Abstract: A method for performing data recovering operation by an electronic device is provided. The method includes: receiving, by a processor of the electronic device, object data, wherein the object data comprises an incomplete matrix; identifying, by the processor, a plurality of first entries (xi,j) of the incomplete matrix according to the object data; inputting, by the processor, the first entries (xi,j) and a preset maximum loop count (Kmax) into an executed analysis model using Bi-Branch Neural Network (BiBNN) Algorithm; and obtaining, by the processor, a plurality of second entries (mi,j) of a recovered complete matrix corresponding to the incomplete matrix from the analysis model, wherein values of the second entries are determined as original values of the first entries of the incomplete matrix, such that incorrect data in the incomplete matrix is recovered.

Abstract: The disclosure discloses an AI-based condition classification system for patients with novel coronavirus, which includes: a classification model acquisition module for training one or more binary classification models that classify patient conditions according to patient data, and obtain the most accurate binary classification model as the target model, and determine the interpretable features in the patient data; a preprocessing module is configured to extract the interpretable features in the patient data to be classified, and then perform preprocessing on the extracted features to fill in the missing values and replace the abnormal values in the data, so as to obtain the features to be classified after the preprocessing is completed; a condition classification module is configured to use the features to be classified as the input for the target model, and the target model is used to complete condition classification for the patients to be classified.

Abstract: Provided are a COA array substrate and a display device. The array substrate is provided with a base layer, a metal layer, and a color resist layer from bottom to top. The array substrate is further provided with contact holes passing through the color resist layer and in contact with the metal layer, and the contact holes are arranged so that the alignment film droplets can be distributed when the alignment film droplets drop right onto the contact holes. Air bubbles as in the prior art are thus avoided, thereby preventing a cell gap due to accumulation of an alignment film from becoming larger. Thus, a luminance difference is avoided and the quality of the product is improved without upgrading the existing equipment. The brightness uniformity of the display device is improved by using the array substrate.

Abstract: Provided are a COA array substrate and a display device. The array substrate is provided with a base layer, a metal layer, and a color resist layer from bottom to top. The array substrate is further provided with contact holes passing through the color resist layer and in contact with the metal layer, and the contact holes are arranged so that the alignment film droplets can be distributed when the alignment film droplets drop right onto the contact holes. Air bubbles as in the prior art are thus avoided, thereby preventing a cell gap due to accumulation of an alignment film from becoming larger. Thus, a luminance difference is avoided and the quality of the product is improved without upgrading the existing equipment. The brightness uniformity of the display device is improved by using the array substrate.

Abstract: An apparatus of mass flow controlling for use in an integrated gas delivery system, comprising an input terminal, a sensor unit, an electromagnetic valve, and a control unit. The control unit comprises an A/D converter, a microprocessor, and a valve control circuit. The A/D converter converts a flow rate setting signal inputted by the input terminal into a first digital signal, and converts a flow rate detection signal outputted by the sensor unit into a second digital signal. The microprocessor further comprises a control module and a calculation module. The valve control circuit opens the electromagnetic valve according to the first control signal only, and further regulates an openness of the electromagnetic valve according to the first control signal and the second control signal. It is concluded that response time of the mass flow control apparatus of the present invention is shorten, and control quality is improved.

Abstract: An apparatus of mass flow controlling for use in an integrated gas delivery system, comprising an input terminal, a sensor unit, an electromagnetic valve, and a control unit. The control unit comprises an A/D converter, a microprocessor, and a valve control circuit. The A/D converter converts a flow rate setting signal inputted by the input terminal into a first digital signal, and converts a flow rate detection signal outputted by the sensor unit into a second digital signal. The microprocessor further comprises a control module and a calculation module. The valve control circuit opens the electromagnetic valve according to the first control signal only, and further regulates an openness of the electromagnetic valve according to the first control signal and the second control signal. It is concluded that response time of the mass flow control apparatus of the present invention is shorten, and control quality is improved.

Abstract: The present invention provides a new type flow control system comprising a valve control circuit and a power source circuit. Two terminals of the primary coil of the power source circuit transformer are respectively connected with two power source circuit FETs, the secondary coil of the power source circuit transformer is connected to the voltage output terminal of the power source circuit through a power source rectification circuit. The gates of the power source circuit FETs are connected with a switching regulator. The AC input terminal of the valve control circuit is connected with a valve control circuit transformer. The primary coil of the valve control circuit transformer is connected with a valve control circuit FET, the secondary coil of the transformer is connected to a mechanical valve through a valve control rectification circuit. A microcontroller outputs PWM signals to the gate of the valve control circuit FET.

Abstract: The present invention provides a new type flow control system comprising a valve control circuit and a power source circuit. Two terminals of the primary coil of the power source circuit transformer are respectively connected with two power source circuit FETs, the secondary coil of the power source circuit transformer is connected to the voltage output terminal of the power source circuit through a power source rectification circuit. The gates of the power source circuit FETs are connected with a switching regulator. The AC input terminal of the valve control circuit is connected with a valve control circuit transformer. The primary coil of the valve control circuit transformer is connected with a valve control circuit FET, the secondary coil of the transformer is connected to a mechanical valve through a valve control rectification circuit. A microcontroller outputs PWM signals to the gate of the valve control circuit FET.