mhurhangee/ep-ind-claims huggingface dataset:
A method for detecting malicious behavioral patterns, which are related to malicious software in computerized systems that include data exchange channels with other systems over a data network, including determining hardware and/or software parameters in said computerized system that are capable of characterizing known behavioral patterns of said computerized system; performing at least one machine learning process on known malicious code samples, wherein said machine learning process is an artificial neural network; analyzing the results of the machine learning process in respect to the behavioral patterns of said computerized system; and identifying known and unknown malicious code samples according to said results of said machine learning process, characterised in that the method further comprises the steps of: a) labeling input data samples with labels that correspond to said known behavioral patterns, wherein different input data sets are generated by sampling the signals that correspond to parameters using different sampling frequencies; b) performing supervised training of one or more ANNs according to data sets, for which the corresponding behavioral pattern is known; c) feeding, into the trained ANNs, input data sets extracted from signals that correspond to said parameters; d) analyzing the clusters formed from the binary output patterns of the hidden neurons of each trained ANN; e) whenever a formed cluster does not correspond to the binary output pattern of a known behavioral pattern, alerting an expert system of that binary output pattern; and f) classifying said unknown binary output patterns as an intrusion or as a new non-malicious state, according the analysis of said unknown binary output pattern by said expert system. a) labeling input data samples with labels that correspond to said known behavioral patterns, wherein different input data sets are generated by sampling the signals that correspond to parameters using different sampling frequencies; b) performing supervised training of one or more ANNs according to data sets, for which the corresponding behavioral pattern is known; c) feeding, into the trained ANNs, input data sets extracted from signals that correspond to said parameters; d) analyzing the clusters formed from the binary output patterns of the hidden neurons of each trained ANN; e) whenever a formed cluster does not correspond to the binary output pattern of a known behavioral pattern, alerting an expert system of that binary output pattern; and f) classifying said unknown binary output patterns as an intrusion or as a new non-malicious state, according the analysis of said unknown binary output pattern by said expert system.
A device for characterising surfaces, comprising: - means for generating a beam of neutral atoms or molecules, arranged to direct said beam towards a surface to be characterised; and - means of detection that are sensitive to position for detecting the neutral atoms or molecules of said beam that have been diffused forwards by said surface to be characterised; characterised in that - said means for generating a beam of neutral atoms or molecules are adapted to produce a beam having energy between 50 eV and 5 keV and a divergence no greater than 0.05°; and - said means for generating a beam of neutral atoms or molecules are adapted to direct said beam towards said surface to be characterised with an angle of incidence no greater than 10° relative to the plane of said surface; in such a manner that a diffraction pattern of said neutral atoms or molecules diffused forwards by said surface to be characterised is detectable by said position-sensitive detection means. - means for generating a beam of neutral atoms or molecules, arranged to direct said beam towards a surface to be characterised; and - means of detection that are sensitive to position for detecting the neutral atoms or molecules of said beam that have been diffused forwards by said surface to be characterised; - said means for generating a beam of neutral atoms or molecules are adapted to produce a beam having energy between 50 eV and 5 keV and a divergence no greater than 0.05°; and - said means for generating a beam of neutral atoms or molecules are adapted to direct said beam towards said surface to be characterised with an angle of incidence no greater than 10° relative to the plane of said surface;
A detector, comprising: a scintillation crystal; an electronic system; and a photoelectric converter comprising: a silicon photomultiplier array generated by splicing i×j silicon photomultipliers on a horizontal plane, and a light guide coupled to the silicon photomultiplier array, wherein i indicates the number of the silicon photomultipliers in a length direction on the horizontal plane, j indicates the number of the silicon photomultipliers in a width direction on the horizontal plane, and both i and j are integers greater than or equal to 2, wherein the scintillation crystal, the light guide and the silicon photomultiplier array are coupled by an optical coupling agent in the order listed, wherein the photoelectric converter is configured to generate k paths of electrical pulse signals in response to one y photon deposition event, wherein k is an integer greater than or equal to 4 and the electronic system is configured to process the k paths of electrical pulse signals to obtain information on energy, a position and time of a γ photon, characterized in that the electronic system is configured to pre-process the k paths of electrical pulse signals to reduce the number of electronic channels, to obtain m paths of electrical pulse signals, wherein m is an integer which is greater than or equal to 4 and is less than k, and the electronic system