mhurhangee/ep-ind-claims huggingface dataset:
A method for augmenting data performed by at least one computing device to obtain an augmented dataset and for utilizing the augmented dataset as a training dataset of an anomaly detection model, wherein the augmented dataset is generated from an original dataset comprising a first class and a second class, the method comprising: obtaining a score prediction model (50, 60, 80, 150) learned using a first noisy sample, wherein the first noisy sample is generated by adding noise with a specified distribution to a sample of the first class, the score prediction model (50, 60, 80, 150) is learned to predict a score by receiving the first noisy sample, and the predicted score is a value of a gradient vector for data density of the first class in the data space; generating a second noisy sample (83, 92) by adding the noise with the specified distribution to a sample of the second class; and generating a fake sample of the first class from the second noisy sample using a score for the second noisy sample, the score for the second noisy sample being predicted through the score prediction model, wherein the anomaly detection model is a classification model, wherein the first class is an abnormal class, and the second class is a normal class, wherein a number of samples of the first class is less than a number of samples of the second class in the original data set, and wherein each sample constituting the original dataset is an image. obtaining a score prediction model (50, 60, 80, 150) learned using a first noisy sample, wherein the first noisy sample is generated by adding noise with a specified distribution to a sample of the first class, the score prediction model (50, 60, 80, 150) is learned to predict a score by receiving the first noisy sample, and the predicted score is a value of a gradient vector for data density of the first class in the data space; generating a second noisy sample (83, 92) by adding the noise with the specified distribution to a sample of the second class; and generating a fake sample of the first class from the second noisy sample using a score for the second noisy sample, the score for the second noisy sample being predicted through the score prediction model, wherein the anomaly detection model is a classification model, wherein the first class is an abnormal class, and the second class is a normal class, wherein a number of samples of the first class is less than a number of samples of the second class in the original data set, and wherein each sample constituting the original dataset is an image.
An ex vivo method of identifying a biological material in a sample, comprising: (i) obtaining a sample comprising said biological material; (ii) extracting one or more nucleic acid molecule(s) from said sample; (iii) generating sequence information, comprising a sequence of a nucleotide fragment from said one or more nucleic acid molecule(s); (iv) comparing said sequence of a nucleotide fragment to nucleic acid sequences in a database using probabilistic matching; and if said comparison of said sequence of a nucleotide fragment does not result in a match identifying the biological material in said sample by virtue of the probability of match of the nucleotide fragment being less than a threshold of a target match, then the method further comprises: (v) generating additional sequence information from said one or more nucleic acid molecule(s), wherein said additional sequence information comprises a sequence of a nucleotide fragment with one or more additional nucleotides; (vi) comparing said additional sequence information to nucleic acid sequences in a database immediately following the generation of said additional sequence information using said probabilistic matching; and (vii) repeating steps (v) - (vi) until a match results in the identification of the biological material in said sample. (i) obtaining a sample comprising said biological material; (ii) extracting one or more nucleic acid molecule(s) from said sample; (iii) generating sequence information, comprising a sequence of a nucleotide fragment from said one or more nucleic acid molecule(s); (iv) comparing said sequence of a nucleotide fragment to nucleic acid sequences (v) generating additional sequence information from said one or more nucleic acid molecule(s), wherein said additional sequence information comprises a sequence of a nucleotide fragment with one or more additional nucleotides; (vi) comparing said additional sequence information to nucleic acid sequences in a database immediately following the generation of said additional sequence information using said probabilistic matching; and (vii) repeating steps (v) - (vi) until a match results in the identification of the biological material in said sample.
