Abstract: An enhanced flash evaporation/electrospinning composite spinning equipment includes a flash spinning equipment, an electrospinning equipment, and a grounded receiving conveyor belt; the flash spinning equipment includes a flash spinning spinneret unit, the flash spinning spinneret unit includes a first spinneret, and the first spinneret is grounded; the electrospinning equipment includes a high-voltage power supply and an electrospinning spinneret unit, the electrospinning spinneret unit includes a second spinneret, and the second spinneret is connected to the high-voltage power supply; the first spinneret and the second spinneret are both located above the receiving conveyor belt at opposite positions with a distance of D, and the value range of D is 15-40 cm. The enhanced flash evaporation/electrospinning composite spinning equipment has a simple structure, and can prepare products that are not easy to delaminate, and excellent in waterproof performance and air permeability.

Abstract: A field effect transistor including a substrate; a monolayer of a single crystal semiconducting transition metal dichalcogenide (TMD) on the substrate; a source contact and a drain contact to the strained monolayer; and a gate contact on the substrate; wherein the a gate voltage applied to the gate contact with respect to the source contact modulates a ferroelectric response of the monolayer when strained and a current through the monolayer between the source contact and the drain contact; and wherein the substrate is rigid and the monolayer experiences asymmetric lattice expansion when strained against the rigid substrate in response to an external magnetic field or the substrate is a strain engineered substrate inducing asymmetric lattice expansion of the monolayer.

Abstract: A gas permeable polytetrafluoroethylene stretched film is prepared by bending powder of a modified polytetrafluoroethylene resin and powder of a modified fluoropolymer resin and stretching the powder of the modified polytetrafluoroethylene resin and the powder of the modified fluoropolymer resin. The modified polytetrafluoroethylene resin is copolymerised by mixing a tetrafluoroethylene monomer and a modified monomer. The modified monomer is prepared by reaction of hydroxyethyl acrylate, perfluoroalkylethyl acrylate and isocyanate ethylacrylate. The crystallinity in the system is greatly reduced through the multi-branched structure of the modified polytetrafluoroethylene polymer, and at the same time, the strenching strength of the gas permeable polytetrafluoroethylene stretched film is greatly improved through adding the modified fluoropolymer powder. In this manner, the polytetrafluoroethylene stretched film has strong permeability and waterproofness, thereby having stronger safety.

Abstract: A method includes accessing a plurality of weight matrices of a machine learning model. The method also includes, for each weight matrix, decomposing the weight matrix into a U matrix, an S matrix, and a V matrix using singular value decomposition. The S matrix is a diagonal matrix, and a singular group corresponds to each element in the S matrix. The method further includes, for each weight matrix, determining an importance score of each singular group. The importance score of the singular group represents a change in loss if the singular group is removed from the machine learning model. The method also includes, for each weight matrix, ranking the singular groups across the plurality of weight matrices based on the importance scores. In addition, the method includes, for each weight matrix, identifying one or more of the singular groups to prune based on the ranking of the singular groups.

Abstract: In one embodiment, a method includes accessing at least a portion of a training dataset for a trained neural network that includes multiple layers, where each layer includes a number of parameters, and where the training dataset includes multiple training samples that each include an input and a ground-truth output used to train the trained neural network. The method further includes training a hypernetwork to generate a layer-specific compression mask for each of one or more of the multiple layers of the trained neural network. The method further includes generating, by the trained hypernetwork, a final layer-specific compression mask for the trained neural network and compressing the trained neural network by reducing, for each of the one or more layers of the neural network, the number of parameters of that layer according to the final layer-specific compression mask.

Abstract: A preparation method of the polytetrafluoroethylene stretched film comprises: (1) uniformly mixing a modified polytetrafluoroethylene emulsion and a lubricant, and carrying out extrusion calendaring; and (2) longitudinally stretching and then transversely stretching at a high temperature, and sintering and curing at a high temperature for 5-15 minutes after stretching is completed, to obtain a product, namely the polytetrafluoroethylene stretched film. According to the method, a polymer AOI modified monomer is added, so that the prepared polytetrafluoroethylene stretched film is soft, good in tensile property, small in pore diameter, high in porosity and uniform in pore diameter distribution. In addition, an ammonium salt polymer dispersant is used as a preparation raw material, and a product of the ammonium salt polymer dispersant is green and clean, does not cause environmental pollution and does not participate in human metabolism.