is configured to calculate a deposition position of the γ photon based on the m electrical pulse signals by using a position algorithm. a scintillation crystal; an electronic system; and a photoelectric converter comprising: a silicon photomultiplier array generated by splicing i×j silicon photomultipliers on a horizontal plane, and a light guide coupled to the silicon photomultiplier array, wherein i indicates the number of the silicon photomultipliers in a length direction on the horizontal plane, j indicates the number of the silicon photomultipliers in a width direction on the horizontal plane, and both i and j are integers greater than or equal to 2, wherein the scintillation crystal, the light guide and the silicon photomultiplier array are coupled by an optical coupling agent in the order listed, wherein the photoelectric converter is configured to generate k paths of electrical pulse signals in response to one y photon deposition event, wherein k is an integer greater than or equal to 4 and the electronic system is configured to process the k paths of electrical pulse signals to obtain information on energy, a position and time of a γ photon, characterized in that the electronic system is configured to pre-process the k paths of electrical pulse signals to reduce the number of electronic channels, to obtain m paths of electrical pulse signals, wherein m is an integer which is greater than or equal to 4 and is less than k, and the electronic system is configured to calculate a deposition position of the γ photon based on the m electrical pulse signals by using a position algorithm.
A displacement pump, in particular a gear pump, comprising a pump chamber and a regulating chamber which are separated from each other by means of a piston, characterised in that the pump has a device (4, 5) with which fluid flowing from the pump chamber towards the regulating chamber can be drained onto a suction side of the pump, wherein the device has: a channel which is disposed in the region in which the piston forms a sealing gap with a piston guide which surrounds the piston; and a fluid-guiding section, wherein the channel, which extends over the circumference of the sealing gap, is open towards the sealing gap, and the fluid-guiding section leads into the channel and leads to the suction side.
An aircraft system interface, comprising: a center pedestal; a first touchscreen display carried by the center pedestal; one or more processors; memory (330, 340, 350); and one or more programs, wherein the one or more programs are stored in the memory (330, 340, 350) and configured to be executed by the one or more processors, the programs including: instructions for displaying a virtual input device on the first touchscreen display; instructions for displaying a rotate button on the first touchscreen display; instructions for detecting a movement of an object on or near the first touchscreen display; and instructions for rotating the virtual input device displayed on the first touchscreen display by a preselected amount in response to detecting the movement of the object on or near the rotate button. a center pedestal; a first touchscreen display carried by the center pedestal; one or more processors; memory (330, 340, 350); and one or more programs, wherein the one or more programs are stored in the memory (330, 340, 350) and configured to be executed by the one or more processors, the programs including: instructions for displaying a virtual input device on the first touchscreen display; instructions for displaying a rotate button on the first touchscreen display; instructions for detecting a movement of an object on or near the first touchscreen display; and instructions for rotating the virtual input device displayed on the first touchscreen display by a preselected amount in response to detecting the movement of the object on or near the rotate button. instructions for displaying a virtual input device on the first touchscreen display; instructions for displaying a rotate button on the first touchscreen display; instructions for detecting a movement of an object on or near the first touchscreen display; and instructions for rotating the virtual input device displayed on the first touchscreen display by a preselected amount in response to detecting the movement of the object on or near the rotate button.
Electrical switch, in particular for a handheld machine tool, comprising a manually operable pushbutton and a locking element which is actuable manually in opposition for locking the depressed pushbutton, wherein the pushbutton is displaceable along a pushbutton path which extends transversely, in particular perpendicular, to a locking displacement path of the locking element, wherein the switch is in the form of a switch module having the pushbutton and the locking element, wherein the locking element and a switching element of the electrical switch are operatively connected directly, wherein the respective position of the switching element is linked to a corresponding switch state of the electrical switch, and the locking element and the switching element are operatively connected via an intermediate element, which is mounted at a pivot point between the locking element and the switching element in the switch module and is in the form of a lever, and wherein an upper lever arm of the lever is operatively connected to the locking element, and an end region of a lower lever arm of the lever is in the form of a rider comprising two side elements (55, 56), between which a projection in the form of a strip on the switching element extends parallel to the pushbutton path and ends in an end region, in which the lever is pivotable perpendicular to the pushbutton path for locking purposes by actuation of the locking element.