A switching device for low or medium voltage electric power distribution networks, said switching device comprising: - at least an electric pole comprising a movable contact and a fixed contact, which are coupleable/decoupleable one to another, wherein the fixed contact is electrically connected with a pole terminal that is electrically connectable with a corresponding electric phase of the electric power distribution network; - a circuit assembly, which comprises a chain of semiconductor devices (601, 602, 603, 604, 605, 606) adapted to switch in an ON state or in an OFF state depending on the voltage applied thereto, said semiconductor devices being electrically connected in series one to another in such a way that a current (I LOAD) can flow according to a predefined conduction direction when said semiconductor devices are in an ON state; wherein said circuit assembly comprises an input terminal and an output terminal; wherein said input terminal is electrically connected with said fixed contact; characterised in that said circuit assembly comprises one or more intermediate terminals; wherein each of said intermediate terminals is electrically connected with a corresponding electric node positioned between two subsequent semiconductor devices (602, 603, 604, 605); wherein said input terminal, said output terminal and said intermediate terminals are electrically coupleable/decoupleable with/from said movable contact when said movable contact reaches different positions (P 1, P 2, P 3, P 4) during a movement towards/away from said fixed contact in such a way that different groups (611, 612, 613) of semiconductor devices switch in an ON state or in an OFF state at different instants (t 2, t 3, t 4, t 6, t 7, t 8) during the movement of said movable contact, depending on the position reached by said movable contact. - at least an electric pole comprising a movable contact and a fixed contact, which are coupleable/decoupleable one to another, wherein the fixed contact is electrically connected with a pole terminal that is electrically connectable with a corresponding electric phase of the electric power distribution network; - a circuit assembly, which comprises a chain of semiconductor devices (601, 602, 603, 604, 605, 606) adapted to switch in an ON state or in an OFF state depending on the voltage applied thereto, said semiconductor devices being electrically connected in series one to another in such a way that a current (I LOAD) can flow according to a predefined conduction direction when said semiconductor devices are in an ON state;
A contact lens comprising at least one metal salt and a polymer formed from a reaction mixture comprising at least one hydrophobic component and hydrophilic components in a concentration to provide a hydrophilicity index of at least 45; wherein said hydrophobic component(s) are those which when mixed at 25 °C in a 1:1 ratio by volume with neutral, buffered water (pH about 7.0) form an immiscible mixture; wherein said hydrophilic components are those which when mixed at 25 °C in a 1:1 ratio by volume with a neutral, buffered water (pH about 7.0) form a homogenous solution; and wherein said hydrophilicity index is calculated using the method disclosed in the description.
A tool head, comprising a shrink-fit chuck, which has an axial receiving bore, and a tool, which is insertable with its cylindrical tool shank into the receiving bore that is open on the front end face of the shrink-fit chuck and is fixable therein by thermal shrinkage of the shrink-fit chuck, in particular a rotary tool such as a drill or milling cutter, characterized in that the shrink-fit chuck has on its front end face portion an annular recess, which radially widens the receiving bore and is open at the front end, and in that a functional ring is positioned on the tool shank, wherein, in the shrunken state, the tool shank is frictionally fixed in the receiving bore and the functional ring sits at least partially in the annular recess.
A liposome comprising: (a) threitolceramide present in an amount of 3 wt.% to 12 wt.%, based upon the total weight of the liposome; (b) a phosphatidylcholine present in an amount of 20 wt.% to 30 wt.%, based upon the total weight of the liposome; and (c) a phosphatidylglycerol present in an amount of 65 wt.% to 75 wt.%, based upon the total weight of the liposome. (a) threitolceramide present in an amount of 3 wt.% to 12 wt.%, based upon the total weight of the liposome; (b) a phosphatidylcholine present in an amount of 20 wt.% to 30 wt.%, based upon the total weight of the liposome; and (c) a phosphatidylglycerol present in an amount of 65 wt.% to 75 wt.%, based upon the total weight of the liposome.
A substrate for a support for bituminous membranes, characterized in that it comprises two or more fiber layers comprising a homogeneous mix of organic and inorganic fibers, between said layers a reinforcing scrim is interposed, said fibers being oriented parallel to the longitudinal direction of the substrate and laid side by side and alternate, said mix providing a percentage by weight of organic fibers comprised between 50% and 90% by weight, the remainder being made of inorganic fibers.
A process of preparing a shaped savoury concentrate having a water activity of less than 0.8 and a total fat content of 10-35 wt.%, said process comprising: a) combining the following ingredients to prepare a powder mixture: • 100 parts by weight of edible salt selected from sodium chloride, potassium chloride and combinations thereof, • 2-150 parts by weight of one or more particulate ingredients selected from sugars, glutamate, plant pieces and combinations thereof; b) admixing 5-150 parts by weight of a fat component to the powder mixture to form a paste, wherein the fat component has a solid fat content of fat at 20°C (N 20) of at least 20% and an solid fat content of fat at 35°C (N 35) of less than 30%, wherein on admixing with the powder mixture the fat component has a solid fat content (N 20) of least 10%, whereby step b) is carried out at a temperature in the range of 10 to 45°C, preferably 12 to 40°C, more preferably 15 to 35°C and said temperature on admixing is maintained such that the fat component has a solid fat content of at least 10%, preferably at least 20%. c) extruding the paste into shaped savoury concentrate. a) combining the following ingredients to prepare a powder mixture: • 100 parts by weight of edible salt selected from sodium chloride, potassium chloride and combinations thereof, • 2-150 parts by weight of one or more particulate ingredients selected from sugars, glutamate, plant pieces and combinations thereof; • 100 parts by weight of edible salt selected from sodium chloride, potassium chloride and combinations thereof, • 2-150 parts by weight of one or more particulate ingredients selected from sugars, glutamate, plant pieces and combinations thereof; b) admixing 5-150 parts by weight of a fat component to the powder mixture to form a paste, wherein the fat component has a solid fat content of fat at 20°C (N 20) of at least 20% and an solid fat content of fat at 35°C (N 35) of less than 30%, wherein on admixing with the powder mixture the fat component has a solid fat content (N 20) of least 10%, whereby step b) is carried out at a temperature in the range of 10 to 45°C, preferably 12 to 40°C, more preferably 15 to 35°C and said temperature on admixing is maintained such that the fat component has a solid fat content of at least 10%, preferably at least 20%. c) extruding the paste into shaped savoury concentrate.
