Abstract: A display panel includes a substrate, a pixel circuit layer, a light-emitting element, and an auxiliary electrode. The pixel circuit layer is arranged on a side of the substrate and includes a pixel circuit. The pixel circuit includes an initialization transistor. An active layer of the initialization transistor includes a channel region, a first electrode region, and a second electrode region. The light-emitting element is arranged on a side of the pixel circuit layer away from the substrate and electrically connected to the pixel circuit. The light-emitting element includes a first electrode, a light-emitting material layer, and a second electrode laminated on each other. The auxiliary electrode is arranged on the side of the pixel circuit layer away from the substrate and electrically connected to the second electrode. The auxiliary electrode is electrically connected to the second electrode region through a via hole.

Abstract: The display panel comprises: a plurality of pixels arranged in an array. Each pixel comprises a plurality of subpixels. The plurality of pixels arranged in an array comprise: a plurality of pixel rows. Each pixel row comprises a plurality of subpixels arranged in a first direction. The plurality of pixel rows extend in a second direction. The first direction intersects with the second direction. The display panel comprises: a first array substrate and a first opposing substrate arranged opposite to each other, and a first liquid crystal layer located between the first array substrate and the first opposing substrate. The first array substrate comprises: a plurality of first driving transistors arranged in an array. At least one pixel is arranged between two adjacent first driving transistors in the first direction. The first opposing substrate comprises: a plurality of light shielding portions in one-to-one correspondence to the first driving transistors.

Abstract: The present invention relates to the field of genetic engineering, particularly to a recombinant expression vector for rapidly screening the high expression strains and a method for rapidly screening high expression strains. In the invention, an exogenous red fluorescent protein and Aspergillus fumigatus cell surface protein localization signal are fused and expressed, and the fusion gene (DsRed-AfMP1) is integrated into the genome of Trichoderma reesei, so as to construct a strain displaying red fuorescent protein on the surface of Trichoderma reesei. By sorting Trichoderma reesei strains with red fluorescent protein on the surface by flow cytometry, genes beneficial to the improvement of cellulase activity can be quickly isolated.

Abstract: A method for identifying an individual of an oplegnathus punctatus based on a convolutional neural network is provided. Target initial positioning involves three continuous convolutional layers and an average pooling layer. A region of feature interest point is obtained, a hyperparameter candidate box is set to obtain a region, thereby obtaining an approximate position of a target object. II_Net backbone convolutional neural network includes six convolutional layers and four pooling layers, which includes a LeakyReLU activation function used as an activation function of the first convolutional layer, convolutional network layers of Alexnet and parameter data, and a maximum pooling layer of an overlapped pooling structure. Fully connected layers use a genetic algorithm to improve data transmission between layers. With the established model, identification of the individual of the oplegnathus punctatus is performed by using test data.

Abstract: The invention provides a laser processing system having the function of optical diffraction tomography, comprising: an integrated imaging optical path and a processing optical path; the imaging optical path is used to perform optical diffraction tomography on the device to be processed; the processing optical path is used for processing the device to be processed. Moreover, the specific optical path structure is introduced. During the processing of the device to be processed, the laser processing system can also perform real-time imaging of the device to be processed without shifting the device to be processed. That is to say, the laser processing and imaging processing of the device to be processed can be realized at the same time in a laser processing system.

Abstract: By the abovementioned technical solutions, the present disclosure provides optimizing a vector autoregressive model conforming to structural constraints of sparsity and acyclicity. A regularization term is introduced to the model to impose the sparsity structural constraint such that most off-diagonal coefficients of an autoregressive coefficient matrix are forced to zero values. One or more penalty terms are introduced to the model to impose the acyclicity structural constraint such that coefficients of the main diagonal are not causally self-related. The resulting model is then reformulated for computation as an augmented Lagrangian function, and further computed for different parameters in alternating iterations to make the computations tractable and within magnitude and precision limits of digital computers.

Abstract: A method for identifying an individual of an oplegnathus punctatus based on a convolutional neural network is provided. Target initial positioning involves three continuous convolutional layers and an average pooling layer. A region of feature interest point is obtained, a hyperparameter candidate box is set to obtain a region, thereby obtaining an approximate position of a target object. II_Net backbone convolutional neural network includes six convolutional layers and four pooling layers, which includes a LeakyReLU activation function used as an activation function of the first convolutional layer, convolutional network layers of Alexnet and parameter data, and a maximum pooling layer of an overlapped pooling structure. Fully connected layers use a genetic algorithm to improve data transmission between layers. With the established model, identification of the individual of the oplegnathus punctatus is performed by using test data.

Abstract: Time series decomposition method and system are provided. Time series data including at least a seasonality component is received. A noise removal filter may be applied to the time series data. Furthermore, a trend component and the seasonality component are extracted from the time series data. A residual component may subsequently be extracted from the time series data based on the trend component and the seasonality component. Anomaly detection may then be performed on the trend component or the residual component to determine whether an anomaly exists in the time series data.

Abstract: Input time series data of a particular time length may be received, and pre-processed to obtain processed time series data. The processed time series data may then be decomposed into a plurality of pieces of time series data of the particular time length at different levels, and a detection of whether a piece of time series data at a particular level includes a periodic component candidate in a frequency domain may be performed. In response to detecting that the piece of time series data at the particular level includes the periodic component candidate in the frequency domain, a validation may be performed to determine whether the periodic component candidate in the piece of time series data at the particular level is a true periodic component of the input time series data in a time domain.

