mhurhangee/ep-ind-claims huggingface dataset:
A method comprising: training, using at least one processor, a supervised discriminator to detect bio-markers in an audio sample dataset; training, using the at least one processor, a denoising autoencoder to learn a latent space that is used to reconstruct an output audio sample with a same fidelity as an input audio sample of the audio sample dataset, wherein the training of the denoising autoencoder to learn the latent space that is used to reconstruct the output audio sample is performed by minimizing a KL-divergence based reconstruction error loss plus a fidelity term; training, using the at least one processor, a conditional auxiliary generative adversarial network comprising the supervised discriminator and the autoencoder as generator to generate the output audio sample with the same fidelity as the input audio sample, wherein the output audio sample is void of the bio-markers; and deploying the conditional auxiliary generative adversarial network, the corresponding supervised discriminator, and the corresponding denoising autoencoder in an audio processing system. training, using at least one processor, a supervised discriminator to detect bio-markers in an audio sample dataset; training, using the at least one processor, a denoising autoencoder to learn a latent space that is used to reconstruct an output audio sample with a same fidelity as an input audio sample of the audio sample dataset, wherein the training of the denoising autoencoder to learn the latent space that is used to reconstruct the output audio sample is performed by minimizing a KL-divergence based reconstruction error loss plus a fidelity term; training, using the at least one processor, a conditional auxiliary generative adversarial network comprising the supervised discriminator and the autoencoder as generator to generate the output audio sample with the same fidelity as the input audio sample, wherein the output audio sample is void of the bio-markers; and deploying the conditional auxiliary generative adversarial network, the corresponding supervised discriminator, and the corresponding denoising autoencoder in an audio processing system.
A method of forming a dynamic model for the behavior of machines from sensed data, comprising: observing, with at least one sensor, a machine in operation; recording data from the at least one sensor about at least one characteristic of the machine in operation; fitting at least one of a linear parameter-varying input-output (LPV-IO) autoregressive shifted form dynamic model and an LPV-IO nonlinear autoregressive shifted form to the recorded machine data; removing effects of future inputs from future outputs to generate corrected future outputs by using at least one of the fitted LPV-IO autoregressive input-output linear parameter-varying shifted form dynamic model and the fitted LPV-IO nonlinear autoregressive shifted form dynamic model; performing, to select states and reduce a state order and computational size of at least one of the fitted LPV-IO autoregressive dynamic model and the fitted LPV-IO nonlinear autoregressive dynamic model, a canonical variate analysis between the corrected future outputs and past outputs of at least one of the fitted LPV-IO autoregressive shifted form dynamic model and the fitted LPV-IO nonlinear autoregressive shifted form dynamic model; constructing at least one of a dynamic linear parameter varying state-space (LPV-SS) model and a dynamic nonlinear PV-SS model based on the performed CVA; generating a dynamic model of machine behavior; and at least one of controlling and modifying machine dynamic response characteristics based upon the generated dynamic model of machine behavior. observing, with at least one sensor, a machine in operation; recording data from the at least one sensor about at least one characteristic of the machine in operation; fitting at least one of a linear parameter-varying input-output (LPV-IO) autoregressive shifted form dynamic model and an LPV-IO nonlinear autoregressive shifted form to the recorded machine data; removing effects of future inputs from future outputs to generate corrected future outputs by using at least one of the fitted LPV-IO autoregressive input-output linear parameter-varying shifted form dynamic model and the fitted LPV-IO nonlinear autoregressive shifted form dynamic model; performing, to select states and reduce a state order and computational size of at least one of the fitted LPV-IO autoregressive dynamic model and the fitted LPV-IO nonlinear autoregressive dynamic model, a canonical variate analysis between the corrected future outputs and past outputs of at least one of the fitted LPV-IO autoregressive shifted form dynamic model and the fitted LPV-IO nonlinear autoregressive shifted form dynamic model; constructing at least one of a dynamic linear parameter varying state-space (LPV-SS) model and a dynamic nonlinear PV-SS model based on the performed CVA; generating a dynamic model of machine behavior; and at least one of controlling and modifying machine dynamic response characteristics based upon the generated dynamic model of machine behavior.
