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RBF

Folder: Lorenz

  • RK_Lorenz_5.m

    The time series of the system is calculated with RK4 and the corresponding derivative sequence is calculated using the five-point differential formula

  • net_RK4_Lorenz.m

    Think of the trained network as a new function network, calculate its time series with RK4, and calculate the corresponding derivative sequence using the five-point differential formula

  • get_data_lorenz.m

    Obtain time series and derivative sequences with random starting points under different parameters and store them (obtain datasets) data_rbf_lorenz.m Train the network

  • net_PSO.m

    Use the PSO algorithm to find the zero point of the function

  • get_Jacobi.m

    Calculate the approximate Jacobi matrix

  • bifurcation.m

    Obtains the bifurcation plot of equations and networks and determines the stability, and outputs the size of the RBF network

Folder: Chen

  • RK4_chen_5.m

    The time series of the system is calculated with RK4 and the corresponding derivative series is calculated using the five-point differential formula

  • get_data_chen.m

    Obtain time series and derivative sequences with random starting points under different parameters and store them (obtain datasets)

  • rbf_chen.m

    Train the network

  • net_PSO

    Use the PSO algorithm to find the zero point of the function

  • get_Jacobi.m

    Calculate the approximate Jacobi matrix

  • bifurcation.m

    Get the bifurcation plot of equations and networks and determine the stability

Folder: ECG

  • ZP.mat

    all the zero-points of the networks

  • forFilterECG.m

    Butterworth window filtering

  • data_recombination.m

    Train the network by preprocessing and merging the data

  • ECG_PSO

    Use the PSO algorithm to find the zero point of the function

  • RK4_net.m

    Think of the trained network as a new function network, and use RK4 to calculate its time series

  • getPointSide.m

    Check the position relationship of the point to the plane

  • finfbestplane.m

    Look for the best plane dividing the two clusters of points and plots

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