Abstract: By the abovementioned technical solutions, the present disclosure provides optimizing a vector autoregressive model conforming to structural constraints of sparsity and acyclicity. A regularization term is introduced to the model to impose the sparsity structural constraint such that most off-diagonal coefficients of an autoregressive coefficient matrix are forced to zero values. One or more penalty terms are introduced to the model to impose the acyclicity structural constraint such that coefficients of the main diagonal are not causally self-related. The resulting model is then reformulated for computation as an augmented Lagrangian function, and further computed for different parameters in alternating iterations to make the computations tractable and within magnitude and precision limits of digital computers.

Abstract: Input time series data of a particular time length may be received, and pre-processed to obtain processed time series data. The processed time series data may then be decomposed into a plurality of pieces of time series data of the particular time length at different levels, and a detection of whether a piece of time series data at a particular level includes a periodic component candidate in a frequency domain may be performed. In response to detecting that the piece of time series data at the particular level includes the periodic component candidate in the frequency domain, a validation may be performed to determine whether the periodic component candidate in the piece of time series data at the particular level is a true periodic component of the input time series data in a time domain.

Abstract: Time series decomposition method and system are provided. Time series data including at least a seasonality component is received. A noise removal filter may be applied to the time series data. Furthermore, a trend component and the seasonality component are extracted from the time series data. A residual component may subsequently be extracted from the time series data based on the trend component and the seasonality component. Anomaly detection may then be performed on the trend component or the residual component to determine whether an anomaly exists in the time series data.

Abstract: An electrical connector includes: an insulative housing comprising a base portion defining a rearward surface and a tongue portion extending forwardly from the base portion; plural conductive terminals affixed to the insulative housing and each having a contacting portion exposed to the top and bottom surfaces of the tongue portion, a fixing portion embedded in the base portion, and a soldering portion extending backwardly out of the base portion; a shielding plate affixed to the insulative housing; a shielding shell covering the insulative housing and defining a sol space with the rearward surface of the base portion; and a waterproof sheet; wherein the base portion further comprises a stepped portion in the sol space, the waterproof sheet is formed by solidification of liquid insulative material flowing from the stepped portion to the rearward surface, and the waterproof sheet encloses the stepped portion.

Abstract: An electrical connector includes: an upper and lower terminal modules each including plural terminals; a metallic plate secured between the upper and lower modules; a metallic bracket accommodating the secured metallic plate and upper and lower terminal modules; and an insulative body insert-molding the metallic bracket with the secured metallic plate and upper and lower terminal modules to form a tongue exposing the terminals of each of the upper and lower terminal modules. The metallic bracket contacts the metallic plate and borders the tongue.

Abstract: An electrical connector includes: an insulative housing comprising a base portion and a tongue portion extending forwardly from the base portion; a number of upper and low terminals mounted in the insulative housing and exposed to an upper surface and a lower surface of the tongue portion, the upper terminals and the lower terminals being equal in number, both the upper terminals and the lower terminals comprising five intermediate terminals arranged centrally in succession and one grounding terminal spaced from the five intermediate terminals by two terminal positions, each of the five intermediate terminals having a reserved space for not arranging a terminal, the five intermediate terminals comprising an auxiliary terminal; and a shielding plate disposed between the upper terminals and the lower terminals.

Abstract: An electrical connector for mounting on a printed circuit board includes an insulative housing having an upper contact module and a lower contact module. A row of upper contacts are retained in the upper contact module and a row of lower contacts are retained in the lower contact module. The row of upper contacts and the row of lower contacts includes plural conductive contacts and a pair of grounding contacts located at opposite sides of the conductive contacts. Each conductive contact is covered by matching surfaces of the upper contact module and the lower contact module, and each grounding contact is exposed on the matching surfaces of the upper contact module and the lower contact module. A shielding plate contacts the pair of grounding contacts in an up-to-down direction.

Abstract: An electrical connector includes an insulative housing, a number of conductive contacts affixed to the insulative housing, a middle shielding plate affixed to the insulative housing, a shielding shell enclosing the insulative housing for forming a mating room; and an outer metal shell enclosing the shielding shell. The insulative housing has a base portion and a tongue portion extending forwardly from the base portion. The electrical connector further includes a sealer with an o-ring at a front end thereof. The sealer is insert-molded with the shielding shell for forming a waterproof structure enclosing the insulative housing. A front end of the outer metal shell resists the sealer. The outer metal shell encloses the sealer, making the sealer attach to shielding shell firmly. The sealer achieves a good waterproof effect.

Abstract: An electrical connector includes an insulative housing, a number of terminals carried by the insulative housing, a metallic shielding plate retained in the insulative housing, and a shielding shell attached to the insulative housing. The insulative housing has a number of receiving slots located at a back-end thereof. The terminals have a number of soldering portions exposed from the insulative housing. Each receiving slot is located between every two neighboring soldering portions to receive soldering material.

Abstract: An electrical connector includes: an insulative housing having a base portion and a tongue portion extending forwardly from the base portion; a number of terminals retained in the insulative housing; a shielding shell attached to the insulative housing to form a receiving space; a metal shell for mounting on a printed circuit board, the metal shell being affixed to the shielding shell; and an insulative shell insert-molded with the metal shell and enclosing the shielding shell.

Abstract: An electrical connector includes: a plug connector including an insulative housing, plural conductive terminals affixed to the insulative housing, a shielding plate affixed to the insulative housing, and a shielding shell enclosing the insulative housing; and an insulative shell attached to the plug connector and a silicon o-ring integrated with an opening of the insulative shell.