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71results about How to "Expand the range of values" patented technology

Internet financial credit evaluation method based on PSO-BP neural network

InactiveCN112037012AArbitrarily complex pattern classification capabilityExcellent multi-dimensional function mapping abilityFinanceArtificial lifePrincipal component analysisThe Internet
The invention discloses an Internet financial credit evaluation method based on a PSO-BP neural network, and the method comprises the steps: obtaining a result true value of information, carrying outthe normalization processing and principal component analysis dimensionality reduction of obtained data, dividing a test set and a training set, initializing the number of input nodes, the number of output nodes and the number of hidden layer nodes of the BP neural network; using a traditional gradient descent method and back propagation for continuously adjusting the weight and the threshold of anetwork to construct a BP neural network model, using a particle swarm algorithm for optimizing the connection weight and the threshold to obtain a PSOBP neural network model, and using a verification set for verification and optimization; and deploying the model to an application system to perform feature parameter extraction and prediction classification on data of a real-time application client. According to the invention, the convergence rate of the BP neural network is greatly improved, the obtained credit evaluation model of the PSO-BP neural network can accurately and quickly realize credit evaluation of an Internet financial applicant, the service timeliness of application approval is effectively improved, and the risk control cost and the application fraud risk are reduced.
Owner:百维金科(上海)信息科技有限公司

Image semantic segmentation method and system and computer storage medium

PendingCN111523546AHigh precisionConvenient and smooth forward and backward transmissionImage enhancementImage analysisImage resolutionConvolution
The invention discloses an image semantic segmentation method and system and a computer storage medium. The method comprises the steps of preprocessing an input image; capturing general features by using a convolutional neural network, and respectively embedding a spatial CNN and an attention model into proper positions of the general features; utilizing an SCNN algorithm to mine the general features to obtain deep feature information; extracting multi-scale feature information of the obtained general features and deep features through an attention model; and the fusion network fuses results obtained by the SCNN algorithm and the attention model to generate a final predicted semantic segmentation result. The method is used for solving the problems that in the prior art, the image resolution is reduced, and a multi-scale object is difficult to correctly identify and segment, and is beneficial to improving the accuracy of a semantic segmentation network.
Owner:HUNAN UNIV

Transaction information verification method and device

The invention provides a transaction information verification method and a transaction information verification device. The transaction information verification method comprises the following steps: receiving transaction information submitted by a user, and performing digital signature and encryption processing; transmitting encryption transaction information with a digital signature to an electronic bank server, verifying the digital signature and judging the legality of the transaction information through the electronic bank server, and after judging that the digital signature is qualified and the transaction information is legal, generating a transaction verification code according to the transaction information; receiving a transaction verification code and a server electronic signature fed back from the electronic bank server, and verifying the server electronic signature; after the verification is approved, prompting the user to input the verification code in a mode that button lamps are lightened or tuned off or the colors of the button lamps are changed through corresponding buttons according to the transaction verification code; judging whether the verification code input by the user through operation buttons is correct or not; after the verification code is correctly input, generating verification approval information, transmitting to the electronic bank server, and processing the transaction information through the electronic bank server according to the verification approval information, and completing the transaction.
Owner:INDUSTRIAL AND COMMERCIAL BANK OF CHINA

Single-screw pump capable of balancing axial force and radial force

The invention discloses a single-screw pump capable of balancing axial force and radial force. The single-screw pump comprises a universal shaft, an upper transmission shaft, a stator, a rotor, a lower transmission shaft and axial planetary gear trains, wherein the upper end and the lower end of the rotor are provided with the planetary gear trains, the upper end of the rotor is fixedly connected with a planetary gear of the upper planetary gear train through the upper transmission shaft, and the lower end of the rotor is fixedly connected with a planetary gear of the lower planetary gear train through the lower transmission shaft; the upper end of the upper transmission shaft is connected with the universal shaft. According to the invention, the motion input to the rotor is planetary motion which is the same as the motion of the rotor in motion law; the planetary gears can balance the radial force and upsetting moment which are caused by the rotor, and the universal shaft balances the axial force, so that the stress of the rotor and the stator of the single-screw pump is greatly improved, and the service life is greatly prolonged; because the motion law of the input motion is the same as that of the rotor, the phenomenon of self locking generated by the fact that the frictional angle between the rotor and the stator is oversize is eliminated, so that the value range of design parameters of the single-screw pump is enlarged, and a short lead and a long eccentric distance can be adopted.
Owner:CHINA UNIV OF PETROLEUM (EAST CHINA)

Electrode arrangement for an electrodynamic fragmentation plant

The invention relates to an electrode arrangement for an electrodynamic fragmentation plant having a passage opening (1) for fragmentation material (3) and having several electrode pairs (4a, 5a; 4a, 5b; 4b, 5c; 4b, 5d; 4c, 5e; 4c, 5f; 4d, 5g; 4d, 5h) by means of which, by charging the electrodes (4a-4d, 5a-5h) thereof with high-voltage pulses, in each case high-voltage discharges can be generated within the passage opening (1), for fragmentation of the fragmentation material (3). The passage opening (1) is formed in such a way and the electrodes (4a-4d, 5a-5h) of the electrode pairs are arranged therein in such a way that for each electrode pair (4a, 5a; 4a, 5b; 4b, 5c; 4b, 5d; 4c, 5e; 4c, 5f; 4d, 5g; 4d, 5h) in the area of a shortest connecting line (L) between the electrodes of the respective electrode pair, a ball (K) can pass through the passage opening (1), the diameter of which is bigger than the length of this respective shortest connecting line (L).With such an electrode arrangement it is possible to carry out an electrodynamic fragmentation of fragmenatation material in an economical manner with comparatively small high-voltage pulses. This also results in the possibility of expanding the realizable target value range of existing plants considerably in the direction of larger target values by retrofitting such plants with the electrode arrangement according to the invention.
Owner:SELFRAG