A superconducting rotating electrical machine configuring a motor or generator, comprising: a base member; a stator supported by the base member; a rotor rotatably provided relative to the stator and including a superconducting material; a rotary shaft supporting the rotor; a cooling portion cooling the stator; a low temperature container forming an accommodating chamber accommodating the stator, the rotor, and a coolant, the accommodating chamber being arranged within the base member; a vacuum heat insulation chamber arranged at an outer side of the accommodating chamber and thermally insulating the accommodating chamber with vacuum; and a bearing; characterized in that the bearing is positioned at a portion of the base member where the accommodating chamber is prevented from being provided and which is exposed to an ambient atmosphere including atmospheric air, the bearing rotatably supporting the rotary shaft, wherein the low temperature container includes a tubular sealing portion facing the outer circumferential portion of the rotary shaft in a condition where a clearance is defined between the low temperature container and the outer circumferential portion, the tubular sealing portion extending along an axial direction of the rotary shaft. a base member; a stator supported by the base member; a rotor rotatably provided relative to the stator and including a superconducting material; a rotary shaft supporting the rotor; a cooling portion cooling the stator; a low temperature container forming an accommodating chamber accommodating the stator, the rotor, and a coolant, the accommodating chamber being arranged within the base member; a vacuum heat insulation chamber arranged at an outer side of the accommodating chamber and thermally insulating the accommodating chamber with vacuum; and a bearing; characterized in that the bearing is positioned at a portion of the base member where the accommodating chamber is prevented from being provided and which is exposed to an ambient atmosphere including atmospheric air, the bearing rotatably supporting the rotary shaft, wherein the low temperature container includes a tubular sealing portion facing the outer circumferential portion of the rotary shaft in a condition where a clearance is defined between the low temperature container and the outer circumferential portion, the tubular sealing portion extending along an axial direction of the rotary shaft.
Composition of biodegradable halogen-free flame retardants, including orthophosphoric acid, urea, triethanolamine, ammonia water and surfactants, characterized by that it contains also polydimethylsiloxane and the surfactants are: - anionic surfactants, selected from the group consisting of alkylsulphates with a formula ROSO 3 -, alkylethersulphates with a formula: R(CH 2 CH 2 O) n OSO 3 -, alkylsulphonates with a formula RSO 3 - or mixtures thereof, where the R radical is an alkyl, alkene, alkyne or alkylaryl, and n has a value of 2 or 3; or - cationic surfactants, selected from the group consisting of quaternary esters with a formula R 1 (OCH 2 CH 2)(R 2 OCH 2 CH 2)CH 3 (CH 2 CH 2 OH)N + CH 3 OSO 3 - and quaternary ammonium chlorides with a formula R 1 R 2 (CH 3) 2 N + CI -, where R 1 and R 2 are alkyl radicals with chain length of C 7 -C 22; or - amphoteric surfactants, selected from the group consisting of alkylbetaines with a formula R(CH 3) 2 N + CH 2 COO - and akylamidopropylbetaines with a formula RCONH(CH 2) 3 (CH 3) 2 N + CH 2 COO -, where R may be alkyl, alkene, alkyne, alkylaryl with chain length of C 8 -C 18; or mixtures thereof, with the following quantitative ratios of the components with percentages by mass: orthophosphoric acid from 15 to 30, urea from 3 to 7, triethanolamine from 3 to 10, ammonia water from 15 to 30, polydimethylsiloxane from 0.1 to 4; surfactants from 0.2 to 15 and water to 100. - anionic surfactants, selected from the group consisting of alkylsulphates with a formula ROSO 3 -, alkylethersulphates with a formula: R(CH 2 CH 2 O) n OSO 3 -, alkylsulphonates with a formula RSO 3 - or mixtures thereof, where the R radical is an alkyl, alkene, alkyne or alkylaryl, and n has a value of 2 or 3; or - cationic surfactants, selected from the group consisting of quaternary esters with a formula R 1 (OCH 2 CH 2)(R 2 OCH 2 CH 2)CH 3 (CH 2 CH 2 OH)N + CH 3 OSO 3 - and quaternary ammonium chlorides with a formula R 1 R 2 (CH 3) 2 N + CI -, where R 1 and R 2 are alkyl radicals with chain length of C 7 -C 22; or - amphoteric surfactants, selected from the group consisting of alkylbetaines with a formula R(CH 3) 2 N + CH 2 COO - and akylamidopropylbetaines with a formula RCONH(CH 2) 3 (CH 3) 2 N + CH 2 COO -, where R may be alkyl, alkene, alkyne, alkylaryl with chain length of C 8 -C 18;
Frame element in a, preferably, fire-protected design, particularly in the form of a fire protection door, consisting of an inner and an outer frame shell which are both connected to one another with spacing and receive between them a panel-shaped two-dimensional element, in particular a glass element, and with holding bars, protruding towards the two-dimensional element, also in the form of releasable glass holding bars, which hold the two-dimensional element between them, wherein the inner and the outer frame shells (1, 2) are connected to one another in addition by way of at least one fire-resistant shell connector, wherein the shell connector is designed as a sheet metal angle, the first leg (5.1) of which is equipped with holding clamps for fastening on preferably T-profile-shaped connecting bars protruding from the frame shells (1, 2) towards the two-dimensional element, while the second leg (5, 2) forms a bearing surface for the two-dimensional element, wherein a supporting slider is arranged on the first leg (5.1) so as to be able to be displaced and fixed, which has a supporting metal sheet (8.1) for the two-dimensional element which is parallel to the second leg (5.2) of the shell connector, characterised in that the second leg is also arranged so as to be displaceable on the first leg and is formed by a second supporting slider.
