mhurhangee/ep-ind-claims huggingface dataset:
A computer-implemented method for training a neural network on an Artificial Intelligence, AI, hardware accelerator of an edge device, the method comprising: dividing a trained neural network into a domain independent portion and a domain dependent portion, wherein the domain independent portion is the portion of the trained neural network which performs functions that can be used across multiple domain such as feature extraction, and the domain dependent portion is the portion of the trained neural network which performs functions that are more specific to a particular domain or application such as classification; deploying the domain independent portion of the neural network onto an AI dedicated neural network processing unit of the AI hardware accelerator of the edge device; deploying the domain dependent portion of the neural network onto one or more additional processors of the AI hardware accelerator of the edge device; retraining the domain dependent portion on the additional processors of the AI hardware accelerator using data collected at the edge device, wherein the trained neural network is divided at the edge device using the additional processors. dividing a trained neural network into a domain independent portion and a domain dependent portion, wherein the domain independent portion is the portion of the trained neural network which performs functions that can be used across multiple domain such as feature extraction, and the domain dependent portion is the portion of the trained neural network which performs functions that are more specific to a particular domain or application such as classification; deploying the domain independent portion of the neural network onto an AI dedicated neural network processing unit of the AI hardware accelerator of the edge device; deploying the domain dependent portion of the neural network onto one or more additional processors of the AI hardware accelerator of the edge device; retraining the domain dependent portion on the additional processors of the AI hardware accelerator using data collected at the edge device, wherein the trained neural network is divided at the edge device using the additional processors.
A spectacle lens element intended to be worn in front of an eye of a wearer comprising: - a refraction area having a refractive power based on a prescription for said eye of the wearer; and - a plurality of at least two contiguous optical elements, at least one optical element having an optical function of not focusing an image on the retina of the eye of the wearer for central and peripheral vision so as to slow down the progression of the abnormal refraction of the eye, wherein the refraction area is formed as the area other than the areas formed by the plurality of optical elements, wherein the lens element further comprises at least four optical elements, the optical elements being organized in at least two groups of contiguous optical elements, each group of contiguous optical element being organized in at least two concentric rings having the same center, the concentric ring of each group of contiguous optical element being defined by an inner diameter corresponding to the smallest circle that is tangent to at least one optical element of said group and an outer diameter corresponding to the largest circle that is tangent to at least one optical elements of said group, and wherein the distance between two successive concentric rings of optical elements is greater than or equal to 2.0 mm, the distance between two successive concentric rings being defined by the difference between the inner diameter of a first concentric ring and the outer diameter of a second concentric ring, the second concentric ring being closer to the periphery of the lens element. - a refraction area having a refractive power based on a prescription for said eye of the wearer; and - a plurality of at least two contiguous optical elements, at least one optical element having an optical function of not focusing an image on the retina of the eye of the wearer for central and peripheral vision so as to slow down the progression of the abnormal refraction of the eye, wherein the refraction area is formed as the area other than the areas formed by the plurality of optical elements, wherein the lens element further comprises at least four optical elements, the optical elements being organized in at least two groups of contiguous optical elements, each group of contiguous optical element being organized in at least two concentric rings having the same center, the concentric ring of each group of contiguous optical element being defined by an inner diameter corresponding to the smallest circle that is tangent to at least one optical element of said group and an outer diameter corresponding to the largest circle that is tangent to at least one optical elements of said group, and wherein the distance between two successive concentric rings of optical elements is greater than or equal to 2.0 mm, the distance between two successive concentric rings being defined by the difference between the inner diameter of a first concentric ring and the outer diameter of a second concentric ring, the second concentric ring being closer to the periphery of the lens element.
A cylindrical battery cell configured such that an outer surface of a cylindrical case excluding electrode terminals is wrapped by a heat-shrinkable tube, wherein the heat-shrinkable tube comprises: a tube substrate made of a polyester-based resin, the tube substrate being heat-shrinkable; a reinforcement agent, made of a nylon-based resin, for increasing tensile stress and usable temperature of the heat-shrinkable tube; and an ultraviolet absorber for absorbing ultraviolet rays radiated to the heat-shrinkable tube and emitting the absorbed ultraviolet rays as thermal energy to prevent scission of polymer chains of the nylon-based resin or the polyester-based resin as a result of reaction with oxygen, wherein the ultraviolet absorber is a benzophenone-based compound. a tube substrate made of a polyester-based resin, the tube substrate being heat-shrinkable; a reinforcement agent, made of a nylon-based resin, for increasing tensile stress and usable temperature of the heat-shrinkable tube; and an ultraviolet absorber for absorbing ultraviolet rays radiated to the heat-shrinkable tube and emitting the absorbed ultraviolet rays as thermal energy to prevent scission of polymer chains of the nylon-based resin or the polyester-based resin as a result of reaction with oxygen, wherein the ultraviolet absorber is a benzophenone-based compound.