Abstract: In a method for preparing a nanofiber based oil-water separation and purification material having a shifted inclined-hole structure, firstly, a melt-spinning method is used for preparing a multi-layer fiber membrane, and then according to the requirements of the size, number and arrangement of holes on each layer of fiber membrane, a puncher is used for punching inclined frustum cone-shaped through holes on the fiber membrane. Finally, according to the requirements of relative positions of the inclined frustum cone-shaped through holes on fiber membranes in different layers, multiple layers of fiber membranes are composited to prepare a nanofiber based oil-water separation and purification material having a shifted inclined-hole structure. The oil-water separation and purification material is a multi-layer composite fiber membrane. Each layer of fiber membrane has a plurality of uniformly distributed inclined frustum cone-shaped through holes.

Abstract: A micro puree machine including a housing, a power shaft, a bowl assembly and a platform. The power shaft extends from the housing. The bowl assembly including at least one locking bowl element. The platform includes at least one complementary locking platform element that is configured to engage the at least one locking bowl element such that rotation of the bowl assembly relative to the platform is prevented at times the bowl assembly is positioned thereon. The platform is rotatable from a first position to a second position relative to the housing such that the platform raises the bowl assembly towards the power shaft during the rotation of the bowl assembly and platform. The raising of the bowl assembly facilitates connection between the power shaft and a blade assembly that is positioned in a lid assembly on the bowl assembly.

Abstract: In the process of preparing nanofibers by using an electrospinning process and preparing micron fibers by using a flash-spinning process, an electrospinning nozzle and a flash-spinning nozzle are controlled to be located above a receiving conveyor belt, and are directly opposite to each other with a spacing of 15-40 cm, and the electrospinning nozzle is controlled to be connected to a high-voltage power supply, and the flash-spinning nozzle and the receiving conveyor belt are controlled to be grounded to prepare a product; the prepared product has a film-like structure and consists of nanofibers and micron fibers. The micron fibers are mutually entangled, curled and interpenetrated, and the nanofibers are uniformly interspersed and distributed within the micron fibers, some of the nanofibers and the micron fibers forming entangled and interpenetrated structures, with mutual bonding between the nanofibers, between the micron fibers and between the nanofibers and the micron fibers.

Abstract: A gas permeable polytetrafluoroethylene stretched film is prepared by bending power of a modified polytetrafluoroethylene resin and power of a modified fluoropolymer resin and stretching the power of the modified polytetrafluoroethylene resin and the power of the modified fluoropolymer resin. The modified polytetrafluoroethylene resin is copolymerised by mixing a tetrafluoroethylene monomer and a modified monomer. The modified monomer is prepared by reaction of hydroxyethyl acrylate, perfluoroalkylethyl acrylate and isocyanate ethylacrylate. The crystallinity in the system is greatly reduced through the multi-branched structure of the modified polytetrafluoroethylene polymer, and at the same time, the strenching stength of the gas permeable polytetrafluoroethylene stretched film is greatly improved through adding the modified fluoropolymer powder. In this manner, the polytetrafluoroethylene stretched film has strong permeability and waterproofness, thereby having stronger safety.

Abstract: A micro puree machine including a housing, a power shaft, a bowl assembly and a platform. The power shaft extends from the housing. The bowl assembly including at least one locking bowl element. The platform includes at least one complementary locking platform element that is configured to engage the at least one locking bowl element such that rotation of the bowl assembly relative to the platform is prevented at times the bowl assembly is positioned thereon. The platform is rotatable from a first position to a second position relative to the housing such that the platform raises the bowl assembly towards the power shaft during the rotation of the bowl assembly and platform. The raising of the bowl assembly facilitates connection between the power shaft and a blade assembly that is positioned in a lid assembly on the bowl assembly. A blade assembly detection system detects proper positioning of the blade assembly within the lid assembly.

Abstract: A bit index explicit replication (BIER) operations, administration, and maintenance (OAM) detection method includes a bit forwarding ingress router (BFIR) obtaining a detection request packet based on a first BIER OAM packet, and sending the detection request packet to at least one bit forwarding egress router BFER. The detection request packet includes a first packet and a first packet header. The first packet is a packet obtained by encapsulating the first BIER OAM packet. The first packet header includes a bit string, and the bit string indicates the at least one bit forwarding egress router BFER that is to be measured.

Abstract: A method includes obtaining input data associated with a new concept to be learned by a trained machine learning model. The method also includes identifying initial weights of the trained machine learning model and one or more previous weight deltas associated with the trained machine learning model. The method further includes identifying one or more additional weight deltas based on the input data and guided by the initial weights and the one or more previous weight deltas. In addition, the method includes integrating the one or more additional weight deltas into the trained machine learning model. The one or more additional weight deltas are integrated into the trained machine learning model by identifying updated weights for the trained machine learning model based on the initial weights, the one or more previous weight deltas, and the one or more additional weight deltas.