Moulding unit for producing a support element for the human body, such as a vehicle seat, comprising: - a male component having engagement means for a felt or hull for a support element or seat to be moulded, - a female component delimiting a first moulding recessed area in which a first mixture to be solidified or hardened close to said felt or hull can be supplied, - means for approaching-moving away said male component and said female component between at least one first open position and at least one first closing position for moulding or obtaining a felt or hull with a first foaming or a first moulding layer, characterised in that said moulding unit delimits at least one second recessed area with dimensions different with respect to said first recessed area, in said at least one second recessed area being suppliable a second mixture to be solidified and hardened, wherein said at least one second recessed area can be positioned in a second closed position close to said felt or hull moulded previously with a first foaming or first moulding layer alternatively to said first recessed area for moulding a second foaming or second moulding layer or spraying layer on a felt or hull moulded previously with a first foaming or first moulding layer, such that a felt or hull covered with two foamings or two moulding layers (S1, S2) can be obtained. - a male component having engagement means for a felt or hull for a support element or seat to be moulded, - a female component delimiting a first moulding recessed area in which a first mixture to be solidified or hardened close to said felt or hull can be supplied, - means for approaching-moving away said male component and said female component between at least one first open position and at least one first closing position for moulding or obtaining a felt or hull with a first foaming or a first moulding layer, said moulding unit delimits at least one second recessed area with dimensions different with respect to said first recessed area, in said at least one second recessed area being suppliable a second mixture to be solidified and hardened, wherein said at least one second recessed area can be positioned in a second closed position close to said felt or hull moulded previously with a first foaming or first moulding layer alternatively to said first recessed area for moulding a second foaming or second moulding layer or spraying layer on a felt or hull moulded previously with a first foaming or first moulding layer, such that a felt or hull covered with two foamings or two moulding layers (S1, S2) can be obtained.
Automatic casing sticks machine for packaging meat products, the machine being of the type comprising at least a casing stick input through which the casing sticks are individually introduced, an intermediate section where the casing sticks move along the machine through a plurality of workstations in which a plurality of operations are performed on the casing sticks, and a casing stick output where they are removed, the intermediate section is modular and comprises: - a modular displacement system configured for moving the casing sticks between the different workstations and that comprises: - a support structure with a plurality of adjacent modules that have at least one longitudinal support surface for supporting the casing sticks while the operation at a workstation is being performed, - at least one pusher located in each module, - at least one motor connected to the pusher, and the automatic casing sticks machine is characterised in that the support structure comprises at least one inclined surface with the gradient of the slope increasing towards the adjacent module and the at least one pusher has possibility of movement along said inclined surface of the corresponding module and is configured to move the casing stick along the inclined surface to the adjacent module and the modules of the support structure are associated with a workstation selected among a casing sticks weighing workstation, a casing sticks cleaning workstation, a casing sticks burning workstation, a casing sticks closing workstation and a casing sticks inspecting workstation. - a modular displacement system configured for moving the casing sticks between the different workstations and that comprises: - a support structure with a plurality of adjacent modules that have at least one longitudinal support surface for supporting the casing sticks while the operation at a workstation is being performed, - at least one pusher located in each module, - at least one motor connected to the pusher, and the automatic casing sticks machine is characterised in that the support structure comprises at least one inclined surface with the gradient of the slope increasing towards the adjacent module and the at least one pusher has possibility of movement along said inclined surface of the corresponding module and is configured to move the casing stick along the inclined surface to the adjacent module and the modules of the support structure are associated with a workstation selected among a casing sticks weighing workstation, a casing sticks cleaning workstation, a casing sticks burning workstation, a casing sticks closing workstation and a casing sticks inspecting workstation. - a support structure with a plurality of adjacent modules that have at least one longitudinal support surface for supporting the casing sticks while the operation at a workstation is being performed, - at least one pusher located in each module, - at least one motor connected to the pusher,