Arrangement for tractive or longitudinal force introduction in a component which is provided with transverse recesses for fastening bolts, wherein at least one tension bolt, which is provided for introducing force and comprises a first end and a second end, acts on each of the fastening bolts, wherein the or each tension bolt extends in a hole in the component and, at at least one of its first and second ends, has an eye through which an associated fastening bolt extends, wherein the component is a composite component or a fibre-reinforced plastics component.
A light-emitting device comprising: a set of layers comprising (i) a light-transmissive member having a first surface, a second surface opposite the first surface, and a third surface contiguous with the first surface and the second surface, (ii) a phosphor layer disposed opposite the second surface of the light-transmissive member, and (iii) a dielectric multilayer film between the light-transmissive member and the phosphor layer; and a light-emitting element disposed facing the phosphor layer; wherein the light-emitting element emits blue light, and the phosphor layer absorbs at least a portion of the light emitted by the light emitting element and emits yellow-red to red light, characterized in that the light-emitting device further comprises: a cover layer disposed on a lateral surface of the set of layers, the lateral surface of the set of layers comprising a lateral surface of the phosphor layer, a lateral surface of the dielectric multilayer film, and the third surface of the light-transmissive member, and a light-reflective member that covers at least a portion of the cover layer, wherein the cover layer absorbs at least a portion of the light emitted by the light-emitting element and emits or presents yellow-red to red light. a set of layers comprising (i) a light-transmissive member having a first surface, a second surface opposite the first surface, and a third surface contiguous with the first surface and the second surface, (ii) a phosphor layer disposed opposite the second surface of the light-transmissive member, and (iii) a dielectric multilayer film between the light-transmissive member and the phosphor layer; and a light-emitting element disposed facing the phosphor layer; wherein the light-emitting element emits blue light, and the phosphor layer absorbs at least a portion of the light emitted by the light emitting element and emits yellow-red to red light, characterized in that the light-emitting device further comprises: a cover layer disposed on a lateral surface of the set of layers, the lateral surface of the set of layers comprising a lateral surface of the phosphor layer, a lateral surface of the dielectric multilayer film, and the third surface of the light-transmissive member, and a light-reflective member that covers at least a portion of the cover layer, wherein the cover layer absorbs at least a portion of the light emitted by the light-emitting element and emits or presents yellow-red to red light. a cover layer disposed on a lateral surface of the set of layers, the lateral surface of the set of layers comprising a lateral surface of the phosphor layer, a lateral surface of the dielectric multilayer film, and the third surface of the light-transmissive member, and a light-reflective member that covers at least a portion of the cover layer, wherein the cover layer absorbs at least a portion of the light emitted by the light-emitting element and emits or presents yellow-red to red light.
A method of manufacturing a medical construct, comprising: placing a length of cylindrical collagen gel about an outer surface of a support member before a winding step; allowing the cylindrical collagen gel to dry to form a film on the support member before the winding step; then winding at least one collagen fiber a number of revolutions over the collagen film about a length of the support member having a long axis, the winding having at least one defined pitch and/or fiber angle relative to the long axis of the support member, while applying a liquid and/or gel of soluble collagen to a surface of the at least one fiber on the support member; and allowing the wound collagen fiber with the soluble collagen to dry; then applying a collagen gel over the dried collagen fiber with the soluble collagen and allowing the applied collagen gel to dry to form an outer layer of film to form the construct. placing a length of cylindrical collagen gel about an outer surface of a support member before a winding step; allowing the cylindrical collagen gel to dry to form a film on the support member before the winding step; then winding at least one collagen fiber a number of revolutions over the collagen film about a length of the support member having a long axis, the winding having at least one defined pitch and/or fiber angle relative to the long axis of the support member, while applying a liquid and/or gel of soluble collagen to a surface of the at least one fiber on the support member; and allowing the wound collagen fiber with the soluble collagen to dry; then applying a collagen gel over the dried collagen fiber with the soluble collagen and allowing the applied collagen gel to dry to form an outer layer of film to form the construct.
