Abstract: Techniques for optimizing and deploying deep neural network (CNN) machine learning models for inference using static analysis are described. A method includes obtaining a deep neural network (DNN) machine learning (ML) model, generating an intermediate representation for the ML model, the intermediate representation including one or more nodes corresponding to one or more operators utilized by the ML model, identifying, for at least one node of the intermediate representation, an optimized schedule for at least one operator corresponding to the at least one node using a static analysis that is based on a hardware-specific cost model, generating an optimized intermediate representation using the optimized schedule that is optimized for execution on a hardware platform, and generating code corresponding to the ML model based at least in part on the optimized intermediate representation, wherein the code is specific to the hardware platform.

Abstract: The present disclosure provides a transparent conductive contact passivation heterojunction solar cell and a cell component, the heterojunction solar cell comprises a silicon substrate, a tunneling layer, a first transparent conductive film layer and an anti-reflection layer, wherein: the silicon substrate has a first surface and a second surface opposite to each other, and the first surface is closer to a light-facing side of the heterojunction solar cell than the second surface; the tunneling layer, the first transparent conductive film layer and the anti-reflection layer are located on the first surface in sequence. The heterojunction solar cell and cell component provided by this disclosure can increase the short-circuit current of the heterojunction solar cell, improve the efficiency of the solar cell, and achieve a better passivation effect overall.

Abstract: The provided is a remote sensing observation equipment, including a base and a remote sensing observation instrument, the remote sensing observation instrument is located above the base, a lifting mechanism is arranged between the remote sensing observation instrument and the base, a sliding groove is arranged on both sides of the middle part of the base, both of the sliding grooves are slidingly assembled with sliding seats, both of the sliding seats are fixed with a first protective shell, the ends of the two first protective shells are abut against each other and located outside the remote sensing observation instrument, a fixed mechanism is arranged between the sliding seat and the sliding groove; protecting the remote sensing observation instrument through the first protective shell and the second protective shell being closed to each other, avoids the instrument being damaged by collision, and prolongs the service life of the instrument.

Abstract: Provided is a stress blank angle eliminating device and method for a dynamic true triaxial electromagnetic Hopkinson bar. Objectives of eliminating influence of a stress blank angle in a sample in a test and preventing permanent deformation caused by mutual collision between the Hopkinson bars are achieved. The adjustable test device for eliminating the stress blank angle eliminates influence of the stress blank angle generated by the sample in a triaxial six-direction dynamic impact test process, and is convenient for obtaining real dynamic failure parameters of the sample.

Abstract: A liquid crystal display includes a display panel and a driving unit. The display panel includes a plurality of resetting sections, which correspond to display a plurality of screens, respectively. There is a first voltage difference between a corresponding one of the column voltages and a corresponding one of the row voltages of one of the resetting sections, and there is a second voltage difference between a corresponding one of the column voltages and a corresponding one of the row voltages of another of the resetting sections. The second voltage difference reaching a second maximum voltage difference value is after the first voltage difference reaching a first maximum voltage difference value by a delay time, so as to clear the screens.

Abstract: The present invention relates to a cholesteric liquid crystal display, a micro processing unit, and a method for hybrid driving. The cholesteric liquid crystal display comprises a display panel and a micro processing unit. First, a grayscale threshold value needs to be set in advance. The micro processing unit will change the grayscale value of the display unit exceeding the grayscale threshold value to the new grayscale value displayed by the bright state color, and display the image by the DDS driving mode. Then the micro processing unit drives the display image in the PWM drive mode, which can greatly improve the color level and contrast display effect of the image.

Abstract: Information configuration method for display apparatus, and display apparatus are provided. The display apparatus includes display and communication modules, and the information configuration method for the display apparatus includes: obtaining environmental information where the display apparatus is located; determining, by the communication module, a communication mode matching with the environment information, receiving target information sent by a server; and displaying, by the display module, target content corresponding to the target information. According to the display apparatus, information required to be displayed can be display by the display module, and by displaying different information, the display apparatus can be reused, thereby reducing waste.

Abstract: The present disclosure provides a display control method of a spliced screen including a plurality of sub-display screens, including: sending a display control signal to each sub-display screen in a wireless sending manner according to a time code signal; receiving, by each sub-display screen, the display control signal in a wired receiving manner, and reporting status information of each sub-display screen to the display controller; and controlling, by the display controller, displaying of each sub-display screen according to the status information of each sub-display screen, where the time code signal indicates a current time point; the display control signal is configured for controlling the sub-display screen to perform corresponding display processing on display content stored, so that the sub-display screens display a target display content together. The present disclosure further provides a display control device, a display system, an electronic device, and a computer readable storage medium.

Abstract: A content addressable memory (CAM) and a CAM cell are provided. The CAM includes a memory cell array and a disabling circuit. The memory cell array includes a plurality of CAM cells, wherein each of the CAM cells includes a memory cell circuit and a comparison circuit. When the CAM cells in a first column of the memory cell array are normal, the disabling circuit enables the comparison circuits of the CAM cells in the first column, so that the comparison circuits in the first column respectively present the comparison results on different match lines. When any one of the CAM cells in the first column is defective, the disabling circuit disables the comparison circuits of the CAM cells in the first column, so that the disabled comparison circuits does not affect the different match lines.

