Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for training and utilizing generative machine learning models to generate embeddings from phenomic images (or other microscopy representations). For example, the disclosed systems can train a generative machine learning model (e.g., a masked autoencoder generative model) to generate predicted (or reconstructed) phenomic images from masked version of ground truth training phenomic images. In some cases, the disclosed systems utilize a momentum-tracking optimizer while reducing a loss of the generative machine learning model to enable efficient training on large scale training image batches. Furthermore, the disclosed systems can utilize Fourier transformation losses with multi-stage weighting to improve the accuracy of the generative machine learning model on the phenomic images during training.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for training and utilizing generative machine learning models to generate embeddings from phenomic images (or other microscopy representations). For example, the disclosed systems can train a generative machine learning model (e.g., a masked autoencoder generative model) to generate predicted (or reconstructed) phenomic images from masked version of ground truth training phenomic images. In some cases, the disclosed systems utilize a momentum-tracking optimizer while reducing a loss of the generative machine learning model to enable efficient training on large scale training image batches. Furthermore, the disclosed systems can utilize Fourier transformation losses with multi-stage weighting to improve the accuracy of the generative machine learning model on the phenomic images during training.

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for training and utilizing generative machine learning models to generate embeddings from phenomic images (or other microscopy representations). For example, the disclosed systems can train a generative machine learning model (e.g., a masked autoencoder generative model) to generate predicted (or reconstructed) phenomic images from masked version of ground truth training phenomic images. In some cases, the disclosed systems utilize a momentum-tracking optimizer while reducing a loss of the generative machine learning model to enable efficient training on large scale training image batches. Furthermore, the disclosed systems can utilize Fourier transformation losses with multi-stage weighting to improve the accuracy of the generative machine learning model on the phenomic images during training.

Abstract: An optical filter system is provided. The system includes a first collimator, a second collimator, and a reflective optical filter. An optical signal is inputted through a first port of the first collimator, is outputted through a second port of the first collimator, is filtered by the reflective optical filter, the filtered optical signal is inputted through second port of the first collimator and outputted through first port of the first collimator. The optical signal is inputted through a first port of the second collimator, is outputted through a second port of the second collimator, is filtered by the reflective optical filter, the filtered optical signal is inputted through the second port of the second collimator and outputted through the first port of the second collimator. The optical signal outputted through the first port of the first collimator is inputted to the first port of the second collimator.

Abstract: A vehicle maintenance method, a vehicle maintenance apparatus, and a vehicle maintenance device, including: performing a diagnosis on a vehicle to obtain failure information of the vehicle; searching for identification information of an expert corresponding to the failure information; and setting up a voice communication connection to an expert's terminal corresponding to the identification information, so that a user performs voice communication with the expert. In the present disclosure, by performing diagnosis on the vehicle to obtain the failure information of the vehicle; searching for the identification information of the expert corresponding to the failure information, and setting up the voice communication connection with the expert's terminal corresponding to the identification information, such that the user can perform voice communication with the expert, and complete vehicle maintenance under the guidance of the expert and an efficiency and an accuracy of the vehicle maintenance are improved.

Abstract: Disclosed here are a triboelectric generator electrode, manufacturing methods thereof, and light emitting shoes. The triboelectric generator electrode includes a porous electrode layer and a high molecular polymer insulating layer, and the porous electrode layer and the high molecular polymer insulating layer are mutually embedded to form an embedded body. The manufacturing method of the triboelectric generator electrode includes the following steps: (1) brushing a high molecular polymer insulating coating on the surface of a template having a microstructure, and carrying out a degassing treatment; (2) cutting a porous electrode layer with a smooth surface into a target size; (3) fitting the porous electrode layer to the surface of the high molecular polymer insulating coating, and carrying out a curing treatment; and (4) taking a high molecular polymer insulating coating/porous electrode layer composite film from the surface of the template.

Abstract: A pneumatic sensor in an electronic cigarette, a device for processing airflow and an electronic cigarette are provided. The pneumatic sensor in the electronic cigarette includes a housing, defining a chamber and provided with a window at a top of the housing, an air inlet at a side wall of the housing, and at least one suction hole at a bottom of the housing, the window, the air inlet, and the suction hole all being communicated with the chamber; a vibrating film unit, disposed inside the housing and provided with a vibrating film capable of vibrating under airflow; and an electrode plate, acting as a signal outputting end of the pneumatic sensor in the electronic cigarette, and the vibrating film has a fixed end fixed to the vibrating film unit and a free end.

Abstract: The present invention discloses a pneumatic sensor, having an air intake and an air outlet. The pneumatic sensor includes a first triboelectric component, a shell, a second triboelectric component and a third triboelectric component, wherein the shell has a hollow structure in a preset shape to form an airflow channel, and the airflow channel is communicated with the air intake and the air outlet, thus allowing the airflow to enter the airflow channel from the air intake and flow out from the air outlet; the first triboelectric component is arranged in the airflow channel, and the second and the third triboelectric components are arranged at positions capable of contacting with the first triboelectric component; and the second and the third triboelectric components include electric signal output terminals of the pneumatic sensor.