A fluid supply system adapted for vacuum and pressure cycling of fluid, the system comprising: at least one bulk canister; a process canister configured for delivery of fluid to a location of use; and a transfer vessel configured to supply the process canister with fluid from the at least one bulk canister; a vacuum source; and a first source of pressurizing gas; wherein the transfer vessel is coupled with said vacuum source arranged for drawing fluid from the at least one bulk canister into the transfer vessel and (ii) with said first source of pressurizing gas arranged for pressure-mediated transfer of fluid from the transfer vessel into said process canister; the fluid supply system being characterised in that the vacuum source is configured for selectively maintaining a vacuum condition in the at least one bulk canister. at least one bulk canister; a process canister configured for delivery of fluid to a location of use; and a transfer vessel configured to supply the process canister with fluid from the at least one bulk canister; a vacuum source; and a first source of pressurizing gas; wherein the transfer vessel is coupled with said vacuum source arranged for drawing fluid from the at least one bulk canister into the transfer vessel and (ii) with said first source of pressurizing gas arranged for pressure-mediated transfer of fluid from the transfer vessel into said process canister; the fluid supply system being characterised in that the vacuum source is configured for selectively maintaining a vacuum condition in the at least one bulk canister.
Tool, in particular a pincers-type tool, for processing, especially assembling, lightwave conductors, wherein the tool has at least: a. at least one or several crimping dies (20, 21, 22) for the crimping of the at least one lightwave conductor or several lightwave conductors with plugs (40, 41), and b. a length-cutting mechanism for the purpose of crosscutting the ends of the lightwave conductor or conductors, characterized in that c. it comprises a manipulating device, i) wherein the manipulating device is designed such that the plug or plugs (40, 41) can be inserted with said device into at least one receptacle of the tool, and ii) wherein the manipulating device is designed such that an information item is output which is directly or indirectly related to the number of cuts that have been carried out with the tool, in particular since a knife change. a. at least one or several crimping dies (20, 21, 22) for the crimping of the at least one lightwave conductor or several lightwave conductors with plugs (40, 41), and b. a length-cutting mechanism for the purpose of crosscutting the ends of the lightwave conductor or conductors, characterized in that c. it comprises a manipulating device, i) wherein the manipulating device is designed such that the plug or plugs (40, 41) can be inserted with said device into at least one receptacle of the tool, and ii) wherein the manipulating device is designed such that an information item is output which is directly or indirectly related to the number of cuts that have been carried out with the tool, in particular since a knife change. i) wherein the manipulating device is designed such that the plug or plugs (40, 41) can be inserted with said device into at least one receptacle of the tool, and ii) wherein the manipulating device is designed such that an information item is output which is directly or indirectly related to the number of cuts that have been carried out with the tool, in particular since a knife change.
A method of controlling a dishwasher comprising a tub for accommodating dishes, a spray arm for spraying wash water toward the dishes, a sump for storing wash water, a filter provided inside the sump in order to remove foreign substances from wash water, and a wash pump for supplying wash water stored in the sump to the spray arm, the method comprising: washing the dishes, the washing including supplying wash water to the spray arm and diverting at least a portion of wash water that is supplied to the spray arm to the interior of the filter; collecting foreign substances present in wash water in an interior of the filter by diverting all of wash water that is introduced into the wash pump to the interior of the filter, the collecting being performed after the washing is completed; discharging foreign substances collected in the interior of the filter outside along with wash waters characterized by measuring a degree of contamination of wash water, wherein an amount of wash water that is diverted to the interior of the filter in the washing is proportional to the measured degree of contamination of wash water. a spray arm for spraying wash water toward the dishes, a sump for storing wash water, a filter provided inside the sump in order to remove foreign substances from wash water, and a wash pump for supplying wash water stored in the sump to the spray arm, the method comprising: washing the dishes, the washing including supplying wash water to the spray arm and diverting at least a portion of wash water that is supplied to the spray arm to the interior of the filter; collecting foreign substances present in wash water in an interior of the filter by diverting all of wash water that is introduced into the wash pump to the interior of the filter, the collecting being performed after the washing is completed; discharging foreign substances collected in the interior of the filter outside along with wash waters characterized by measuring a degree of contamination of wash water, wherein an amount of wash water that is diverted to the interior of the filter in the washing is proportional to the measured degree of contamination of wash water. collecting foreign substances present in wash water in an interior of the filter by diverting all of wash water that is introduced into the wash pump to the interior of the filter, the collecting being performed after the washing is completed; discharging foreign substances collected in the interior of the filter outside along with wash waters characterized by measuring a degree of contamination of wash water, wherein an amount of wash water that is diverted to the interior of the filter in the washing is proportional to the measured degree of contamination of wash water.
