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40 results about "Denormalization" patented technology

Denormalization is a strategy used on a previously-normalized database to increase performance. In computing, denormalization is the process of trying to improve the read performance of a database, at the expense of losing some write performance, by adding redundant copies of data or by grouping data. It is often motivated by performance or scalability in relational database software needing to carry out very large numbers of read operations. Denormalization should not be confused with Unnormalized form. Databases/tables must first be normalized to efficiently denormalize them.

Network security situation prediction method based on improved BPNN (back propagation neural network)

ActiveCN106453293AAccurate predictionImprove prediction convergence speedTransmissionNODALChaos theory
The invention relates to the technical field of network security evaluation, in particular to a network security situation prediction method based on a combination of the chaos theory and a neural network. The method comprises the following steps: carrying out processing of normalized network security situation value sequence sets through the mutual information method and the cao method to obtain the optimum embedded dimensions of network security situation sample values, carrying out phase-space reconstruction, and analyzing the maximum Lyapunov exponent of reconstructed samples to determine whether the evaluated samples have chaos predictability or not; determining the numbers of nodes of an output layer and a hidden layer of a BPNN according to characteristics of a nonlinear time sequence and experience; carrying out parameter optimization through an improved firefly algorithm, so as to determine network weights and offset values and establish a network security situation prediction model; and inputting test set samples into the BP neutral network for prediction, and carrying out denormalization of obtained prediction values. The method provided by the invention has the advantages that a network security situation can be more precisely predicted, and the network security situation prediction convergence rate can be increased.
Owner:CHONGQING UNIV OF POSTS & TELECOMM

Method and apparatus for establishing model for cement pre-grinding process, and application thereof

InactiveCN110187636ADoes not reduce involvementAdaptive controlDenormalizationProcess engineering
A method and an apparatus for establishing a model for a cement pre-grinding process, and application thereof are provided. The method comprises: determining each parameter; determining a qualitativerelationship between the nodes by taking each parameter as a node, and establishing a preliminary fuzzy cognitive map; solving a correlation parameter value; and substituting the correlation parametervalue into the preliminary fuzzy cognitive map to acquire a fuzzy cognitive model. The apparatus comprises: a parameter determining unit, a preliminary fuzzy cognitive map establishing unit, an arithmetic unit and a fuzzy cognitive model acquiring unit. The application is that the fuzzy cognitive model is applied to the parameter prediction in the cement combined grinding pre-grinding process, and comprises the steps of: using actual production data at the time t, a qualitative relationship of the model, a correlation parameter value and a conversion function to calculate a state value of each node of the model at the time t+1; and after denormalization, obtaining a predicted value of each parameter on site at the time t+1. According to the technical scheme of the present invention, the problem that the requirement of the cement plant for improving the quality cannot be satisfied due to ignoring certain parameters in actual production is solved.
Owner:UNIV OF JINAN
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