Abstract: The disclosure discloses a point-of-interest recommendation method based on a temporal knowledge graph. Based on the historical behavior trajectory of the user and multimodal information, the disclosure constructs a dynamic temporal knowledge graph and a static group knowledge graph, which are used to learn interest preferences of the user that change over time and stable features that do not change over time, respectively. At the same time, the disclosure uses deep learning methods to build a point-of-interest recommendation model, which can extract a point-of-interest fusion feature representation and a user fusion feature representation from the two knowledge graphs in combination with a user review sentiment embedding sequence to accurately predict a point of interest most likely to be visited by the target user at a next moment. The disclosure has the characteristics of high precision and strong scalability, and can provide support for personalized user behavior trajectory prediction.

Abstract: An injection molded slide actuator assembly which has a frame, a slide carrier and a slide track member. The injection molded slide actuator has an X, Y, and Z axis with the slide track member having at least one track slot extending along the y and the Z direction and said slide carrier having at least one cooperating outwardly extending side members for engaging the at least one track slot.

Abstract: A method for invoking a plugin of a large language model includes: acquiring natural language content; performing semantic understanding on the natural language content and detecting whether the natural language content hits a plugin to obtain a first plugin pointed to by the plugin hit result; comparing the first plugin with a second plugin corresponding to the current session understanding task to determine a to-be-executed session understanding task and a third plugin corresponding to the to-be-executed session understanding task; acquiring the language understanding content of the to-be-executed session understanding task and sending the language understanding content to the large language model to obtain the input parameter of the third plugin; and calling the third plugin according to the input parameter of the third plugin to obtain the calling result of the to-be-executed session understanding task.

Abstract: A glass manufacturing apparatus including a forming apparatus, the forming apparatus including an edge separation assembly. The edge separation assembly includes a scoring device with a scoring tool coupled thereto, a backing roller, a pair of stabilizing rollers configured to pinch a central portion of the glass ribbon therebetween, and a separation roller configured to apply a separation force against an edge portion of the glass ribbon to separate the edge portion from the central portion. The edge separation apparatus may further include a first plurality of guide rollers arranged to direct the separated edge portion away from the central portion and a second plurality of guide rollers configured to guide the central portion. The forming apparatus further includes a cross-cut assembly configured to separate a glass sheet from the central portion.

Abstract: Various hub motor arrangements, systems, and methods are disclosed. The hub motor arrangement may include a transmission assembly to provide increased torque. The transmission assembly may include a motor gear, a planetary gear, an idler gear, and a ring gear. The idler gear may be positioned farther away from an axis of rotation of the hub motor arrangement compared to the planetary gear. The motor gear may drive the planetary gear, the planetary gear may drive the idler gear, and idler gear may drive the ring gear. The rotation of the ring gear may rotate a housing of the hub motor arrangement to propel a vehicle incorporating the hub motor arrangement.

Abstract: An image signal adjustment method of a detection device is provided. The detection device outputs an image signal including multiple subpixels. The image signal adjustment method includes the following steps: locating a subpixel to be adjusted; analyzing gray-scale values of subpixels in a first direction passing through the subpixel to be adjusted; and using the gray-scale values of the subpixels in the first direction to calculate a gray-scale value of the subpixel to be adjusted.

Abstract: An apparatus obtains an input signal representative of a current passing through a first circuit and applies the input signal to one or more input nodes of a second circuit configured according to a convolutional neural network model. The apparatus drives one or more output nodes of the second circuit according to a detection by the convolutional neural network model of an arc fault in the current passing through the first circuit. The one or more output nodes are driven to either a first value indicative of an absence of the detection of the arc fault in the current passing through the first circuit, or a second value indicative of the detection of the arc fault in the current passing through the first circuit. A switch through which the current passes remains closed in response to the first value and opens in response to the second value.

Abstract: The disclosure provides a method, apparatus, electronic device and storage medium for information processing. The disclosure employs the following technical solutions. In some embodiments, the disclosure provides a method for information processing: creating a first document, displaying a workflow creation interface in response to receiving a first operation event in the first document; creating a workflow item associated with the first document in response to a second operation event for the workflow creation interface, wherein the workflow item has an associated processing personnel; displaying a workflow processing interface of the workflow item in the first document; wherein the workflow processing interface has a processing control for processing the workflow item. The embodiments of the disclosure improve the processing efficiency of the workflow item.

Abstract: The invention relates to an electrochemically assisted ion exchange water treatment device comprising a first inlet feeding water into line L0 a prefiltration unit, an electrochemical cell assembly capable of removing ions from a solution stream, the assembly comprising a first unit comprising at least two electrochemical cells connected in parallel with each other, and a second unit connected in series to the first unit; a second inlet for feeding water into line FL during regeneration state, wherein FL feeds water into the first and second units through lines FL12 and FL3 respectively; wherein line FL12 further branches into two lines to feed water into both cells of the first unit; a wastewater line WL and an outlet for discarding wastewater from the cells; a carbon filtration unit positioned downstream of the assembly; an outlet for dispensing treated water.

Abstract: The present disclosure provides a method, apparatus, electronic device, and storage medium for information processing. A method of information processing provided by embodiments of the present disclosure includes: in response to processing of a first item, determining processing information of the first item, the processing information including: processing path information and/or processing duration information for processing the first item; determining whether the processing information satisfies the predetermined judgment condition; and in response to the processing information satisfying the judgment condition, display first predetermined information. The method of information processing proposed by the embodiments of the present disclosure may issue a reminder when a path or a duration in which a processing staff processes the first item satisfies the judgment condition, so as to avoid a risk caused by carelessness of the processing staff.