Drive device for a swivel door, having a motor for door opening and a spring accumulator for door closing, wherein the motor acts against a spring force (F F) of the spring accumulator, and having a drive spindle, a spindle nut (42, 42A) and a piston (44, 44A) with toothing, wherein an opening or closing force acts on the piston (44, 44A) with toothing via the drive spindle and the spindle nut (42, 42A), which toothing meshes with a pinion of the drive device that is connected to an output shaft for conjoint rotation therewith, characterized in that a single-direction clutch is arranged between the motor and the drive spindle and interrupts a force flow between the motor and the drive spindle if an additional torque acting in the opening direction is present on the output shaft of the drive device, wherein the additional torque present on the output shaft in the opening direction produces an axial force (F a), which is active in the clutch, on the drive spindle, which axial force is opposed to the spring force (F F), and wherein the clutch comprises a bell, which is connected to a drive shaft of the drive device for conjoint rotation therewith, and a pressure disc which is screwed onto the drive spindle and which is connected to a friction disc for conjoint rotation therewith, wherein the bell is connected to a cover disc which is rotatably mounted on the drive spindle.
A method in a wireless LAN, WLAN, system, the method comprising: transmitting, by a first station, STA, a Link Measurement Request frame requesting Transmit Power Control, TPC, information to a second STA; and receiving, by the first STA, a Link Measurement Report frame from the second STA, the Link Measurement Report frame being transmitted as a response to the Link Measurement Request frame, wherein the Link Measurement Request frame includes a TPC Configuration field and a Link Measurement Request field, wherein the TPC Configuration field includes a first sub-field and a second sub-field, wherein the first sub-field includes information on whether or not the Link Measurement Request frame is transmitted through a channel on which channel aggregation is performed, wherein the second sub-field includes information on a number of transmit chains being used for transmitting the Link Measurement Request frame, wherein, if the Link Measurement Request frame is transmitted through the channel on which the channel aggregation is performed, the number of transmit chains is equal to an even number, wherein the Link Measurement Request field includes a third sub-field and a fourth sub-field, wherein the third sub-field includes information on a transmit power being used for each of the transmit chains, and wherein the fourth sub-field includes information on a maximum transmit power for each of the transmit chains. transmitting, by a first station, STA, a Link Measurement Request frame requesting Transmit Power Control, TPC, information to a second STA; and receiving, by the first STA, a Link Measurement Report frame from the second STA, the Link Measurement Report frame being transmitted as a response to the Link Measurement Request frame, wherein the Link Measurement Request frame includes a TPC Configuration field and a Link Measurement Request field, wherein the TPC Configuration field includes a first sub-field and a second sub-field, wherein the first sub-field includes information on whether or not the Link Measurement Request frame is transmitted through a channel on which channel aggregation is performed, wherein the second sub-field includes information on a number of transmit chains being used for transmitting the Link Measurement Request frame, wherein, if the Link Measurement Request frame is transmitted through the channel on which the channel aggregation is performed, the number of transmit chains is equal to an even number, wherein the Link Measurement Request field includes a third sub-field and a fourth sub-field, wherein the third sub-field includes information on a transmit power being used for each of the transmit chains, and wherein the fourth sub-field includes information on a maximum transmit power for each of the transmit chains.
A method for improving fatigue resistance of a polyamide composition, said method comprising incorporating into the polyamide composition at least one additive comprising phenolic hydroxyl groups (ArOH) and/or aromatic sulfonic groups (ArSO 3 X), wherein incorporation of said additive causes a decrease in the melting point of the polyamide composition of no more than 13°C, said melting point being defined as the maximum of the observed endotherm measured on a sample heated from room temperature to 300°C at a heating rate of 10°C/min, and wherein the aromatic sulfonic group ArSO 3 X designates those sulfonic groups of formula -SO 3 X a, with X a being H, a monovalent metal, or NR' 4, with each of R', equal to or different from each other, being H or a hydrocarbon group, which are covalently bonded to an aromatic carbon atom of an aromatic cycle.
