Abstract: A communications circuit includes a receiver (RX) frontend coupled to an RX deserializer and the RX frontend includes a decision feedback equalizer coupled directly between an output and an input of the RX frontend. The decision feedback equalizer may include a first inverter and a series combination of a first resistor and a first capacitor coupled in series with the first inverter.

Abstract: A voice coil motor, a camera module, and an electronic device are provided. The voice coil motor is used in the camera module. The voice coil motor includes a support component (1), a transmission component (2), and a lubrication structure (3). The transmission component (2) moves relative to the support component (1). The lubrication structure (3) is disposed between the support component (1) and the transmission component (2). The lubrication structure (3) includes lubricating oil and a plurality of spherical particles dispersed in the lubricating oil. At least a part of the spherical particles have one side in contact with the support component (1) and another side in contact with the transmission component (2). Rolling friction is formed between the spherical particle and the transmission component (2) and between the spherical particle and the support component (1), to effectively reduce friction resistance, reduce steady-state power consumption of the motor, and also achieve a mute effect.

Abstract: An aerosol-generating substrate, manufacturing method, and aerosol-generating system for controlled cannabinoid delivery. The substrate contains 25% to 90% by weight cannabis with 2% to 5% moisture content and features interior air channels extending longitudinally. Manufacturing involves mechanical comminution to achieve particle sizes of 1 ?m to 150 ?m D90, freeze-drying to control moisture, mixing with skeletal material, binder, and flavoring, and extrusion to form the channeled substrate structure. The aerosol-generating system heats the substrate to produce aerosol delivering 3 mg to 10 mg mass per puff with 1.5 mg to 5.0 mg cannabinoid content under standard testing conditions, enabling consistent and controlled cannabinoid administration.

Abstract: A flavor sustained-release composition, manufacturing method, and aerosol-generating system for controlled terpene delivery in aerosol products. The composition features encapsulated terpene compounds as core material with composite modified starch as wall material, achieving at least 70% encapsulation rate. Manufacturing involves preparing wall-material solution at 10% to 50% concentration, emulsifying with core material at wall-to-terpene ratios of 10:1 to 1:1, and spray-drying at controlled temperatures. The aerosol-generating system incorporates this composition in articles with cannabis substrate segments, delivering consistent terpene release with relative standard deviation below 30% over 10 puffs under standard testing conditions, enabling uniform flavor experience throughout product use.

Abstract: The present disclosure discloses a flexible mechanical arm and a robot. The flexible mechanical arm includes an arm joint, a flexible rotary module (2) and an end execution mechanism (3) which are connected with each other. The flexible rotary module (2) is driven by fluid, and includes a first end plate (23), a powered pusher plate (222), a first folding unit (21), a nut (221), and a lead screw (223) in threaded connection with the nut (221), wherein the first folding unit (21) is driven by fluid to be extended or compressed to push the powered pusher plate (222) to translate in an axial direction of the lead screw (223). The flexible mechanical arm can be deformed under drive of the fluid, thus causing no damage to surrounding objects or persons, and capable of being applied to special environments such as electric fields, magnetic fields, rays, etc.

Abstract: Systems and methods for efficient information retrieval for clinical data are provided. A document including one or more patient health records can be obtained and tokenized to generate a sequence of tokens, each corresponding to a word or sub-word within the document. A plurality of segments each containing a token sequence comprising a sub-set of the tokens are then generated. Next, a transformer model is used to process each of the plurality of segments to generate a corresponding word-level encoding for each segment. The word-level encodings for each of the segments are combined and fused to obtain document-level contextual data. The combined and fused word-level encodings can then be analyzed, such as to identify named entities and relationships between them.

Abstract: An example operation may include one or more of receiving a natural language input, executing a generative machine learning (ML) model on the natural language input to generate a structured query language (SQL) statement, executing the SQL statement on fake mockup data to generate a first query result on the fake mockup data, executing the generative ML model on the natural language input and the fake mockup data to generate a second query result on the fake mockup data, and determining whether the SQL statement is valid based on a comparison of the first query result and the second query result.