A holding and unwinding apparatus for flat material and/or film material wound onto rolls, with a rotatable mandrel mounted at least on one side for receiving largely free of play a hollow or a hollow cylindrical core of a roll to be unwound, with an axial guidance device for a role located on the mandrel and rotatably mounted thereon, the axial guidance device being adjustable in longitudinal extension direction of the mandrel, wherein a motor drive is provided for the adjustment of the axial guidance device and/or of a roll holder - comprising at least the mandrel and the axial guidance device - parallel to the longitudinal extension direction of the rotatable mandrel, characterised in that - the axial guidance device is formed by at least two stop elements or, as applicable, abutment elements (24, 26), which are disposed on both sides of the roll with flat material and/or film material, and between which the roll rotates, and in that - the at least two stop elements or, as applicable, abutment elements (24, 26) are in each instance disposed on carriages or on a common carriage, which carriage/carriages is/are motor-adjustable below the mandrel parallel to the longitudinal extension direction thereof, and in that - an outer stop element or, as applicable, abutment element assigned to the free end of the mandrel is swivellably disposed on the carriage for a new roll to be slid onto the mandrel or, as applicable, for a used-up roll to be removed. - the axial guidance device is formed by at least two stop elements or, as applicable, abutment elements (24, 26), which are disposed on both sides of the roll with flat material and/or film material, and between which the roll rotates, and in that - the at least two stop elements or, as applicable, abutment elements (24, 26) are in each instance disposed on carriages or on a common carriage, which carriage/carriages is/are motor-adjustable below the mandrel parallel to the longitudinal extension direction thereof, and in that - an outer stop element or, as applicable, abutment element assigned to the free end of the mandrel is swivellably disposed on the carriage for a new roll to be slid onto the mandrel or, as applicable, for a used-up roll to be removed.
A method for generating a graphical user interface with a list of elements, characterized in that it comprises the steps of: - receiving a list of elements; - creating a first graphics layer in front of a second graphics layer, the first graphics layer comprising a blank area configured to allow visibility of the contents of the lower layers in a final combined picture; - configuring the first graphics layer to display the list of elements using a first graphics effect and configuring the second graphics layer to display the list of elements using a second graphics effect different from the first graphics effect; - receiving an input for navigating the list of elements; - processing the list of elements according to the received input to alter the display of the elements simultaneously on the first graphics layer and on the second graphics layer. - receiving a list of elements; - creating a first graphics layer in front of a second graphics layer, the first graphics layer comprising a blank area configured to allow visibility of the contents of the lower layers in a final combined picture; - configuring the first graphics layer to display the list of elements using a first graphics effect and configuring the second graphics layer to display the list of elements using a second graphics effect different from the first graphics effect; - receiving an input for navigating the list of elements; - processing the list of elements according to the received input to alter the display of the elements simultaneously on the first graphics layer and on the second graphics layer.
A surgical stapling apparatus, comprising: a housing, a handle supported by the housing, an elongated body extending distally from the housing, a tool assembly supported at the distal end of the elongated body, including a staple cartridge having a tissue contacting surface, a surgical buttress ("B") releasably secured to the staple cartridge by an anchor ("S"), a drive assembly for firing staples from the staple cartridge, and a knife blade slidably mounted in a distal end of the staple cartridge, wherein movement of the drive assembly to the distal end of the staple cartridge causes the anchor to be cut by the knife blade, characterised by a separate knife blade insert slidably receivable within a distal recess at the distal end of the staple cartridge in a direction parallel to a longitudinal axis of the tissue contacting surface of the staple cartridge to maintain the knife blade in a first condition, proximal to the anchor. a housing, a handle supported by the housing, an elongated body extending distally from the housing, a tool assembly supported at the distal end of the elongated body, including a staple cartridge having a tissue contacting surface, a surgical buttress ("B") releasably secured to the staple cartridge by an anchor ("S"), a drive assembly for firing staples from the staple cartridge, and a knife blade slidably mounted in a distal end of the staple cartridge, wherein movement of the drive assembly to the distal end of the staple cartridge causes the anchor to be cut by the knife blade, characterised by a separate knife blade insert slidably receivable within a distal recess at the distal end of the staple cartridge in a direction parallel to a longitudinal axis of the tissue contacting surface of the staple cartridge to maintain the knife blade in a first condition, proximal to the anchor.