An electrical installation socket for installation in a wall, comprising a socket body with an open mouth, with an auxiliary frame being arranged that is the receptacle and holder for an installation device to be mounted in the socket body and/or a carrying ring therefor, the auxiliary frame being adjustable in a direction towards a bottom of the socket body and in a direction towards the mouth of the socket body, and being lockably held in different positions, characterized by that the auxiliary frame is held in the socket body, that in the socket body a carrying ring adapted to the inner dimension or inner diameter thereof is fitted, said carrying ring being placed on the mouth of the auxiliary frame or collar thereof, and that at the auxiliary frame adjusting means are held that are in engagement with adjusting means receptacles at the inner shell of the socket body and by means of which the adjustment and the locking in different positions is achieved, the adjusting means being head screws.
A refractive index sensor comprising: an optical element for resonating and reflecting incident light having a wavelength, comprising a waveguide layer, a base material layer and a periodic structure formed of protrusions and recessions, a period of the periodic structure being equal to or less than the wavelength of the incident light, and the incident light having the wavelength being resonated and reflected by a resonance caused between the incident light and the protrusions and recessions, wherein the periodic structure is formed of a material that is transparent with respect to the incident light; and a photodetector configured to detect light transmitted or reflected by the optical element; characterised in that the widths of the protrusions gradually vary across the periodic structure while the period of the periodic structure is set constant, and a resonant wavelength of the optical element spatially changes. an optical element for resonating and reflecting incident light having a wavelength, comprising a waveguide layer, a base material layer and a periodic structure formed of protrusions and recessions, a period of the periodic structure being equal to or less than the wavelength of the incident light, and the incident light having the wavelength being resonated and reflected by a resonance caused between the incident light and the protrusions and recessions, wherein the periodic structure is formed of a material that is transparent with respect to the incident light; and a photodetector configured to detect light transmitted or reflected by the optical element; characterised in that the widths of the protrusions gradually vary across the periodic structure while the period of the periodic structure is set constant, and a resonant wavelength of the optical element spatially changes.
A method of determining a condition of a network section comprised in an electrical power network, the network section being configured such that electrical power flows to or from each of plural locations in the network section, the method comprising: receiving a first quantity in respect of a first location in the network section and receiving a second quantity in respect of a second location in the network section, each of the first and second quantities corresponding to a signal amplitude and a signal phase angle at its respective location; and determining a condition quantity corresponding to a loading condition of the network section between the first and second locations in dependence on the first and second quantities, characterised in that: there are plural electrical power flows to or from the network section at respective locations (54, 56) between the first and second locations (52, 58) in the network section; and the condition quantity is determined in dependence on an electrical model of the network section between the first and second locations, the electrical model consisting of a series impedance between the first and second locations, a first shunt impedance between a first end of the series impedance and a reference potential, and a second shunt impedance between a second opposite end of the series impedance and the reference potential. receiving a first quantity in respect of a first location in the network section and receiving a second quantity in respect of a second location in the network section, each of the first and second quantities corresponding to a signal amplitude and a signal phase angle at its respective location; and determining a condition quantity corresponding to a loading condition of the network section between the first and second locations in dependence on the first and second quantities, characterised in that: there are plural electrical power flows to or from the network section at respective locations (54, 56) between the first and second locations (52, 58) in the network section; and the condition quantity is determined in dependence on an electrical model of the network section between the first and second locations, the electrical model consisting of a series impedance between the first and second locations, a first shunt impedance between a first end of the series impedance and a reference potential, and a second shunt impedance between a second opposite end of the series impedance and the reference potential. there are plural electrical power flows to or from the network section at respective locations (54, 56) between the first and second locations (52, 58) in the network section; and the condition quantity is determined in dependence on an electrical model of the network section between the first and second locations, the electrical model consisting of a series impedance between the first and second locations, a first shunt impedance between a first end of the series impedance and a reference potential, and a second shunt impedance between a second opposite end of the series impedance and the reference potential.