Abstract: The present invention provides a generation method and apparatus for an optimal transformation strategy for building energy, a device, and a medium. An urban building energy simulation result is obtained on the basis of multidimensional data, and a training sample is constructed to perform integrated training on a plurality of machine learning models to obtain a surrogate model, in this way, during subsequent building performance simulation, the surrogate model can be directly used for prediction, so that the processing efficiency is increased; and multi-objective optimization processing is performed on the basis of the surrogate model and a parallel genetic algorithm plugin, so that an optimal transformation strategy for a target building is rapidly generated. Not only is the quantification for a transformation result achieved, but also the generated transformation strategy is more reasonable.

Abstract: The present disclosure discloses a flexible mechanical arm and a robot. The flexible mechanical arm includes an arm joint, a flexible rotary module (2) and an end execution mechanism (3) which are connected with each other. The flexible rotary module (2) is driven by fluid, and includes a first end plate (23), a powered pusher plate (222), a first folding unit (21), a nut (221), and a lead screw (223) in threaded connection with the nut (221), wherein the first folding unit (21) is driven by fluid to be extended or compressed to push the powered pusher plate (222) to translate in an axial direction of the lead screw (223). The flexible mechanical arm can be deformed under drive of the fluid, thus causing no damage to surrounding objects or persons, and capable of being applied to special environments such as electric fields, magnetic fields, rays, etc.

Abstract: A circuit includes a receiver coupled to an input node and includes a transimpedance amplifier (TIA). The input node is to be coupled to a transmitter over a channel. Calibration circuitry is coupled to the input node and to modify a resistance of a feedback resistor of the receiver by applying a plurality of control values. The calibration circuitry is to generate, for each applied control value, a first digital code for a direct current (DC) swing and a second digital code for an alternating current (AC) swing at the input node. The calibration circuitry is to determine a final control value of the plurality of control values that minimizes a difference between the first and second digital codes.

Abstract: A method and a system for fully automatically segmenting a cerebral cortex surface based on a graph network, the method including: registering a cerebral magnetic resonance image to a standard template space; performing cerebral cortex surface reconstruction on the registered cerebral magnetic resonance image based on a deep neural network; calculating adjacency matrices among the vertexes of the reconstructed cerebral cortex; acquiring corresponding distinguishing features of each grid vertex of the cerebral cortex surface as corresponding feature vectors of the point so as to obtain a cerebral cortex surface segmentation result; and mapping the cerebral cortex surface segmentation result back to the original coordinate space from the standard template space. Graph structure modeling is performed on the reconstructed cerebral cortex surface, and the global topological structure features are learned based on the graph network, thus realizing the accurate segmentation of the cerebral cortex surface.

Abstract: The present disclosure provides a corrugated plate and a liquefied gas storage container having the same. The corrugated plate comprises a plate body, a first corrugation and a second corrugation orthogonal to each other, and an intersection structure formed at the intersection position. The first corrugations are higher than the second corrugations. The intersection structure comprises a top portion, ridges, and recessed portions. The recessed portions consist of four, each located in one quadrant, formed on the outer side of the first corrugation and sandwiched between a first crest of the first corrugation and a corresponding ridge, and concaved inward relative to the outer side. According to the present disclosure, the intersection structure ensures that the upper and lower surfaces at the intersection position have uniform line lengths, thereby achieving uniform thickness, avoiding excessive thinning, and providing improved structural strength and fatigue resistance.

Abstract: A circuit includes a receiver coupled to an input node and includes a transimpedance amplifier (TIA). The input node is to be coupled to a transmitter over a channel. Calibration circuitry is coupled to the input node and to modify a resistance of a feedback resistor of the receiver by applying a plurality of control values. The calibration circuitry is to generate, for each applied control value, a first digital code for a direct current (DC) swing and a second digital code for an alternating current (AC) swing at the input node. The calibration circuitry is to determine a final control value of the plurality of control values that minimizes a difference between the first and second digital codes.

