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1 results about "Overlap coefficient" patented technology

The overlap coefficient, or Szymkiewicz–Simpson coefficient, is a similarity measure that measures the overlap between two finite sets. It is related to the Jaccard index and is defined as the size of the intersection divided by the smaller of the size of the two sets: overlap(X,Y)=|X∩Y|/(min(|X|,|Y|)) If set X is a subset of Y or the converse then the overlap coefficient is equal to 1.

Wind power prediction method and system based on frequency domain adaptive hyperparameter optimization

ActiveCN121983970BSample entropyPhysics
The application discloses a wind power prediction method and system based on frequency domain adaptive super parameter optimization, which comprises the following steps: firstly, collecting historical wind power and meteorological data; secondly, proposing a brand-new frequency domain coverage overlap coefficient as a fitness function, combining the grey wolf optimization algorithm to adaptively optimize the super parameter of the variational mode decomposition, and using the optimized parameter to decompose the power sequence; thirdly, calculating the sample entropy of each component and reconstructing it into three categories of randomness, fluctuation and trend according to the entropy value to reduce the complexity; then, screening the strongly correlated meteorological features for each component based on the Pearson correlation coefficient, and inputting them into a prediction model for prediction; finally, superimposing the predicted values of each component to obtain the final power prediction result. The application solves the problem of artificial setting of the VMD super parameter, realizes the balance between the decomposition quality and the prediction efficiency, and significantly improves the accuracy and practicability of the ultra-short-term wind power prediction.
Owner:STATE GRID JIANGXI ELECTRIC POWER CO LTD RES INST