Torsional vibration damper having a trapezium centrifugal pendulum for absorbing torsional vibrations, comprising: - a carrier plate which can be rotated about a rotational axis; - a pendulum mass which is fastened movably to the carrier plate, with the result that it can perform a movement which comprises a displacement with regard to the carrier plate and a rotation about a further rotational axis; - a spring element which is arranged on the carrier plate radially outside the rotational axis; characterized in that - the pendulum mass is formed in a U-shaped manner with two limbs, and the limbs lie on different sides of the spring element in the rotational plane of the carrier plate. - a carrier plate which can be rotated about a rotational axis; - a pendulum mass which is fastened movably to the carrier plate, with the result that it can perform a movement which comprises a displacement with regard to the carrier plate and a rotation about a further rotational axis; - a spring element which is arranged on the carrier plate radially outside the rotational axis; characterized in that - the pendulum mass is formed in a U-shaped manner with two limbs, and the limbs lie on different sides of the spring element in the rotational plane of the carrier plate.
A method to change the status, locked (slo) or unlocked (sul), of a target machine comprising a security service, a session management module, and implementing a session for a first user, the method comprising the steps of: - receiving, by said security service a query corresponding to a request to change the status of the target machine, said query comprising at least one piece of identification information from a second user of a source machine; - from said security service, verifying if access rights (Rgt) to said target machine associated with said second user of the source machine allow a change in the status of the target machine by said second user; - if so, sending, from said security service, a status change message to the session management module of said target machine and proceeding to said status change (slo/sul) by said session management module. - receiving, by said security service a query corresponding to a request to change the status of the target machine, said query comprising at least one piece of identification information from a second user of a source machine; - from said security service, verifying if access rights (Rgt) to said target machine associated with said second user of the source machine allow a change in the status of the target machine by said second user; - if so, sending, from said security service, a status change message to the session management module of said target machine and proceeding to said status change (slo/sul) by said session management module.
An IV filter 100, comprising: a body 102 defining a body volume 142; a filter media 140 disposed within the body volume, the filter media defining an inlet portion 144 of the body volume and an outlet portion 146 of the body volume, wherein the filter media permits inlet flow from the inlet portion of the body volume to the outlet portion of the body volume and captures particulate from the inlet flow; a bulb 120 defining a bulb volume 122 in fluid communication with the outlet portion of the body volume, wherein the bulb is deformable to compress the bulb volume and direct back flow from the outlet portion of the body volume through the filter media and into the inlet portion of the body volume, displacing particulate captured in the filter media into the inlet portion of the body volume; and characterized by: an aspiration valve 130 in selective fluid communication with a lower portion of the inlet portion of the body volume, wherein the aspiration valve is configured to remove displaced particulate within the inlet portion of the body volume.
A method of mass spectrometry using a mass spectrometer having a longitudinal axis, comprising the sequential steps of: (a) generating ions in an ion source; (b) extracting ions such that they travel along the longitudinal axis of the mass spectrometer in a forwards direction relative to the ion source; (c) causing the ions to enter and then to exit an intermediate ion store as the ions travel along the longitudinal axis in the forwards direction; (d) causing the ions to enter a reaction cell as they travel along the longitudinal axis in the forwards direction; (e) processing the ions within the reaction cell; (f) causing the processed ions to exit the reaction cell to travel back along the longitudinal axis in a backwards direction relative to the ion source; (g) causing the processed ions to enter the intermediate ion store once more as they travel along the longitudinal axis in the backwards direction; (h) causing one or more pulses of the processed ions to exit the intermediate ion store in an off-axis direction; (i) causing the one or more pulses of processed ions to enter a mass analyser; and (j) obtaining a mass spectrum of the one or more pulses of processed ions using the mass analyser. (a) generating ions in an ion source; (b) extracting ions such that they travel along the longitudinal axis of the mass spectrometer in a forwards direction relative to the ion source; (c) causing the ions to enter and then to exit an intermediate ion store as the ions travel along the longitudinal axis in the forwards direction; (d) causing the ions to enter a reaction cell as they travel along the longitudinal axis in the forwards direction; (e) processing the ions within the reaction cell; (f) causing the processed ions to exit the reaction cell to travel back along the longitudinal axis in a backwards direction relative to the ion source; (g) causing the processed ions to enter the intermediate ion store once more as they travel along the longitudinal axis in the backwards direction; (h) causing one or more pulses of the processed ions to exit the intermediate ion store in an off-axis direction; (i) causing the one or more pulses of processed ions to enter a mass analyser; and (j) obtaining a mass spectrum of the one or more pulses of processed ions using the mass analyser.