Abstract: The present disclosure provides a pea peptide with auxiliary hypoglycemic function, and preparation method and application thereof. The pea peptide includes at least peptide segments pEE, pEK and pER in its composition; and based on a mass of the pea peptide, a content of the peptide segment pEE is ?100.00 mg/100 g, a content of the peptide segment pEK is ?80.00 mg/100 g and a content of the peptide segment pER is ?90.00 mg/100 g. The pea peptide has a significant efficacy in an aspect of reducing blood glucose.

Abstract: The present disclosure provides a corrugated plate and a liquefied gas storage container having the same. The corrugated plate comprises a plate body, a first corrugation and a second corrugation orthogonal to each other, and an intersection structure formed at the intersection position. The first corrugations are higher than the second corrugations. The intersection structure comprises a top portion, ridges, and recessed portions. The recessed portions consist of four, each located in one quadrant, formed on the outer side of the first corrugation and sandwiched between a first crest of the first corrugation and a corresponding ridge, and concaved inward relative to the outer side. According to the present disclosure, the intersection structure ensures that the upper and lower surfaces at the intersection position have uniform line lengths, thereby achieving uniform thickness, avoiding excessive thinning, and providing improved structural strength and fatigue resistance.

Abstract: A circuit includes a phase selector to generate an injection clock signal having an injection phase based on a phase of a digitally controlled oscillator clock signal generated within a phase-locking feedback loop. An injection-locked oscillator (ILO), coupled to an output of the phase selector, generates an ILO clock signal that is convertible to provide a feedback clock signal of the circuit. Logic, coupled between an output of the ILO and the phase selector, to, at each predetermined number of cycles of the DCO clock signal, cause the phase selector to output a phase shift in the injection clock signal that causes the ILO clock signal to comprise a rotated phase, relative to the injection phase, and that prevents a glitch in the injection clock signal.

Abstract: A circuit includes a phase selector to generate an injection clock signal having an injection phase based on a phase of a digitally controlled oscillator clock signal generated within a phase-locking feedback loop. An injection-locked oscillator (ILO), coupled to an output of the phase selector, generates an ILO clock signal that is convertible to provide a feedback clock signal of the circuit. Logic, coupled between an output of the ILO and the phase selector, to, at each predetermined number of cycles of the DCO clock signal, cause the phase selector to output a phase shift in the injection clock signal that causes the ILO clock signal to comprise a rotated phase, relative to the injection phase, and that prevents a glitch in the injection clock signal.

Abstract: An oyster peptide with an effect of improving sexual function and a preparation method thereof are provided, the oyster peptide at least includes peptide segments RI, IR and VR in its composition. Based on a mass of the oyster peptide, a content of the RI is ?3.60 mg/100 g, a content of the IR is ?7.60 mg/100 g, and a content of the VR is ?6.50 mg/100 g.

Abstract: A communications circuit includes a receiver (RX) frontend coupled to an RX deserializer and the RX frontend includes a decision feedback equalizer coupled directly between an output and an input of the RX frontend. The decision feedback equalizer may include a first inverter and a series combination of a first resistor and a first capacitor coupled in series with the first inverter.

Abstract: Embodiments of this specification provide language model training methods and apparatuses based on continual pre-training. In one example method, a soft prompt feature corresponding to each current training sample in a current domain is obtained. A latent feature corresponding to each piece of text data in the current domain is obtained. A cross-domain loss value is determined based on a difference between the obtained latent feature and a latent feature obtained based on an initial current language model in a previous domain. When a training termination condition for the current domain is not satisfied, model parameters are adjusted based on the cross-domain loss value. When a training termination condition for the current domain is satisfied, the model training process is repeated by continuing using a training sample set in a next domain, until a training termination condition for continual pre-training is satisfied.