Abstract: A method of training an artificial neural network, the method comprising: initially training a first artificial neural network with first input data and first pseudo data, wherein the first pseudo data is or was generated by a second artificial neural network in a virgin state, or by the first artificial neural network while in a virgin state; generating second pseudo data using the first artificial neural network, or using the second artificial neural network following at least partially transferring knowledge from the first artificial neural network to the second artificial neural network; and training the first artificial neural network, or another artificial neural network, with the second pseudo data and second input data.

Abstract: Methods, apparatuses and systems for radio frequency identification (RFID)-enabled information collection are disclosed, including an enclosure, a collector coupled to the enclosure, an interrogator, a processor, and one or more RFID field sensors, each having an individual identification, disposed within the enclosure. In operation, the interrogator transmits an incident signal to the collector, causing the collector to generate an electromagnetic field within the enclosure. The electromagnetic field is affected by one or more influences. RFID sensors respond to the electromagnetic field by transmitting reflected signals containing the individual identifications of the responding RFID sensors to the interrogator. The interrogator receives the reflected signals, measures one or more returned signal strength indications (“RSSI”) of the reflected signals and sends the RSSI measurements and identification of the responding RFID sensors to the processor to determine one or more facts about the influences.

Abstract: The invention relates to a biocell (1) with a biofuel reservoir intended to be brought into contact with a liquid medium and with a fluid medium comprising an oxidant. Said biocell comprises a first electrochemical cell having: an anode (5) comprising a first enzyme capable of catalyzing the oxidation of the biofuel; —a cathode (7) comprising a second enzyme capable of catalyzing the reduction of the oxidant; and —a separating and porous membrane (3), electrically insulating, and permeable to said liquid medium, placed between the anode (5) and the cathode (7). Said biocell (1) being characterized in that it comprises a means for storing the biofuel (3) and for providing the liquid medium to the anode (5), said means comprising a hydrophilic porous material in contact with said anode (5)) and having a basis weight of 500 to 900 g/m2.

Abstract: A method for producing, on a structure based on a material III-V, of a dielectric layer, the method comprising producing a first dielectric film by ALD by carrying out a plurality of first cycles, each comprising at least: one injection in the reaction chamber of a precursor based on a first material and one injection in the reaction chamber of a water or ozone-based precursor; and producing, on the first dielectric film, a second dielectric film by plasma-enhanced ALD by carrying out a plurality of second cycles, each comprising at least: one injection in the reaction chamber of a precursor based on a second material and one injection in the reaction chamber of an oxygen or nitrogen based precursor.

Abstract: The invention relates to a method (200) for training a dynamic-architecture convolutional neural network for semantic image segmentation, comprising a phase (102) of auto-annotation of images, to constitute a database (B1), called the first database, of auto-annotated images, comprising the following steps: applying (104) at least one transformation to at least one source image, and adding (106), to each transformed image thus obtained, a tag, called the first tag, corresponding to said transformation; said method (200) comprising at least one iteration of a phase (110) of training said neural network with the first image database (B1), and a second image database (B2) annotated with a tag, called a second tag, relating to the content of said image. It also relates to a computer program and a device implementing such a method, and a deep-learning dynamic-architecture convolutional neural network obtained by such a method.

Abstract: A process for the hetero-integration of a semiconductor material of interest on a silicon substrate, includes a step of structuring the substrate which comprises a step of producing a growth mask on the surface of the silicon substrate, the growth mask comprising a plurality of masking patterns, two masking patterns being separated by a trench wherein the silicon substrate is exposed; a step of forming a two-dimensional buffer layer made of a 2D material, the buffer layer being free of side bonds on its free surface and being formed selectively on at least one silicon plane of [111] orientation in at least one trench, the step of forming a buffer layer being performed after the structuring step; a step of forming at least one layer of a semiconductor material of interest on the buffer layer. The semiconductor material of interest is preferably a IV-IV, III-V, II-VI semiconductor material and/or a 2D semiconductor material.

Abstract: A device comprises at least one pair of excitation electrodes forming a capacitor; a floorplan (e.g., a ground plane); and an electronic circuit. The device comprises at least one control electrode arranged at a distance from the capacitor. A switching circuit, of the device, comprises a switch having an open state and a closed state. The switching circuit is designed to apply, to the control electrode, an electric potential common to the floorplan when the switch is in the closed state. The switching circuit is also designed to leave a floating electrical potential for the control electrode when the switch is in the open state. The electronic circuit is designed to measure the mutual capacitance between the pair of excitation electrodes when the switch is in the open state and when it is in the closed state.

Abstract: A method for determining a membership function, the membership functions allowing a stress level of a user to be determined on the basis of a physiological parameter measured on the user, the membership function varying, depending on the physiological parameter, between: a first value, representative of a rest state; and a second value, representative of a stressed state; the membership function taking into account a distribution function, which is defined beforehand, the distribution function being a continuous and monotonic function, the distribution function being applied to a normalized parameter established on the basis of a measured physiological parameter, the method comprising determining a normalization function, and optionally a standardization function, the normalization function and the optional standardization function being determined on the basis of physiological parameters measured on a plurality of test individuals, in various calibration periods.

Abstract: The present invention relates to determining the rheological parameters of fluids, and, more particularly, by means of a method using a continuous jet droplet generator.

Abstract: The present invention relates to a method of controlling a wind turbine by automatic online selection of a controller that minimizes the wind turbine fatigue. The method therefore relies on an (offline constructed) database (BDD) of simulations of a list (LIST) of controllers, and on an online machine learning step for determining the optimal controller in terms of wind turbine (EOL) fatigue. Thus, the method allows automatic selection of controllers online, based on a fatigue criterion, and switching between the controllers according to the measured evolution of wind condition.