Abstract: This invention provides a process for reducing the amount of soluble halide in a solution comprising a liquid organic medium, at least one viscosity reducing agent, at least one dihydrocarbylmagnesium compound, and an initial amount of soluble halide. The process comprises mixing at least one alkali metal with the solution at a mole ratio of alkali metal to magnesium of less than about 1:2.5, thereby forming precipitated soluble halides. Also provided by this invention is a process for reducing the amount of soluble halide in a slurry comprising a liquid organic medium, at least one viscosity reducing agent, at least one dihydrocarbylmagnesium compound, solids from the formation of said dihydrocarbylmagnesium compound, and an initial amount of soluble halide. This process comprises mixing at least one alkali metal with the slurry at a mole ratio of alkali metal to magnesium of less than about 1:1.25, thereby forming precipitated soluble halides.

Abstract: A water shutoff and discharge control apparatus for sprinklers comprises a water intake apparatus mounted to a support seat and swung back-and-forth by a sprinkling control assembly. The water intake apparatus has a tube with a platform and multiple outlets thereon, and both end sections of the tube have multiple control channels each connecting to the interior of the tube for the extension of a control rod there-through. Each control rod has a flat surface with a water-sealing member and a water-sealing area disposed thereon to match to the outlet, permitting the water-sealing member to abut watertight against an internal plane surface of the platform and slide along with the movement of the control rod to correspond to the outlet for water shutoff/discharge control thereby. Besides, the contact area between the control rod and the platform can be reduced, facilitating easier and more efforts-saving operation of the control rod thereby.

Abstract: An apparatus is provided for arranging for processing a semiconductor device having surface components on its surface. A device support comprising a set of protrusions for contacting a surface of the semiconductor device supports the semiconductor device on a plane. The protrusions are arranged and positioned such that they avoid contact with the surface components on the surface. In order to grip the semiconductor device supported on the plane, a clamping device having a first set of clamps is configured for gripping the semiconductor device along a first axis and a second set of clamps is configured for gripping the semiconductor device along a second axis perpendicular to the first axis.

Abstract: A lamp having a planar light-emitting source includes a light-guiding structure, a light-emitting portion, and a shading supporting seat. The point-shaped lighting units of the light-emitting portion emit the point-shaped light beams toward the side plane of the light-guiding structure. Then, these beams enter the light-guiding structure. After turning approximately 90 degrees, a uniformly distributed planar light generated from the light-emitting plane of the light-guiding structure. So, a planar light source is obtained. In this invention, it has a planar light-emitting function with better lighting efficiency. The planar lighting is evenly distributed without shadow. Its energy consumption and heat generation are low. The product's life is prolonged. Its volume is small and it is portable.

Abstract: An apparatus and method are provided for aligning a plurality of semiconductor devices placed on a carrier. Alignment guides are located adjacent to each device in use, and arranged such that they correspond to a desired alignment of each semiconductor device. For alignment, the semiconductor devices are held by a positioning device comprising a plurality of holders, each holder being configured to generate a force to hold a semiconductor device. Actuators are also provided that are operative to move the positioning device and holders to bias the semiconductor devices against the alignment guides to orientate the semiconductor devices until they are aligned with said alignment guides.

Abstract: In a multi-layer video management and display method carried out on the networks, configuration parameters are set for a plurality of nodes on the networks so that these nodes can be divided into several father layers and several son layers. A root is also set for a network matrix mode. Connection between every two nodes is achieved through the network. The root registers to a registry center to get an authorized number of nodes. Each node then gets authorization from the root. A node therefore can remotely control the nodes at son layers belonging to it and get video images via the networks to accomplish easy expansion and integration and also have the advantages of providing distributed architecture and central management.

Abstract: A realtime video display method of mixed signals applies to a monitoring system. The monitoring system has a monitoring host connected to a plurality of digital monitoring devices and a plurality of analog monitoring devices. In this method, digital video data from an Internet/LAN/WAN and analog video data from a transmission interface are first received. Next, a data fetch server is used to collect the video data for processing and then output the processed image data to a data mixer. The data mixer then merges the digital video data and the analog video data into a signal mixing different data sources. The digital video data and the analog video data can thus be displayed at a browse terminal in real time. Therefore, signals of different types can be integrated for realtime display on the same management screen to effectively exploit a real benefit of security management.

Abstract: A novel manufacturing process is described for producing hindered phenolic alkyl esters, which may be useful as antioxidants. This process simplifies catalyst neutralization and removal during the preparation of hindered phenolic esters. Compositions that comprise the hindered phenolic esters produced according to these methods are also described.

Abstract: A system is provided for processing electronic devices, and in particular for handling, inspecting, sorting and offloading the same. An apparatus for inspecting an electronic device comprises a holder for supporting the electronic device and a driving mechanism for moving the electronic device between an onloading position where the electronic device is placed onto the holder and an offloading position where the electronic device is removed from the holder. A first optical system between the onloading and offloading positions is configured to inspect a first surface of the electronic device while it is supported by the holder, Concurrently or subsequently, a second optical system between the onloading and offloading positions is configured to inspect a second surface of the electronic device that is opposite to the first surface while it is supported by the holder.

Abstract: A window/light shelf system enhances the daylight illumination with no glare. The air space between the double panes of the window is enlarged, and a mini blind-like, light reflective or absorbing, low transparent glass plates unit is integrated in the middle to control the daylighting and to eliminate the glare. With the light reflective unit open and closed per solar/climate conditions, the system serves as a window, a light shelf with no glare, a solar heating source in the winter, and a solar heat reflector in the summer.