A device comprising: a capsule adapted to be disposed in a lumen of a living organism, the capsule having: a blood content detector adapted for detecting a characteristic indicative of blood content of a living tissue, wherein the blood content detector is an optical detector and includes: a light source for emitting light to the living tissue and a light detector for receiving interacted light from the living tissue due to the light emitted by the light source; a measurement window formed within the capsule, wherein the blood content detector is disposed adjacent to the window, wherein the window is adapted to pass the light emitted by the light source to the outside of the capsule and to pass the interacted light to the capsule, and wherein the capsule is configured to locate the window in contact with living tissue when employed in vivo. characterized in that the blood content detector is selectively moveable within the capsule. a capsule adapted to be disposed in a lumen of a living organism, the capsule having: a blood content detector adapted for detecting a characteristic indicative of blood content of a living tissue, wherein the blood content detector is an optical detector and includes: a light source for emitting light to the living tissue and a light detector for receiving interacted light from the living tissue due to the light emitted by the light source; a measurement window formed within the capsule, a blood content detector adapted for detecting a characteristic indicative of blood content of a living tissue, wherein the blood content detector is an optical detector and includes: a light source for emitting light to the living tissue and a light detector for receiving interacted light from the living tissue due to the light emitted by the light source; a light source for emitting light to the living tissue and a light detector for receiving interacted light from the living tissue due to the light emitted by the light source; a measurement window formed within the capsule,
A surgical instrument comprising: an end effector; a handle operatively coupled to the end effector, wherein the handle comprises a trigger to actuate the end effector, the handle comprising a battery dock; the battery dock comprising a protruding member; a battery unit attachable to the battery dock, wherein the battery unit is in electrical contact with at least one of the handle and the end effector when attached to the battery dock, and wherein the battery unit comprises: a casing; and a first anode and a first cathode positioned within the casing; and a translatable discharge drain, wherein, upon attachment of the battery unit to the battery dock, the protruding member contacts the discharge drain and the discharge drain translates with respect to casing to electrically couple the first anode of the battery unit to the first cathode of the battery. an end effector; a handle operatively coupled to the end effector, wherein the handle comprises a trigger to actuate the end effector, the handle comprising a battery dock; the battery dock comprising a protruding member; a battery unit attachable to the battery dock, wherein the battery unit is in electrical contact with at least one of the handle and the end effector when attached to the battery dock, and wherein the battery unit comprises: a casing; and a first anode and a first cathode positioned within the casing; and a translatable discharge drain, wherein, upon attachment of the battery unit to the battery dock, the protruding member contacts the discharge drain and the discharge drain translates with respect to casing to electrically couple the first anode of the battery unit to the first cathode of the battery. a casing; and a first anode and a first cathode positioned within the casing; and a translatable discharge drain, wherein, upon attachment of the battery unit to the battery dock, the protruding member contacts the discharge drain and the discharge drain translates with respect to casing to electrically couple the first anode of the battery unit to the first cathode of the battery.
Method for operating an open-end rotor spinning device, wherein, for the purpose of spinning, a rotor housing is closed by means of a cover element and is subjected to a vacuum by means of a vacuum supply, a spinning rotor rotates in the rotor housing, and an attachment, which is fastened to the cover element and has a thread take-up duct, projects into the spinning rotor, and wherein, during braking of the spinning rotor, the speed of the spinning rotor is reduced, the vacuum in the rotor housing is cancelled above a first speed, at which the centrifugal forces still hold a fibre ring in the rotor groove of the spinning rotor, and the fibre ring is sucked up by displacement of the cover element between an open position and a closed position below a second speed, at which the fibre ring has already collapsed due to the decreasing centrifugal forces, as a result of the vacuum restored in the rotor housing, characterised in that the vacuum is cancelled above the first speed by switching off the vacuum supply of the open-end rotor spinning device, and in that the cover element initially remains closed when the vacuum supply is switched off.