Abstract: The invention relates to a method for purifying a carrier gas which comprises oxygenated impurities in a first oxidation degree, the purification method comprising the circulation, advantageously uninterrupted, of the carrier gas through and along a direction XX? of a filter, the filter being made of an oxygen scavenger material which has a redox potential E°, and of which a first portion is in a reduced redox state and within which the oxygenated impurities are scavenged and/or pass from the first oxidation degree to a second oxidation degree, the method further comprising the application to the filter of a greater electric potential ?V, as an absolute value, than the redox potential E° during a main purification cycle CP.

Abstract: A sensor may include a prism having a first face; a metal first layer covering, via a contact face, the first face; a light source; and a matrix-array detector; the device may include a dielectric second layer on which rests a transistor including a sheet made of a two-dimensional material, intended to form a channel region, a front face of the sheet comprising a specific functionalization via which specific targets are liable to be adsorbed, the specific functionalization being suitable for placing the adsorbed specific targets at a smaller distance Dd below which detection via electrical measurement by means of the specific transistor and via measurement of resonance of surface plasmons is possible.

Abstract: A filament type non-volatile memory device, includes a first electrode, a second electrode and an active layer extending between the first electrode and the second electrode, the active layer electrically interconnecting the first electrode to the second electrode, the device being suitable for having: a low resistive state, in which a conducting filament electrically interconnecting the first electrode to the second electrode uninterruptedly extends from end to end through the active layer, the filament having a low electric resistance, and a highly resistive state, in which the filament is broken, the filament having a high electric resistance. The device further includes a shunt resistance electrically connected in parallel to the active layer, between the first electrode and the second electrode.

Abstract: The invention relates to an industrial system comprising machines, systems for controlling machines connected by a first communication network, and a gateway intended to connect the first communication network to a second communication network. The gateway comprises a memory and comprises a processor configured to copy to the memory first data transmitted over the second communication network and relating to the operation of the machines.

Abstract: A light-emitting diode may include: a first n-doped semiconductor portion; a second p-doped semiconductor portion; an active zone disposed between the first and second portions and including at least one emitting semiconductor portion; a layer that is electrically conductive and optically transparent to at least one wavelength of the UV range configured to be emitted from the emitting portion, the layer being such that the second portion is disposed between the layer and the active zone. The semiconductors of the first portion and of the emitting portion may include compounds including nitrogen atoms as well as atoms of aluminum and/or of gallium. The semiconductor of the second portion may include AlX2Ga(1-X2-Y2)InY2N that is p-doped with magnesium atoms, wherein X2>0, Y2>0, and X2+Y2<1, and in which the atomic concentration of magnesium is greater than 1017 at/cm3. The electrically conductive layer may include doped diamond.

Abstract: A method for determining a region in which the actual concentration is located, in a medium, of a substrate made up of any molecule likely to undergo catalysed oxidation-reduction by a catalyst. The method includes the following steps: taking at least one group of at least two biosensors, each biosensor having a calibration curve of the signal induced by the oxidation-reduction reaction and having identical initial portions of their calibration curves up to a concentration value of the substrate from which the measurement of the signal differ; and when more than one group is present, the biosensors in different groups having different calibration curves without identical initial portions; placing the biosensors in contact with the medium; measuring the signal induced by the oxidation or reduction reaction for each biosensor in the group/groups; comparing all the signal values produced by the biosensors and following the method described in the description.

Abstract: The invention relates to a method for increasing the lifespan of animal sperm comprising contacting said sperm with an inhibitor of Slo3 potassium channel. The invention also relates to a use of an inhibitor of Slo3 potassium channel, for increasing the lifespan of animal sperm or motility of capacitated animal sperm, comprising contacting an inhibitor of Slo3 potassium channel with said sperm. Moreover, the invention relates to an artificial insemination instrument for use in artificial insemination of an animal, comprising animal sperm in contact with an inhibitor of Slo3 potassium channel. The invention also relates to a method for artificially inseminating an animal using said artificial insemination instrument. Eventually, the invention relates to a method for increasing the fertility of an animal, comprising contacting sperm of said animal with an inhibitor of Slo3 potassium channel; then artificially inseminating said animal with said sperm.

Abstract: A light-emitting diode is provided, including: a first layer of n-doped AlX1Ga(1-X1-Y1)InY1N, with X1>0 and X1+Y1?1; a second layer of p-doped AlX2Ga(1-X2-Y2)InY2N, with X2>0 and X2+Y2?1; an active area disposed between the first and the second layers and comprising at least one multi-quantum well emissive structure; nanowires based on AlN p-doped with indium and magnesium atoms, disposed on the second layer; and an ohmic contact layer in contact with the nanowires. A method for producing a light-emitting diode is also provided.

Abstract: The invention relates to a computer implemented method for real-time emotion recognition from a real-time audio signal. The method includes transcribing, into text, an audio speech signal contained in the audio signal by an automatic speech recognition model, and computing, by a speech representation model, a joint representation vector corresponding to a joint representation of the speech as a function of the speech signal and the text. The method also include computing, by an emotion prediction model, an emotion embedding vector as a function of the joint representation vector, and mapping the emotion in at least one emotional frame, according to the emotion embedding vector, by an emotion mapping model. The invention further relates to a computer program and a device implementing such a method.

Abstract: A device intended to be implanted in a human or animal body, in order to produce hydrogen in situ from molecules present in the body medium in which the device is implanted, this device having an anode and a cathode, which are each electrically connected to a pole of an electrical energy source, and having a semi-permeable material separating the electrodes from the body medium, in which device, when the connection to the electrical energy source is effective in situ, in the presence of body fluid, a closed electrical circuit is formed, with production of hydrogen at the cathode, the semi-permeable material having a cutoff threshold of between 50 and 500 Da.