Abstract: The present invention provides a multilayer device for supplying nitric oxide, which includes: an air-impermeable layer; a functional unit layer including a metal unit and a nitric acid inclusion unit, wherein dilute nitric acid can be released by destroying the nitric acid inclusion unit and reacts with the metal unit to generate nitric oxide gas, and the functional unit layer can further contain sulphites and can serve as a deoxidizing agent for absorbing oxygen and slowing down oxidation; a liquid absorption layer; and a hydrophobic air-permeable layer, a surface thereof being provided with a plurality of micropores allowing gas to pass therethrough, wherein the multilayer device may further include a skinfriendly layer arranged on the side of the hydrophobic air-permeable layer that is adjacent to a user. The multi-layer device can be used in hygiene products for everyday use.

Abstract: A lid assembly for use with a micro puree machine including a lid, a clip mechanism, and a release mechanism. The defines an axis. The clip mechanism is movable between an inward position and an outward position relative to the axis of the lid. The release mechanism is positionable relative to the clip mechanism between a home position and a release position and is operable to move the clip mechanism between the inward position and the outward position. At times the release mechanism is positioned toward the home position, the clip mechanism is moved toward the inward position. At times the release mechanism is positioned toward the release position, the clip mechanism is moved toward the outward position. The clip lever is operable to cause the clip mechanism to engage with or disengage from the blade assembly during installation and removal of bowl assembly from a micro puree machine.

Abstract: A micro puree machine including a housing, a power shaft, a bowl assembly and a platform. The power shaft extends from the housing. The bowl assembly including at least one locking bowl element. The platform includes at least one complementary locking platform element that is configured to engage the at least one locking bowl element such that rotation of the bowl assembly relative to the platform is prevented at times the bowl assembly is positioned thereon. The platform is rotatable from a first position to a second position relative to the housing such that the platform raises the bowl assembly towards the power shaft during the rotation of the bowl assembly and platform. The raising of the bowl assembly facilitates connection between the power shaft and a blade assembly that is positioned in a lid assembly on the bowl assembly.

Abstract: A three-in-one RGB mini-LED device includes a substrate, a second electrical semiconductor layer, a plurality of multiple-quantum well layers, a plurality of first electrical semiconductor layers, and a plurality of mirrors. The second electrical semiconductor layer is disposed on the substrate. The plurality of multiple-quantum well layers are disposed on the second electrical semiconductor layer. An area of each of the plurality of multiple-quantum well layers is smaller than an area of the second electrical semiconductor layer, and a region on the second semiconductor layer is not covered by the plurality of multiple-quantum well layers.

Abstract: A micro puree machine including a housing, a power shaft, a bowl assembly and a platform. The power shaft extends from the housing. The bowl assembly including at least one locking bowl element. The platform includes at least one complementary locking platform element that is configured to engage the at least one locking bowl element such that rotation of the bowl assembly relative to the platform is prevented at times the bowl assembly is positioned thereon. The platform is rotatable from a first position to a second position relative to the housing such that the platform raises the bowl assembly towards the power shaft during the rotation of the bowl assembly and platform. The raising of the bowl assembly facilitates connection between the power shaft and a blade assembly that is positioned in a lid assembly on the bowl assembly. A blade assembly detection system detects proper positioning of the blade assembly within the lid assembly.

Abstract: A micro puree machine including a housing, a platform, a position motor and a drive motor. The platform is movably positioned in the housing between a first position and a second position. The position motor is mounted on housing and coupled to the platform such that the position motor is operable to move the platform between the first position and the second position. The drive motor is operable to rotate a power shaft relative to the platform. The drive motor is mounted on the platform such that the drive motor and the power shaft move with the platform between the first position and the second position in response to the position motor.

Abstract: A method includes obtaining an image, a set of attribute labels, and a set of object labels and performing prompt tuning of a pre-trained vision-language model having first and second textual encoders and a vision encoder. The model is trained during prompt tuning to select one attribute label and one object label that match content in the image. Performing the prompt tuning includes, for each attribute label-object label pair, generating object textual features associated with the object label using the first textual encoder, generating attribute textual features associated with the attribute label using the second textual encoder, and generating image features associated with the image using the vision encoder. Intermediate outputs from initial layers of the textual encoders and the vision encoder are combined to generate layer-specific learnable prompt tokens that are appended to inputs of specified layers in the first and second textual encoders and the vision encoder.