Electrode arrangement for an electrodynamic fragmentation plant

The invention relates to an electrode arrangement for an electrodynamic fragmentation plant having a passage opening (1) for fragmentation material (3) and having several electrode pairs (4a, 5a; 4a, 5b; 4b, 5c; 4b, 5d; 4c, 5e; 4c, 5f; 4d, 5g; 4d, 5h) by means of which, by charging the electrodes (4a-4d, 5a-5h) thereof with high-voltage pulses, in each case high-voltage discharges can be generated within the passage opening (1), for fragmentation of the fragmentation material (3). The passage opening (1) is formed in such a way and the electrodes (4a-4d, 5a-5h) of the electrode pairs are arranged therein in such a way that for each electrode pair (4a, 5a; 4a, 5b; 4b, 5c; 4b, 5d; 4c, 5e; 4c, 5f; 4d, 5g; 4d, 5h) in the area of a shortest connecting line (L) between the electrodes of the respective electrode pair, a ball (K) can pass through the passage opening (1), the diameter of which is bigger than the length of this respective shortest connecting line (L).With such an electrode arrangement it is possible to carry out an electrodynamic fragmentation of fragmentation material in an economical manner with comparatively small high-voltage pulses. This also results in the possibility of expanding the realizable target value range of existing plants considerably in the direction of larger target values by retrofitting such plants with the electrode arrangement according to the invention.
Owner:SELFRAG

Adjustable capacitance circuit and delay adjusting circuit

ActiveCN114362510ASmall capacitance minimumIncrease the variable ratioElectronic switchingApparatus without intermediate ac conversionControl signalParasitic capacitance
The invention discloses an adjustable capacitor circuit and a delay adjusting circuit. The adjustable capacitance circuit comprises at least one capacitance adjusting unit. The capacitance adjusting unit comprises two adjusting subunits, each adjusting subunit comprises a capacitor, a power one-way conduction tube and a loop module, the first pole of the capacitor serves as the first end of the adjusting subunit, and the second pole of the capacitor is connected with the first pole of the power one-way conduction tube and the second end of the loop module; a second pole of the electric power one-way conduction tube is connected with a control signal end and serves as a second end of the adjusting subunit, a first end of the loop module is connected with a first voltage end, and the two adjusting subunits are arranged in a mirror image mode through the control signal end; the loop module is used for providing a loop for the one-way conduction pipe. The parasitic capacitance of the one-way conduction tube is very small, so that the variable capacitance ratio of the adjustable capacitance circuit can be increased, and the adjustable capacitance circuit can be used in a high-speed circuit. And meanwhile, the application range of the adjustable capacitor circuit can be expanded.
Owner:SUZHOU RIGOL PRECISION ELECTRIC TECH

A detection device for the thickness of foundation engineering construction sediment

This application relates to a detection device for the thickness of foundation engineering construction sediment, which includes a detection rod, the outer peripheral surface of the detection rod is surrounded by a plastic film, the lower end of the plastic film is sealed and fixed with the outer peripheral surface of the detection rod, and the upper end of the detection rod is provided with an operation panel. The lower end of the plate is provided with a measuring cylinder around the probe rod, the upper end of the plastic film is connected to the lower end of the measuring cylinder, and forms a cavity for containing water with the outer peripheral surface of the probe rod; A counterweight ring is sleeved, and the lower end surface of the operation panel is provided with a guide rod that runs through the counterweight ring, and the lower end of the guide rod is provided with a limit piece; The lower end of the plastic film abuts, the liquid level in the plastic film is flush with the lower end of the measuring cylinder, and the upper end surface of the limit piece abuts against the lower end surface of the counterweight ring. The application has the effect of facilitating detection personnel to accurately measure the sediment thickness.
Owner:广东钜能建设有限公司

Self-adaptive relation modeling method for structured data

The invention relates to a self-adaptive relation modeling method for structured data, and belongs to the technical field of artificial intelligence prediction. K*o exponential neurons are used for modeling a feature interaction relation between structured data attributes, K is the number of attention heads, and o is the number of exponential neurons of each attention head; all exponential neurons of each attention head share a bilinear attention function weight matrix W[att]; and the i exponential neuron yi of each attention head is expressed as formulas defined in the specification, a dynamic feature interaction weight w[i] is given by a formula w[i]=z[i]*v[i], z[i] is used as a gate, is dynamically generated through bilinear attention alignment scores and is expressed as formulas defined in the specification, alpha-entmax(.) is sparse softmax, and the sparsity is increased along with the increase of alpha. Compared with the prior art, the method has the advantages that input is not needed and must be positive, and the effectiveness of cross feature modeling is improved; the white box design is followed, and the modeling process is more transparent; the cross feature of any order are dynamically and selectively modeled according to the input data, so that the accuracy and the efficiency are improved; the global/local interpretability of the model is improved through the attention weight and the gating mechanism.
Owner:BEIJING INSTITUTE OF TECHNOLOGYGY
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