A partially hydrogenated block copolymer comprising: a polymer block comprising a vinyl aromatic monomer unit as a main component; and a polymer block comprising a conjugated diene monomer unit, wherein in a differential molecular weight distribution of a degradation product of the partially hydrogenated block copolymer obtained by an ozone degradation method, a distribution of degree of hydrogenation H, which is given by a maximum peak height in a region of a molecular weight of 800 or more and 3,000 or less, is 0.01 to 0.5.
A method for additive manufacturing, in which powdered build material is transported from a first space (8; 2) into a second space (2; 10) of a manufacturing system for additive manufacturing, wherein either the first space or the second space is the process chamber of the manufacturing system, wherein the atmospheres in those spaces are different from one another, wherein the build material forms a powder column that influences a gas exchange between the two spaces, characterized in that the height of the powder column is specifically modifiable in order to influence that gas exchange; wherein the height of the powder column is adjusted in order to suppress a gas exchange between the two spaces; or wherein the height of the powder column is modified in order to enable a targeted gas exchange between the two spaces. characterized in that the height of the powder column is specifically modifiable in order to influence that gas exchange; wherein the height of the powder column is adjusted in order to suppress a gas exchange between the two spaces; or wherein the height of the powder column is modified in order to enable a targeted gas exchange between the two spaces.
An electrical cabinet comprising a frame and a door articulated on this frame and equipped with an air-conditioning unit received in an opening provided through the door, characterized in that a support (10, 20) is fixed on each side of the opening, on the inner face of the door, in that each support is equipped with at least one housing (104, 204) for receiving and blocking by gravity a part of a peg carried by the air-conditioning unit, in that each support is configured so that the pin can be engaged in the receiving and gravity-locking housing by inserting the air-conditioning unit into the opening of the door, from the outer face of the door, and in that at least one mechanical member mounted on the inner face of the door makes it possible to lock each pin in the locked configuration in its housing.
A method for the depolymerisation of plastics material, in particular pre- or post-consumer plastics wastes, by means of heat introduction, wherein the plastics material is molten to form a plastics melt and degassed before being introduced to a depolymerisation reactor, wherein a fraction of crude oil is added to the plastics melt as a solvent, characterised in that a heavy oil having a final boiling point of > 300 °C, preferably > 350 °C, and having a share of aromatic hydrocarbons of at least 25% is used as the solvent, thereby lowering the viscosity of the plastics melt solution introduced to the depolymerisation reactor relative to the viscosity of the plastics melt.
A cartridge case intended for explosive materials (6, 8) comprising a releasable base plate provided in a bottom section of the cartridge case and a base plate locking device comprising a temperature dependent shape memory material accommodated in a space (12; 20), the shape of the shape memory material being temperature dependent such that the shape memory material resumes a former shape above a predefined critical temperature by moving inwards in the space (12; 20), characterized in that the shape memory material is arranged to exert a crushing force on the base plate or on the bottom section of the cartridge case when moving radially inwards at a temperature increase exceeding said critical temperature, so as to break up the connection between the base plate and the bottom section of the cartridge case and release the base plate from the bottom section of the cartridge case.
A shisha device comprising: a vessel (17, 117) defining an interior for housing a volume of liquid, the vessel comprising a head space outlet; an aerosol-generating element (11, 130) for receiving an aerosol-forming substrate (12, 155), the aerosol-generating element in fluid communication with the interior of the vessel via an airflow channel, the airflow channel extending into the interior of the vessel from the aerosol-generating element; a cooling element (13, 30, 40, 50, 60) along the airflow channel between the aerosol-generating element and the vessel, the cooling element configured to cool aerosol in the airflow channel that flows through the cooling element and couplable to a power source to provide active cooling to transfer heat away from the airflow channel; and an accelerating element (14, 31, 41, 51, 61) along the airflow channel between the aerosol-generating element and the vessel, the accelerating element configured to accelerate aerosol in the airflow channel that flows through the accelerating element. a vessel (17, 117) defining an interior for housing a volume of liquid, the vessel comprising a head space outlet; an aerosol-generating element (11, 130) for receiving an aerosol-forming substrate (12, 155), the aerosol-generating element in fluid communication with the interior of the vessel via an airflow channel, the airflow channel extending into the interior of the vessel from the aerosol-generating element; a cooling element (13, 30, 40, 50, 60) along the airflow channel between the aerosol-generating element and the vessel, the cooling element configured to cool aerosol in the airflow channel that flows through the cooling element and couplable to a power source to provide active cooling to transfer heat away from the airflow channel; and an accelerating element (14, 31, 41, 51, 61) along the airflow channel between the aerosol-generating element and the vessel, the accelerating element configured to accelerate aerosol in the airflow channel that flows through the accelerating element.