, wherein a) the individual image elements of the image sensor are each read-out periodically, characterized b) in that a dead time lies between directly sequential read operations, respectively, within which the respective image element is insensitive and detects no radiation, c) in that the image elements of the image sensor are read-out in a time-shifted manner, so that the dead times of the individual image elements are also time-shifted. a) the individual image elements of the image sensor are each read-out periodically, b) in that a dead time lies between directly sequential read operations, respectively, within which the respective image element is insensitive and detects no radiation, c) in that the image elements of the image sensor are read-out in a time-shifted manner, so that the dead times of the individual image elements are also time-shifted.
An assembly for rotational equipment, comprising: a plurality of seal shoes arranged circumferentially around an axial centerline, the plurality of seal shoes comprising a first seal shoe that includes a seal shoe base extending axially along the axial centerline between a high pressure end and a low pressure end, and one or more inner projections (74A, 74B, 74C, 74D) extending radially out from the seal shoe base in an inward direction towards the axial centerline; a seal base circumscribing the annular array; and a plurality of spring elements comprising a first spring element, the first spring element including a first mount, a second mount and a spring beam, the first mount projecting out from the first seal shoe, the second mount projecting out from the seal base, and the spring beam extending laterally between and connected to the first mount and the second mount; characterised in that the first seal shoe includes one or more apertures extending radially through the seal shoe base, wherein the one or more apertures are arranged axially between the high pressure end and the first spring element. a plurality of seal shoes arranged circumferentially around an axial centerline, the plurality of seal shoes comprising a first seal shoe that includes a seal shoe base extending axially along the axial centerline between a high pressure end and a low pressure end, and one or more inner projections (74A, 74B, 74C, 74D) extending radially out from the seal shoe base in an inward direction towards the axial centerline; a seal shoe base extending axially along the axial centerline between a high pressure end and a low pressure end, and one or more inner projections (74A, 74B, 74C, 74D) extending radially out from the seal shoe base in an inward direction towards the axial centerline; a seal base circumscribing the annular array; and a plurality of spring elements comprising a first spring element, the first spring element including a first mount, a second mount and a spring beam, the first mount projecting out from the first seal shoe, the second mount projecting out from the seal base, and the spring beam extending laterally between and connected to the first mount and the second mount; characterised in that the first seal shoe includes one or more apertures extending radially through the seal shoe base, wherein the one or more apertures are arranged axially between the high pressure end and the first spring element.